Situation determination and change prediction tool based on change principle of time sequence binary format, and artificial intelligence model-using service method and system therefor

Abstract

The present invention implements a tool for determining a situation and predicting changes on the basis of a change principle in binary format by considering time sequence, thereby helping people to accurately determine which situation occurs for themselves and in the vicinity thereof and predict how the situation will change in the future, and provides a service in cooperation with an online server, an artificial intelligence model and a database such that the service is provided from a service unit on the basis of a hexagram change arrangement table in the tool for situation determination and change prediction.

Description

A service method and system using a situation judgment and change prediction tool and an artificial intelligence model based on the change principle of a time-sequence binary format.

[0001] The present invention relates to a tool for judging a situation and predicting changes, and more specifically, to a tool that helps people accurately judge what kind of situation is happening to them and around them and predict in advance how the situation will change in the future by using the principle of change in binary format that takes time order into account, and a method and system for providing such a service through artificial intelligence.

[0002] Nowadays, as living environments improve, many people use convenient and diverse electronic devices, and as they see and hear more and more, they want help making sound decisions in various situations.

[0003] In such cases, people often seek out quotes or wisdom from books or YouTube videos. While these books and videos offer valuable tips, they also have the disadvantage of being generalized rather than personalized.

[0004] In other words, it is difficult to equip individuals with the ability to make correct judgments in specific situations that arise, to anticipate changing situations in advance, or to provide customized assistance in those situations.

[0005] Therefore, if a tool or service utilizing such a tool were to be implemented that would enable individuals to make correct judgments in specific situations and predict changing situations in advance, it would receive a great response from many people involved.

[0006] Accordingly, the purpose of the present invention is to provide a tool and a service method and system for judging a situation and predicting changes using the principle of change in binary format considering time sequence.

[0007] Another object of the present invention is to provide a tool for situation judgment and change prediction based on the change principle of a time-sequence binary format, based on an artificial intelligence model, to help people accurately judge what kind of situation is happening to them and around them and to predict in advance how the situation will change in the future, as well as a service method and system using such a tool.

[0008] In order to achieve the above-mentioned purpose, the present invention provides a tool for situation judgment and change prediction based on the change principle of a time-sequence binary format, which comprises two activity elements for expressing the occurrence and change of a situation in a binary format. (Yeah) and (sheep), (Yeah) and The effect of selecting one of (sheep) and combining them in order, combining the above effects N times and arranging them in chronological order, 2 N (N is a natural number greater than or equal to 2) An image to express activity components generated by branches, 2 N (N is a natural number greater than or equal to 2) One of the images is arranged in correspondence above and below each other. 2N (N is a natural number greater than or equal to 2) It consists of hexagrams, 2 2N (N is a natural number greater than or equal to 2) The trigrams of a branch classify and define situations that occur according to the correspondence between the upper and lower images, and the 2N effects that constitute each trigram distinguish and define detailed situations within the trigram, and 2 2N (N is a natural number greater than or equal to 2) It is characterized by having a table of hexagram effect changes that shows that the situation progresses in a sequential manner according to the numerical order of the hexagrams by arranging the hexagrams in order and assigning corresponding numbers, and that the detailed situation progresses according to the upper and lower arrangement order of the hexagrams belonging to each hexagram.

[0009] In addition, as another aspect of the present invention, in a tool for situation judgment and change prediction based on the change principle of the time-sequence binary format, two activity elements are provided to express the occurrence and change of the situation in binary format. (Yeah) and (sheep), (Yeah) and (Sheep) is selected and combined in order, and the effect is expressed as 8 activity components by combining the above effects 3 times and arranging them in chronological order, and the image is arranged in correspondence with each other above and below to form 64 hexagrams, and the 64 hexagrams classify and define situations that occur according to the correspondence between the image above and the image below, and the 6 hexagrams define and distinguish detailed situations within the hexagram, and the 64 hexagrams are arranged in order and assigned corresponding numbers to indicate that the situation develops in a forward direction according to the number order of the hexagrams, and it is characterized by having a hexagram effect change arrangement table that indicates that the detailed situation progresses according to the vertical arrangement order of the hexagrams belonging to each hexagram.

[0010] In addition, as another aspect of the present invention, a list of progress of detailed situations by hexagram is constructed to create a table of change in hexagram effect, and the list of progress of detailed situations by hexagram is arranged in multiple layers from the 1st effect at the bottom to the 2Nth effect at the top according to the progression order of detailed situations, and an interpretation phrase indicating the meaning of the effect is placed in the effect of each layer, and due to the forward change in the situation, from any effect of the corresponding hexagram to the effect of the adjacent upper layer. (Yeah) and As (sheep) progresses through the mutually converted Seungbyeon effect, it changes into another hexagram, and due to the change in the situation of the event, the Seungbyeon effect (Yeah) and It is characterized by being composed by repeating the process of returning to the corresponding hexagram while forming the adjacent upper basic effect through the equilateral change of (sheep) mutually converting.

[0011] In addition, from another aspect of the present invention, the list of detailed situation progression by the above hexagram is due to the change in the situation as it progresses to the above Seungbyeon effect and changes to another hexagram, and thus the adjacent upper effect of the Seungbyeon effect (Yeah) and (Sheep) is characterized by having an additional transformation procedure development part that changes into another hexagram while forming a second transformation effect that is mutually converted.

[0012] In addition, as another aspect of the present invention, in a method for providing a situation judgment and change prediction service based on the change principle of a time-sequence binary format, two activity elements for expressing the occurrence and change of a situation in a binary format are provided. (Yeah) and (sheep), (Yeah) and The effect of selecting one of (sheep) and combining them in order, combining the above effects N times and arranging them in chronological order, 2 N (N is a natural number greater than or equal to 2) An image to express activity components generated by branches, 2 N (N is a natural number greater than or equal to 2) One of the images is arranged in correspondence above and below each other. 2N (N is a natural number greater than or equal to 2) It consists of hexagrams, 2 2N (N is a natural number greater than or equal to 2) The trigrams of a branch classify and define situations that occur according to the correspondence between the upper and lower images, and the 2N effects that constitute each trigram distinguish and define detailed situations within the trigram, and 2 2N(N is a natural number greater than or equal to 2) It is characterized by a process of registering and updating a hexagram effect change arrangement table in a server database that indicates that a situation progresses in a sequential order of the hexagram numbers by arranging the hexagrams in order and assigning corresponding numbers, and that a detailed situation progresses in a vertical arrangement order of the hexagrams belonging to each hexagram, a process of the server confirming user requests received from a user terminal through a network, a process of an artificial intelligence-supported server performing a situation judgment and change prediction service and generating a service processing result based on the hexagram effect change arrangement table for the user requests, and a process of providing the generated processing result to the user terminal that requested the service through the network.

[0013] In addition, as another aspect of the present invention, in a method for providing a situation judgment and change prediction service based on the change principle of a time-sequence binary format, two activity elements for expressing the occurrence and change of a situation in a binary format are provided. (Yeah) and (sheep), (Yeah) and The effect of selecting one of (sheep) and combining them in order, combining the above effects N times and arranging them in chronological order, 2 N (N is a natural number greater than or equal to 2) An image to express activity components generated by branches, 2 N (N is a natural number greater than or equal to 2) One of the images is arranged in correspondence above and below each other. 2N (N is a natural number greater than or equal to 2) It consists of hexagrams, 2 2N (N is a natural number greater than or equal to 2) The trigrams of a branch classify and define situations that occur according to the correspondence between the upper and lower images, and the 2N effects that constitute each trigram distinguish and define detailed situations within the trigram, and 2 2N(N is a natural number greater than or equal to 2) It is characterized by the process of providing a table of change in the hexagram effect, which indicates that the situation progresses in a sequential manner according to the numerical order of the hexagrams by arranging the hexagrams in order and assigning corresponding numbers, and that the detailed situation progresses according to the upper and lower arrangement order of the hexagrams belonging to each hexagram, in at least one service department among an experience center, school, conference hall, and content production center for situation judgment and change prediction within the Metaverse Platform, and the process of providing services from the service department based on the table of change in the hexagram effect within the Metaverse Platform.

[0014] In addition, as another aspect of the present invention, in a method for providing a situation judgment and change prediction service based on the change principle of a time-sequence binary format, two activity elements for expressing the occurrence and change of a situation in a binary format are provided. (Yeah) and (sheep), (Yeah) and The effect of selecting one of (sheep) and combining them in order, combining the above effects N times and arranging them in chronological order, 2 N (N is a natural number greater than or equal to 2) An image to express activity components generated by branches, 2 N (N is a natural number greater than or equal to 2) One of the images is arranged in correspondence above and below each other. 2N (N is a natural number greater than or equal to 2) It consists of hexagrams, 2 2N (N is a natural number greater than or equal to 2) The trigrams of a branch classify and define situations that occur according to the correspondence between the upper and lower images, and the 2N effects that constitute each trigram distinguish and define detailed situations within the trigram, and 2 2N(N is a natural number greater than or equal to 2) It is characterized by a process of installing a table of change in hexagram effect in a terminal that creates an extended reality (XR) environment as an independent service without dedicated server support, which shows that the situation progresses in a sequential order of the numbers of the hexagrams by arranging the hexagrams in order and assigning corresponding numbers, and that the detailed situation progresses in a vertical order of the hexagrams belonging to each hexagram, and a process of a user who enters the XR environment using the terminal receiving a service from an artificial intelligence-supported terminal service department based on the table of change in hexagram effect.

[0015] In addition, as another aspect of the present invention, in a system that provides a situation judgment and change prediction service based on the change principle of a time-sequence binary format, two activity elements for expressing the occurrence and change of a situation in a binary format are provided. (Yeah) and (sheep), (Yeah) and The effect of selecting one of (sheep) and combining them in order, combining the above effects N times and arranging them in chronological order, 2 N (N is a natural number greater than or equal to 2) An image to express activity components generated by branches, 2 N (N is a natural number greater than or equal to 2) One of the images is arranged in correspondence above and below each other. 2N (N is a natural number greater than or equal to 2) It consists of hexagrams, 2 2N (N is a natural number greater than or equal to 2) The trigrams of a branch classify and define situations that occur according to the correspondence between the upper and lower images, and the 2N effects that constitute each trigram distinguish and define detailed situations within the trigram, and 2 2N(N is a natural number greater than or equal to 2) It is characterized by comprising a database for storing a hexagram effect change arrangement table that indicates that the situation progresses in a sequential manner according to the numerical order of the hexagrams by arranging the hexagrams in order and assigning corresponding numbers, and also indicates that the detailed situation progresses according to the upper and lower arrangement order of the hexagrams belonging to each hexagram, an artificial intelligence inference unit for inferring user requests using artificial intelligence in relation to the situation judgment and change prediction service using the hexagram effect change arrangement table of the database, and a server that verifies user requests received from a user terminal through a network, performs the situation judgment and change prediction service based on the information in the hexagram effect change arrangement table of the database and the inference by the artificial intelligence inference unit, and generates a service processing result and provides it to the user terminal.

[0016] In addition, as another aspect of the present invention, in a system that provides a situation judgment and change prediction service based on the change principle of a time-sequence binary format, two activity elements for expressing the occurrence and change of a situation in a binary format are provided. (Yeah) and (sheep), (Yeah) and The effect of selecting one of (sheep) and combining them in order, combining the above effects N times and arranging them in chronological order, 2 N (N is a natural number greater than or equal to 2) An image to express activity components generated by branches, 2 N (N is a natural number greater than or equal to 2) One of the images is arranged in correspondence above and below each other. 2N (N is a natural number greater than or equal to 2) It consists of hexagrams, 2 2N (N is a natural number greater than or equal to 2) The trigrams of a branch classify and define situations that occur according to the correspondence between the upper and lower images, and the 2N effects that constitute each trigram distinguish and define detailed situations within the trigram, and 2 2NAn arrangement table for hexagram and line changes, which arranges hexagrams (where N is a natural number greater than or equal to 2) in order, assigns corresponding numbers, and indicates that the situation progresses sequentially according to the order of the hexagram numbers, and also indicates that the detailed situation progresses according to the up-down arrangement order of the lines belonging to each hexagram, is implemented on a dedicated Metaverse Platform in the service part of each location in the Metaverse, and is composed of a terminal connection part that enables a user or user avatar visiting the Metaverse Platform for situation judgment and change prediction to receive services in an AI-supported service part based on the arrangement table for hexagram and line changes.

[0017] As described above, the present invention uses the principle of change in the binary form considering the time sequence to implement a tool, service method, and system for situation judgment and change prediction based on an artificial intelligence model, having the advantage of being able to predict in advance a situation that is correctly judged and changed in a specific situation occurring to an individual.

[0018] FIG. 1 is a diagram for explaining ' (yin)' and ' (yang)' used in a tool for situation judgment and change prediction based on the principle of change in the time-sequence binary form according to an embodiment of the present invention.

[0019] FIG. 2 is an exemplary configuration diagram showing the relationship between 'lines' and 'images' used in a tool for situation judgment and change prediction based on the principle of change in the time-sequence binary form when N = 3 in an embodiment of the present invention.

[0020] FIG. 3 is an exemplary configuration diagram of the implementation of 'image' when N = 3 in an embodiment of the present invention.

[0021] FIGS. 4 and 5 are exemplary configuration diagrams related to 'hexagrams' when N = 3 in an embodiment of the present invention.

[0022] FIG. 6 is a diagram showing a process of creating configurations used in a tool for situation judgment and change prediction according to an embodiment of the present invention;

[0023] FIG. 7 is a diagram showing the process of creating configurations used in a tool for situation judgment and change prediction when N=3 in an embodiment of the present invention.

[0024] FIG. 8 is a drawing showing the symbols, names, and number order of 64 'hexagrams' generated by arranging one of the eight images in correspondence with each other above and below when N=3 in an embodiment of the present invention.

[0025] Figures 9 to 12 are drawings for showing the meaning according to the symbols of 64 'hexagrams' generated by arranging 8 upper images and 8 lower images correspondingly in the upper and lower directions when N=3 in an embodiment of the present invention.

[0026] FIG. 13 is a drawing for showing a change arrangement table of the hexagram used in a tool for situation judgment and change prediction when N=3 in an embodiment of the present invention.

[0027] Figure 14 is a detailed progress list showing the forward process of the first hexagram among 64 hexagrams when N=3 in an embodiment of the present invention.

[0028] Figure 15 is a detailed progress list showing the forward process of the second hexagram among 64 hexagrams when N=3 in an embodiment of the present invention.

[0029] Figure 16 is a detailed progress list showing the forward and backward process and the development of the transformation procedure of the first hexagram among 64 hexagrams in the case of N=3 in an embodiment of the present invention.

[0030] Figure 17 is a detailed progress list showing the forward and backward process and the development of the transformation procedure of the second hexagram among the 64 hexagrams in the case of N=3 in an embodiment of the present invention.

[0031] Figure 18 is an example of a case in which a detailed situation progression list for situation judgment and change prediction is applied to a movie based on a true story when N=3 in an embodiment of the present invention.

[0032] Figure 19 is an example diagram showing that the same detailed situation in the detailed situation progress list for situation judgment and change prediction is reenacted in various cases when N=3 in an embodiment of the present invention.

[0033] Figure 20 is a configuration diagram of an online service system for situation judgment and change prediction according to an embodiment of the present invention.

[0034] Figure 21 is a specific block diagram related to the artificial intelligence inference unit, artificial intelligence ethics inspection unit, and database block of Figure 20.

[0035] Fig. 22 is a detailed block diagram of the database block shown in Figs. 20 and 21.

[0036] Figure 23 is a schematic control flowchart for providing a situation judgment and change prediction service according to an embodiment of the present invention.

[0037] Figure 24 is a schematic control flowchart of a user-provided information analysis service according to an embodiment of the present invention.

[0038] Figure 25 is a configuration diagram of a service system for situation judgment and change prediction in a metaverse environment according to an embodiment of the present invention.

[0039] Figure 26 is a block diagram of an example of a terminal for independent service for situation judgment and change prediction according to another embodiment of the present invention.

[0040] The terms and words used in this specification and claims should not be interpreted as limited to their usual or dictionary meanings, but should be interpreted as meanings and concepts that conform to the technical spirit of the present invention, based on the principle that “an inventor may appropriately define the concept of a term to explain his or her own invention in the best possible manner.”

[0041] Therefore, the embodiments described in this specification and the configurations shown in the drawings are merely the most preferred embodiments of the present invention and do not represent all of the technical ideas of the present invention. It should be understood that there may be various equivalent alternatives and modification examples that can replace them at the time of this application, and specific descriptions of unnecessary configurations for explaining the gist of the invention are omitted.

[0042] Hereinafter, preferred embodiments of the present invention will be described in detail with reference to the accompanying drawings.

[0043] FIG. 1 is a diagram for explaining ' (negative)' (which may also be represented only by ' ' if necessary) and ' (positive)' (which may also be represented only by ' ' if necessary) used in a tool for situation judgment and change prediction (hereinafter abbreviated as 'tool for situation judgment and change prediction') based on the change principle of the binary form considering the time sequence in the embodiment of the present invention. FIG. 2 is an exemplary configuration diagram for showing the relationship between 'Hyo' and 'Sang (image)' used in the tool for situation judgment and change prediction when N = 3 in the embodiment of the present invention, and FIG. 3 is an exemplary configuration diagram for implementing 'Sang (image)' when N = 3 in the embodiment of the present invention.

[0044] And, FIGS. 4 and 5 are exemplary configuration diagrams related to 'Gwae' when N = 3 in the embodiment of the present invention.

[0045] In the present invention, a tool for judging a situation and predicting a change is implemented by using the change principle of the binary form considering the time sequence.

[0046] The tool for situation judgment and change prediction of the present invention includes ' (negative)' and ' (positive)', 'Hyo', 'Sang (image)', and 'Gwae' as components.

[0047] In Fig. 1, the configuration of a tool for situation judgment and change prediction according to an embodiment of the present invention is shown. (Yeah) and Shows the definition and meaning related to (sheep).

[0048] Among the components of the present invention, (Yeah) and (sheep)'(or' class ') is a symbolic means representing two activity elements to express the occurrence and change of a situation in a binary format that takes into account the time sequence.

[0049] Here ' (Eum)' is defined as accepting the other person's will. In other words, it means that there is no self (switch off) and one does as the other person wishes.

[0050] and' (Sheep)' is defined as doing as one wishes. In other words, it means that there is no other person and only oneself does as one wishes (switches on).

[0051] Composition of the present invention' (Um)' and ' (sheep)' can correspond to '0 (logic low)' and '1 (logic high)' in digital binary logic.

[0052] In Fig. 2, the definition and configuration relationship related to 'Hyo' and 'Sang' among the configurations of a tool for situation judgment and change prediction according to an embodiment of the present invention with N=3 are shown as an example.

[0053] Among the components of the present invention, 'Hyo' is an activity element for expressing the occurrence and change prediction of a situation in binary format. (Yeah) and It is a means to select one of (sheep) and combine them in chronological order.

[0054] 'Hyo' can be combined N times (N is a natural number greater than or equal to 2) in chronological order, and the result of combining N times (N is a natural number greater than or equal to 2) in chronological order is defined as 'Sang'.

[0055] That is, in the present invention, 'image' means activity elements. (Yeah) and (Sheep)', one of the 'Hyo', is created by combining the Hyo in N stages, that is, N times from the 1st Hyo at the bottom to the Nth Hyo at the top in chronological order. N (N is a natural number greater than or equal to 2) can be defined as activity components.

[0056] In Fig. 2, the case of N=3 is exemplified. ' is shown, and the bottom is the first effect ' (sheep)', the middle is the second effect' (Um)', the top one is the third effect' (Sheep)', and from bottom to top it is an arrangement in the flow of time.

[0057] 2 N (N is a natural number greater than or equal to 2) Each of the images expressed as branches can be represented by the characteristics of activities that can occur randomly in the world.

[0058] 2 N (N is a natural number greater than or equal to 2) Each of the images has a different meaning, and each 'image' is ' (Yeah) and The combination ratio of '(sheep)' and ' (Yeah) and The meaning is determined by the arrangement order of (sheep).

[0059] That is, the characteristics of the image are the 'signs' that make up each image. (Yeah) and It depends on the combination ratio and arrangement order of (sheep).

[0060] In FIG. 3, an implementation example of 'Xiang' according to an embodiment of the present invention is shown, and this is the case where N = 3.

[0061] Referring to FIG. 3, for 'Xiang' in the case where N = 3, it shows that the number of its types is 2 3 kinds, that is, 8 kinds are generated. That is, ' , , , , , , , ' is expressed as 8 kinds.

[0062] In FIG. 3, since it is the case where N = 3, each 'Xiang' has effects in three stages. That is, it has the first effect, the second effect, and the third effect.

[0063] Also, FIG. 3 shows an example of how the meaning of 'Xiang' changes according to the composition ratio and combined arrangement order of '[yin]' and '[yang]'. (yin) and (yang)'

[0064] For 'Xiang' ' , , ', there are 2 '[yang]' and 1 '[yin]', and the '[yang]' that does as it pleases (yang) is more than the '[yin]' that accepts the meaning of the other party. Therefore, as shown in FIG. 3, it clearly has a strong active meaning. (yin) (yang) that accepts the meaning of the other party (yin). [[ID=五十]]

[0065] Also, for 'Xiang' ' , , ', there is 1 '[yang]' and 2 '[yin]', and the '[yin]' that accepts the meaning of the other party is more than the '[yang]' that does as it pleases. Therefore, as shown in FIG. 3 in the same way, it has a strong passive meaning. (yang) that does as it pleases (yang) (yang) that accepts the meaning of the other party (yin).

[0066] Referring to Figure 3, among the eight images, 'The three filial piety means that all three filial piety do as they wish' (Sheep)' means that he does what he wants from beginning to end without any obstacles like the sky. The natural shape corresponding to 'can be the sky (also called 'cheon'),

[0067] Among the eight types of images, 'Elephant' 'The three filial piety means that all three do as the other person wishes' (음)' means accepting the other person's intentions from beginning to end, like a land that accepts whatever the other person uses. The natural shape corresponding to ' can be the land (also called 'ji').

[0068] If we look at the natural shapes corresponding to the eight types of images, we can see that ' ' corresponds to the sky (also called 'cheon'), and ' ' corresponds to the land (also called 'ji'), and ' ' corresponds to water (also called 'water'), and ' ' corresponds to fire (also called 'hwa'), and ' ' corresponds to thunder (also called 'brain'), and ' ' corresponds to the wind (also called 'pung'), and ' ' corresponds to a mountain (called 'mountain'), and ' ' corresponds to a pond (also called 'Taek'). A detailed description thereof is as shown in Fig. 3.

[0069] Without using the natural shapes corresponding to the eight images, it is possible to create a tool for situational judgment and change prediction based on the principle of change in the time-sequence binary format using only symbols.

[0070] However, if it is replaced with natural shapes corresponding to each "xiang" (image) such as the sky (heaven), the earth (land), water, fire, brain, wind, mountain, and pond, pattern recognition is not only easier than in the case of recognition as symbols, but it can also be used as a useful tool for the patterning operation. Such easy and intuitive patterning can help the learning of people who learn the situation judgment and change prediction methods, and can also be helpful in the learning process of situation judgment and change prediction of artificial intelligence or in the service process of an artificial intelligence model after learning is completed.

[0071] FIG. 4 and FIG. 5 are exemplary configuration diagrams related to "gua" among the configurations according to an embodiment of the present invention, showing an exemplary configuration of "gua" in the case of N = 3.

[0072] In the configuration of the present invention, "gua" is defined as an arrangement in which one of each "xiang" (image) is correspondingly arranged on the upper and lower sides.

[0073] According to the present invention, 2 N (where N is a natural number of 2 or more) of each "xiang" (image) are correspondingly arranged on the upper and lower sides, thereby having 2 2N (where N is a natural number of 2 or more) of gua. That is, gua is generated and expressed in 2 2N (where N is a natural number of 2 or more) ways.

[0074] In the "upper xiang" (Au) and "lower xiang" (Al) constituting one gua, the "upper xiang" (Au) refers to the characteristics of the xiang of the upper person (the strong) in the corresponding situation, and the "lower xiang" (Al) refers to the characteristics of the xiang of the lower person (the weak) in the corresponding situation.

[0075] Therefore, "gua" is 2 N (where N is a natural number of 2 or more) ways of the upper xiang (the upper person or the strong) and 2 N (where N is a natural number of 2 or more) ways of the lower xiang (the lower person or the weak), and can be expressed in 2 2N ways of situations.

[0076] For example, when N = 3 as shown in the example of FIG. 4, there are 8 kinds of ‘Gwa’ [2 N (N = 3)] of the upper situation (Au, the upper person or the strong person) and 8 kinds of [2 N (N = 3)] of the lower situation (Al, the lower person or the weak person), which can occur between them, and there are 64 kinds of [2 2N (N = 3)] situations.

[0077] [[ID=ll]]The meaning of each Gwa depends on the characteristics of the upper situation (Au) that constitutes the corresponding Gwa and the characteristics of the lower situation (Al) corresponding thereto, and can be confirmed by the symbol (CC, Categorized Situation Code) of each Gwa.

[0078] Here, the reason for generating 64 kinds of Gwa by arranging 8 kinds of upper situations ((Au, the upper person or the strong person) and 8 kinds of lower situations (Al, the lower person or the weak person) vertically corresponding to each other is as follows.

[0079] The reason is that a situation occurs and a driving force for change is generated from the relationship between the upper person and the lower person or the difference in power between the strong person and the weak person, and it is to preferably express the situations that can occur at that time.

[0080] As described above, if each situation (Xiang) is replaced with a corresponding natural shape such as sky (Heaven), earth (Earth), water (Water), fire (Fire), brain (Brain), wind (Wind), mountain (Mountain), pond (Pond), pattern recognition becomes easier compared to the case of recognizing by symbols, which helps in the situation judgment and change prediction learning process of learners and artificial intelligence, and the service process of the artificial intelligence model. For Gwa, it can be applied as follows.

[0081] Referring to the Gwa number (CN) = 4 shown in FIGS. 4, 5, 8, and 9, for a specific example, the Gwa number (CN) = 4 has the upper situation (Xiang) as ‘ ’ and the lower situation (Xiang) as ‘ 'As a hexagram, it is difficult to immediately understand what situation the hexagram represents based on the symbol of the hexagram alone.

[0082] Here, the upper image is ' 'second ' ' is replaced with a natural shape corresponding to 'mountain' (literally called 'mountain') and the image below is ' 'cast ' 'If we replace it with the natural shape corresponding to 'water' (also called 'water'), we can see that it is a situation where the superior is not swayed by the intention of the inferior and stands firm like a mountain, but the inferior behaves in a dark way without knowing where it will flow, that is, a situation where the inferior behaves foolishly and progresses. At this time, if we read the upper Sang (Au) 'San', the lower Sang (Al) 'Su', and the meaning of the hexagram 'Mong', meaning foolishness, in succession, the name of the hexagram becomes 'Sansumong'. When a certain situation arises, if the superior is not swayed by the intention of the inferior and stands firm like a 'mountain', and the inferior behaves in a dark way like 'water' without knowing where it will flow, we can immediately see that it is a situation of 'Sansumong', "a situation where the inferior behaves foolishly."

[0083] Meanwhile, each hexagram is composed of 2N stages of effects, with the upper image (Au) combining the effects in N stages in chronological order and the lower image (Al) combining the effects in N stages in chronological order corresponding vertically.

[0084] As in the example of Figure 5, when N = 3, each hexagram is composed of a total of 6 stages of effects, with the upper image (Au) combined in 3 stages in chronological order corresponding upward and downward to the lower image (Al) combined in 3 stages in chronological order.

[0085] Therefore, the six stages of effects belonging to one hexagram become the six stages of detailed situations belonging to the situation of that hexagram.

[0086] The six-step configuration is composed of steps 1, 2, and 3 of the corresponding hexagram by the lower image (Al), and steps 4, 5, and 6 by the upper image (Au).

[0087] In Fig. 6, a tool for situation judgment and change prediction according to an embodiment of the present invention is used. 'class ' Using '2 N The 'element' of the eggplant and 2 2N This is a drawing explaining the process of creating the 'Gwae' of the branch, and is described above with Figs. 1 to 5. 'class ' ', 'Image', and 'Gwae' are summarized and presented as explanations.

[0088] In Fig. 7, the case of N=3 in Fig. 6 is applied to the tool for situation judgment and change prediction. 'class ' This is a diagram that summarizes and explains the process of creating 8 types of 'images' and 64 types of 'hexagrams' using '.

[0089] Figure 8 is an example drawing related to 64 'hexagrams' used in a tool for situation judgment and change prediction when N=3 in Figure 6.

[0090] Referring to Figure 8, 64 'hexagrams' are generated by arranging 8 upper and 8 lower images corresponding to each other in the upper and lower directions according to the embodiment of the present invention with N=3, and numbers (CN, Categorized Situation Number) from 1 to 64 are assigned. Each hexagram number is ' 'Ina' Each set of six elements has a unique symbol (CC, Categorized Situation Code).

[0091] The symbol of the hexagram (CC, Category Code) is the three elements related to the upper image (Au) (' 'Ina' ') and three elements related to the lower image (Al) (' 'Ina' It consists of ').

[0092] The number assigned to each hexagram (CN, Categorized Situation Number) is the order in which the situation progresses, and this will be described in detail later with reference to Figures 9 to 12 and Figure 18.

[0093] Figures 9 to 12 are diagrams for explaining the meaning of each situation represented by 64 'hexagrams' used in a tool for situation judgment and change prediction when N=3.

[0094] Fig. 9 is a drawing related to hexagram numbers (CN) 1 to 16, Fig. 10 is a drawing related to hexagram numbers (CN) 17 to 32, Fig. 11 is a drawing related to hexagram numbers (CN) 33 to 48, and Fig. 12 is a drawing related to hexagram numbers (CN) 49 to 64.

[0095] Referring to Figures 9 to 12, the meaning of the situation of each hexagram is determined according to the characteristics of the corresponding upper and lower images.

[0096] For a specific example, referring to the hexagram number (N) = 1, the upper image has the characteristic of doing as it pleases from beginning to end. 'And the lower image also has the characteristic of doing as it pleases from beginning to end.' ' is the case. Accordingly, the first trigram, that is, the trigram number (CN) = 1 symbol (CC)' (Elephant above) (The image below) is “a situation in which one works hard to fully express one’s own will from beginning to end and develops.”

[0097] Referring to the hexagram number (CN) = 4, and for another specific example, the upper image has the characteristic of standing like a mountain. ', and the lower side has the characteristic of performing a dark action like water flowing away without knowing where it will flow.' 'This is the case. Accordingly, the symbol (CC) of the 4th gu, that is, gu number (CN) = 4' 'is "a situation where the upper side stands firm like a mountain without being drawn by the intention of the lower side, while the lower side performs a dark action without knowing where it will flow, that is, a situation where the lower side progresses while performing a stupid action".'

[0098] Referring to gu number (CN) = 13 for a more specific example, the upper side has the characteristic of doing as it pleases from beginning to end.' 'and the lower side has the characteristic of clearly grasping the situation.' 'This is the case. Accordingly, the symbol (CC) of the 13th gu, that is, gu number (CN) = 13' (Upper side, sky, also called 'heaven') [[ID=1,6]] (Lower side, fire, also called 'fire')'is "a process in which, although the lower side clearly grasps the situation, the upper side only does as it pleases, so a situation where the lower side asks the upper side to be in the same position as itself is developing".'

[0099] Therefore, when situation judgment and change prediction are required, if one knows the symbols of the upper side (Au) and the lower side (Al) that represent the characteristics of the corresponding upper side and lower side, one can grasp what meaning the occurred situation has in terms of gu.

[0100] And by checking the occurred detailed situation to confirm which detailed situation it corresponds to among the effects, one can predict in advance how the occurred detailed situation will change into which detailed situation by using the 승변 and 등변 to be described later with reference to FIGS. 14 to 18.

[0101] In the present invention, 2 2N types of gu are attached with numbers from 1 to 2 2NThe numbers up to the number indicate the order of the hexagrams, and the situation progressing in this order in which the numbers increase by 1 is defined as 'seonhaeng'.

[0102] Also, in order for the situation to progress in the numerical order of the hexagrams, the 2N stages of the hexagrams must also proceed in order, so the hexagrams can also be defined as 'progressing in ascending order, starting from the bottom and going up.'

[0103] In an embodiment of the present invention, 'progress' is defined and described as proceeding in ascending order.

[0104] Of course, it should be understood that as a variation, it is also possible to arrange the 2N-step effects in descending order or to arrange them so that they proceed horizontally to the right.

[0105] When combining filial piety to create an image, it is appropriate to display it in ascending order, and when looking at the relationship between the upper side (superior or strong) and the lower side (inferior or weak), it is appropriate to place the upper side (superior or strong) above and the lower side (inferior or weak) below.

[0106] When combining the effects N times to create an image, N=2 is also possible in the present invention. However, in the case of N=2, the types of images are 4(=2) 2 ) is only 16 (=2) 4 ) and the total number of detailed situations is 64 (=2) 4 x4) It is only a dog, so it is somewhat difficult to express the changes in world affairs in detail.

[0107] When combining the efficacies N times to create an image, N=3 is a preferable example in the present invention. This is because it allows for the expression of changes in worldly affairs in some detail without being overly complex.

[0108] That is, when N=3, the types of images are 8(=2 3 ) and the number of hexagrams is 64 (=2) 4) and the total number of detailed situations is 384 (=2 6 x6) It expresses the changes in worldly affairs in some detail, but is not too complex, so it is suitable for people to learn and acquire with their body and mind. This can correspond to the 8 phases, 64 hexagrams, and 384 lines of the Book of Changes.

[0109] When N=4 or more, there's the advantage of creating a more precise tool for predicting situational occurrences and changes. However, the sheer number of hexagrams and detailed situations makes it difficult to quickly create a table of hexagram-related changes using human intuition.

[0110] Therefore, in the case of N=4 or more, the present invention can be implemented using artificial intelligence as a tool. That is, in the present invention, the numbers of the hexagrams are temporarily determined by artificial intelligence inference, interpretation phrases are temporarily placed in the hexagrams of each layer of a multi-layer arrangement, and a hexagram effect change arrangement table (50) and a detailed situation progress list (12) can be created through a process of human verification for a certain period of time. Of course, in the case of N=3 or less, it is desirable to use artificial intelligence for the process of creating the hexagram effect change arrangement table (50) including the number order of the hexagrams and the detailed situation progress list (12).

[0111] Afterwards, by going through the process of applying and verifying various cases in real situations, the detailed progress list of the effect change distribution table for cases where N=4 or more can be completed by modifying and updating it using an artificial intelligence-based tool.

[0112] From now on, an embodiment of the present invention will be described in more detail with the attached drawings, taking as an example the case of N=3, which is neither too simple nor too complex and suitable for people to learn and acquire.

[0113] Figures 8, 9 to 12 are cases where N=3, and the numbers 1 to 64 attached to the 64 hexagrams represent the order of the hexagrams, and the situation progresses in the order of the hexagram numbers in this way, which is called 'sunhaeng'.

[0114] Figure 13 is a table (50) of change in hexagram effect in which all hexagrams are arranged in sequential order in the number order of 64 hexagrams for the case where N=3 according to an embodiment of the present invention.

[0115] Figures 14 to 18 are examples of detailed situation progress lists (12) for the case where N=3 in an embodiment of the present invention.

[0116] Figure 14 is a detailed situation progress list (12-1) showing the progress of the first hexagram, and Figure 15 is a detailed situation progress list (12-2) showing the progress of the second hexagram.

[0117] Figure 16 is a detailed situation progress list (12-1) showing the forward process and the development of the transformation procedure of the first hexagram, and Figure 17 is a detailed situation progress list (12-2) showing the forward process and the development of the transformation procedure of the second hexagram.

[0118] Figure 18 is a list of detailed situation progressions (12-13) showing the 13th hexagram's circular process using a movie case based on a true story as an example.

[0119] In the present invention, in order to make it easier for users to understand the change arrangement table (50) of the hexagram effect, a more specific list of progress details for each hexagram (12-1),...,(12-64) is formed as shown in FIGS. 14 to 18.

[0120] In the list of detailed situation progression by hexagram (12-1),...,(12-64), the six lines belonging to the corresponding hexagram are arranged in multiple layers from the first line at the bottom to the sixth line at the top according to the order of progression of the detailed situation, and an interpretation phrase indicating the meaning of the line is placed in each layer of lines.

[0121] Figures 14 to 18 show a list of detailed situation progressions for the first, second, and thirteenth hexagrams among the 64 hexagrams, and symbols and interpretation phrases related to the six stages of the hexagrams are expressed on the right side of the drawings.

[0122] Referring to Figure 14, in the list of detailed situation progression for the first hexagram (12-1), the upper image (Au) has the characteristic of doing all three hexagrams as it wishes. It is composed of '(sheep)', and the lower side 'elephant' (Al) also has the characteristic of doing all three effects as it pleases. It consists of '.

[0123] Therefore, the detailed progress list for the first hexagram (12-1) shows the process of doing things according to one's own will from beginning to end, or more specifically, "the process of working hard and developing to fully express one's own will."

[0124] The list of detailed situation progression of the first hexagram (12-1) progresses through a six-step process, that is, from the first hexagram to the sixth hexagram.

[0125] The first hexagram of the first hexagram is a detailed situation right before one enters into a situation where one wants to fully express one's intentions, and it is a detailed situation that means "there is no use for it because one has not yet shown the will to do anything."

[0126] The second to fifth lines of the first hexagram are the process of development to fully express one's intentions.

[0127] Therefore, if we proceed from the first line of the first hexagram to the second line of the first hexagram, it becomes a detailed situation that means, "I, too, am trying to show up at work and do something. At this time, it would be beneficial if there was someone there to guide me properly."

[0128] If you proceed from there and move on to the third line of the first hexagram, it becomes a detailed situation that means, “After working hard all day, when the night comes, you look back on yourself to see if you did anything wrong during the day and make continuous efforts to improve yourself.”

[0129] If it develops from there and progresses to the 4th line of the 1st hexagram, it becomes a detailed situation that means, “You may try to make a leap forward with the skills you have accumulated, but even if you fail and fall, it will not be a flaw.”

[0130] If it develops from there and progresses to the 5th line of the 1st hexagram, it becomes a detailed situation with the meaning, “Finally, like a dragon flying in the sky, you look down on everything and fully carry out your will. At this time, it would be beneficial if someone who can properly assist you is by your side to help you.”

[0131] If you go further from there and proceed to the 6th line of the 1st hexagram, it becomes a detailed situation that means, “The opinions of your subordinates seem poor and you are the only one who thinks you are the best, but if you continue like that until the end, you will end up regretting it.”

[0132] The progression to the 6th hexagram ends the situation of the 1st hexagram and moves on to the 2nd hexagram, which is the process of forward movement.

[0133] In the last 6th line of the first hexagram among the 64 hexagrams, if the events continue to progress in a forward direction after the detailed situation that means, “The opinions of the subordinates seem poor and you are the only one who thinks you are the best, but if you continue like that until the end, you will eventually regret it,” it moves on to the first line of the second hexagram (see Figure 11).

[0134] As can be seen in the detailed situation progression list (12-2) for the second hexagram of Figure 15, the second hexagram has all six effects ' (Hmm) It can be said that it is “a process that a subordinate (subordinate) goes through who is in a position to accept everything.”

[0135] Referring to Figure 15, if the detailed situation progresses to the first effect of the second hexagram, it becomes a detailed situation that means, “When a subordinate starts work for the first time, it is difficult to accept the superior’s will and handle the work, so the superior, with good intentions, helps the subordinate’s thoughts and work methods to be somewhat solidified in accordance with the Tao.”

[0136] Then, when it progresses to the second line of the second hexagram, it becomes a detailed situation that means, “If you have a good heart and are big, you will do as you are told, so there is no disadvantage in asking you to do things you are not familiar with.”

[0137] Then, when it progresses to the third line of the second hexagram, it becomes a detailed situation that means, “Now that you have the ability to accept and handle things, you can demonstrate your abilities in important tasks. Even if you do well, your subordinates will not be able to take credit for it, but you will be able to hear them say, ‘That’s enough.’”

[0138] Then, when it progresses to the fourth line of the second hexagram, it becomes a detailed situation that means, “Don’t pretend to know, keep your mouth shut, and be silent, and you will be free from shame.”

[0139] Then, when it progresses to the 5th line of the 2nd hexagram, it becomes a detailed situation with the meaning of “while going through the process of accepting everything, there are many things that I want to express above, but I do not express them all, and I accept and handle everything that is given to me from above so that the work is done well.”

[0140] Then, if it progresses to the 6th line of the 2nd hexagram, it becomes a detailed situation that means, "(Since there is no reward even though you did everything you were told to do), you will have a fierce fight with your superior. If a subordinate gives up on the work he was doing, it could lead to a difficult situation for his superior."

[0141] As mentioned above, the process of progression up to the second hexagram among the 64 hexagrams has been explained using this example. In this way, events progress in numerical order from the first hexagram to the 64th hexagram, and within each hexagram, they progress step by step according to the order of the lines. This is the process of "progression."

[0142] As mentioned before, the six stages of each of the 64 hexagrams indicate the progression of the detailed situation as follows depending on the position of the stage.

[0143] The first effect of each hexagram corresponds to the detailed situation just before the situation signified by that hexagram begins to develop in earnest.

[0144] The second to fifth lines correspond to the stages where the situation signified by the corresponding hexagram is in full swing, and among them, the fifth line corresponds to the detailed situation corresponding to the climax of the corresponding hexagram.

[0145] And, the sixth hexagram corresponds to the detailed situation immediately after the situation indicated by the hexagram ends.

[0146] For example, the first line of the first hexagram is a detailed situation that means “I haven’t yet developed the will to do anything, so I can’t use it anywhere,” so we can see that it is before the situation in which one wants to do things oneself has fully entered. The fifth line is “I fly in the sky like a flying dragon, looking down on all situations and freely carrying out my will,” which clearly corresponds to the climax of the first hexagram. The sixth line is “I only did what I wanted, so I only regretted it,” which is the end of the situation in the first hexagram in which one wants to carry out one’s will.

[0147] For example, the first hexagram of the second hexagram is a situation where one has not yet entered the stage where one can do anything by accepting the will of the superior (Au, superiors or strong), and is thus being solidified in a good direction so that one can do things in a way that is in line with the Tao in the future. The fifth hexagram is the culmination of the role of accepting the will of the superior and accepting anything, and the sixth hexagram is a situation where one has finished accepting everything and is instead fighting against the superior (Au, superiors or strong).

[0148] And, as previously defined, the change in the situation progresses in the numerical order of the hexagrams as progressing in a 'sunhaeng' manner. However, in an actual situation, in order for a situation to progress in a 'sunhaeng' manner, it does not go directly from any effect of the hexagram to the next level effect of the hexagram, but rather, as shown in the examples in Figures 14 to 18, it goes through an intermediate change process once and then progresses to the next level effect of the hexagram.

[0149] Referring again to Figures 14 to 18, the process of going through an intermediate change process once to proceed in a forward direction and then moving on to the next step effect of the corresponding hexagram (14) will be described in detail.

[0150] In each drawing of FIGS. 14 to 18, the right part is the hexagrams that directly belong to the corresponding hexagram (14), and the left part is the hexagram corresponding to the Seungbyeon hexagram (16) as an intermediate link connecting the hexagrams that directly belong to the corresponding hexagram.

[0151] In order for the situation to change in a positive direction, first, the adjacent upper level effect of the corresponding hexagram (14) must be changed. (Yeah) and (Sheep) progresses to a situation where it changes to a Seungbyeon hexagram (16) as it progresses to a mutually converted Seungbyeon effect.

[0152] As a concrete example of Fig. 14, the first effect of the first hexagram (14) [ (Elephant on the top) (lower side elephant)] adjacent upper effect (second effect) [ (Elephant on the top) (Elephant on the bottom)] (Yeah) and (Sheep) are mutually convertible and have a positive effect [ (Elephant on the top) ](As it progresses to the lower side, it changes to the Seungbyeon hexagram (16) (corresponding to the 13th hexagram).

[0153] After this, the situation will change in a positive direction, so the effect of the Seungbyeon hexagram (16) is (Yeah) and (Sheep) forms an adjacent upper layer of the corresponding hexagram through an equilateral change that is mutually convertible, and returns to the corresponding hexagram (14).

[0154] To explain again with the specific example of Figure 14, in order for the situation to change in a forward direction, the effect of the change (16) (corresponding to the 13th hexagram) of the change effect (2nd effect) [ (Elephant above) (Elephant on the bottom) (Yeah) and The second effect of the first hexagram (14) is an equilateral change in which (sheep) are mutually converted. (Elephant above) By forming the [lower image], it returns to the first hexagram (14).

[0155] As mentioned above, the process of forward movement is summarized as progressing from any hexagram of the hexagram to the adjacent upper hexagram of the hexagram by one ascending change and one equal change, and repeating this process to progress to the last hexagram of the hexagram and then progressing to the next hexagram of the hexagram.

[0156] Now, the process of the forward movement, which changes to another hexagram through the previously discussed change of the ascending and descending hexagram and then proceeds to the next stage of the corresponding hexagram through the equilateral change, is explained by applying the detailed situation of the six stages for each hexagram with the attached interpretation text, together with reference to Figures 14 and 15.

[0157] As shown in Figure 14, the first effect of the first hexagram [ ] is a detailed situation that means “(Because I have been tied up so that I cannot meet the prize) I have not yet shown the will to do anything, so I cannot use it anywhere.”

[0158] Then, the Seungbyeon effect (2nd effect) of the Seungbyeon hexagram (16) (corresponding to the 13th hexagram) [ ], it is a detailed situation that means, “(If you are not motivated) you will find out that some of the successful mainstream people are only hanging out with themselves.” Then, it changes to the second effect of the first hexagram [ ] is a detailed situation that means, “(Seeing that only talented people are hanging out together) he also shows up at work and tries to do something. At this time, it would be beneficial if there was someone there who could guide him properly.”

[0159] Then, it changed to the third line of the 10th hexagram [ ], it is a detailed situation that means, “(I tried a little harder now) I still have a lot to learn, but I insist that I am good, and I accidentally step on my superior and get beaten by the strong superior.” Then, it changes to the third effect of the first hexagram [ ] is a detailed situation that means, “(After being beaten by a superior) I work hard all day, and when the night comes, I look back on myself to see if I did anything wrong during the day and make continuous efforts to improve myself.”

[0160] What we can learn from this is that it is foolish to step on the prize without knowing much, but if you do that and get punished by your superior, the person who got punished will feel something after being punished by their superior, and even if they work hard all day, they will reflect on themselves and continuously improve themselves, so even bad things can be used as a driving force for self-improvement.

[0161] And if a person who has learned and mastered the situational judgment and change prediction of the present invention watches this situation, even if the subordinate behaves foolishly, he or she will not simply conclude that the person is foolish, but will have the leisure to observe the process of the person who behaved foolishly developing, and with a broad perspective, will be able to help not only the person who behaved foolishly, but also the people around him or her.

[0162] This is because people who have learned how to judge situations and predict changes can predict how situations will develop in the future.

[0163] Then, it changed to the 4th line of the 9th hexagram [ ], it is a detailed situation that means, “(After going through the process of looking back on oneself and working hard all day) one accumulates subordinates who will follow one and help one with one’s work without losing one’s temper or getting angry at anything and without doubting whether they will follow one’s lead.” Then, it changes to the 4th effect of the 1st hexagram [ ] is a detailed situation that means, “(When subordinates accumulate) you may try to make a leap forward with the skills you have accumulated, but even if you fail and fall, it will not be a flaw.”

[0164] Then, it changed to the 5th line of the 14th hexagram [ ], it is a detailed situation that means, “(After attempting a leap and succeeding) you will be able to lead the group with the authority of a leader who cannot replace faith.” Then, it changes to the 5th effect of the 1st hexagram [ ] is a detailed situation that means, “(In a situation where you have secured faith and authority) you can finally fly in the sky like a dragon and look down on everything and freely carry out your will. At this time, it would be beneficial if someone who can properly assist you could help you from the side.”

[0165] Then, it changed to the 6th line of the 43rd hexagram [ ], it is a detailed situation that means, “(When there is no one to properly assist one when one is fully expressing one’s will) the superior (or the powerful) takes care of his own interests while also allowing his subordinates to do as he wishes, but the subordinates are not allowed to make any claims.” Then, it changes to the 6th effect of the 1st hexagram [ ] is a detailed situation that means, “(If there is no one to properly assist you when you are freely expressing your will) the opinions of your subordinates will look bad and you will end up thinking you are the best, and if you continue like that until the end, you will end up regretting it.”

[0166] Here, the situation of the first hexagram ends and is about to move on to the second hexagram. If we look at the process up to this point, we can see that the explanation of the change in situation has become more detailed and natural due to the addition of a connecting process of ascending and descending in the middle.

[0167] In the last 6th hexagram of the first hexagram, the opinions of the subordinates seem poor and he ends up thinking that he is the best, but he continues like that until the end and ends up regretting it.

[0168] From there, the situation continues to progress in a circular manner, and as shown in Figure 15, it changes and becomes the first effect of the 24th hexagram. ], it is a detailed situation that means, “(Because the superior went all the way to the end with only himself as the best, the superior regretted it) the inferior who had left soon returned and looked back at himself and received it.” Then, it changes to the first effect of the second hexagram [ ] is a detailed situation that means, “When a subordinate starts working for the first time, it is difficult to accept the superior’s will and handle work, so the superior, with good intentions, helps the subordinate to slightly solidify his or her thoughts and work methods in accordance with the Tao.”

[0169] Then, it changed to the second line of the seventh hexagram [ ], it is a detailed situation that means, “(Once you start to get the hang of the way of working) after giving instructions a few times, the instructions will be well-received.” Then, it changes to the second effect of the second hexagram [ ] is a detailed situation that means, “(When they are in a state where they can accept instructions well) they have a good heart and are mature, so they will do as they are told, so there is no disadvantage in asking them to do things they are not familiar with.”

[0170] Then, it changed to the third line of the 15th hexagram. ], it is a detailed situation that means “(While doing well in the tasks assigned to him) he tries to be humble to people.” Then, it changes to the third effect of the second hexagram [ ] is a detailed situation that means, “Now that I have the ability to accept and handle work, I can demonstrate my abilities in important tasks. Even if I do well, it won’t be a credit to my subordinates, but I will be able to hear them say, ‘That’s enough.’”

[0171] Then, it changed to the 4th line of the 16th hexagram. ], it is a detailed situation that means, “(When you have the ability to do a job well) a plan that matches the front and back is already made through advance planning from above.” Then, it changes to the 4th effect of the 2nd hexagram [ ] is a detailed situation that means, “(Since the person above has already made a plan that matches the situation) you should keep your mouth shut and remain silent without pretending to know anything, so there will be no shame.”

[0172] Then, it changed to the 5th line of the 8th hexagram [ ], “(If you just do as you are told silently) the leader may put in effort to bring in a capable outsider, but since he brought him in because he was needed, it is better not to be wary.” Here, it is equivalent to the 5th effect of the 2nd hexagram [ ] If it proceeds as “(whether it is the instructions of the recruiter or the instructions of the leader), there are many things I want to express to the higher-ups, but I do not express everything and accept everything given to me from above so that I can complete the assigned work well.”

[0173] Then, it changed to the 6th line of the 23rd hexagram. ], it is a detailed situation that means, “When there is an overflowing achievement (due to the merit of accepting and completing everything that is ordered) and the achievement is shared, people praise it, but if there is an excess of achievement but the person who worked hard is not rewarded,” and then it changes to the 6th effect of the 2nd hexagram [ ] If it goes like this, “(since there is no reward for doing everything you are told to do with so much effort) you will end up fighting with your superiors. If your subordinate gives up on the work he was doing, your superiors may also be left with no other options.”

[0174] As explained so far, the intermediate process of change after change is repeated, and additional detailed information about the intermediate process is provided, so the progression of the situation becomes much clearer.

[0175] The process of cyclical change of these detailed situations is provided in the detailed situation progress list (12) and implemented as a tool for situation judgment and change prediction, and can also be implemented as a situation judgment and change prediction service method or service system.

[0176] As shown in Figures 16 to 18, when a situation occurs, it may proceed in the order of the lines within the corresponding hexagram, and when the situation of the corresponding hexagram is over, it may proceed in a forward direction to the situation of the next numbered hexagram. However, it may also proceed to a completely different situation centered on a different hexagram in the middle.

[0177] In this invention, the process of progressing to a completely different situation centered on a different hexagram, that is, changing to a completely different situation, is defined as 'transformation'.

[0178] When a situation progresses through change, it does not progress to isomorphism after a rise and fall, but rather, it progresses through another rise and fall to change into a completely different situation.

[0179] Referring to Figures 16 and 17, the 'transformation' will be explained in more detail. The detailed situation progression list (12-1)(12-2) is a list of adjacent upper effects of the transformation effect in order for the situation to change in a different hexagram while progressing with the previous transformation effect. (Yeah) and (Sheep) is provided with a transformation procedure development part (18) for changing to a second transformation hexagram while forming a second transformation effect that is mutually converted.

[0180] Here, the transformation procedure development part (18) refers to the second winning and losing hexagram.

[0181] When the detailed situation progress list (12-1)(12-2) is equipped with a change procedure development section (18), it becomes possible to predict change because it is known that if a change occurs when a certain situation occurs, it will proceed as either a forward change or a reverse change.

[0182] In real life, it does not always proceed in a linear manner, but rather, it often progresses through a completely different situation, that is, through a change, by going through another change after a change.

[0183] To understand the process of transformation, first refer to the 44th hexagram shown in the lower left of Figure 16, which shows the forward process and the development of the transformation procedure of the first hexagram.

[0184] The first hexagram of the 44th hexagram (12-44) in Figure 16 is a detailed situation that means, “When the lower side (the inferior or the weak) thinks that the upper side (the superior or the strong) can do as they please, and shows signs of shaking the upper side, the lower side is tied down tightly to prevent it.”

[0185] In this detailed situation, one of two things can happen.

[0186] First, the first line of the 44th hexagram (12-44) [ ] is equal to the first line of the first hexagram (12-1) [ ], it progresses to a detailed situation meaning “I have not yet developed the will to do anything, so I cannot use it anywhere.”

[0187] Secondly, the first line of the 44th hexagram (12-44) [ ] and the second line of the 33rd hexagram (12-33) [ ] and can progress to a detailed situation with the meaning of “From now on, I will hide and not move at all, as if I have tied myself up with a leather strap (in the sense of resisting the superior or the powerful) and will never show up.”

[0188] To illustrate the process of change once more, refer again to the list of detailed situation progression of the first hexagram shown in Figure 16 (12-1).

[0189] The first line of the first hexagram (12-1-1)[ ] and the second line of the 13th hexagram (12-13-2)[ ], the second line of the 13th hexagram (12-13-2) is a detailed situation that means, “You will find out that a few successful mainstream people are only hanging out with themselves.”

[0190] Even in these detailed circumstances, one of two things can happen.

[0191] First, the second line of the 13th hexagram (12-13-2) [ ] is equal to the second line of the first hexagram (12-1-2)[ ], it becomes a detailed situation that means, “I also show up at work and try to do something. At this time, it would be beneficial if there was someone there who could guide me properly.”

[0192] Secondly, the second line of the 13th hexagram (12-13-2) [ ] and change it once more to the 3rd line of the 25th hexagram (12-25-3)[ ], it could be a detailed situation that means, “(Due to a few mainstream people) unqualified people could take good positions, and the people working there could be deprived of their rights.”

[0193] To illustrate the process of transformation once again, refer again to the first hexagram (12-1) shown in Figure 16.

[0194] The third line of the 10th hexagram (12-10-3)[ ], we look at the details of the meaning of “(Now that I’ve tried a little harder) I still have a lot to learn, but I keep insisting that I’m good, and then I accidentally step on my superior and get beaten up by the superior.”

[0195] Even in these detailed circumstances, one of two things can happen.

[0196] First, the third line of the 10th hexagram (12-10-3) [ ] is equal to the third line of the first hexagram [ ], it becomes a detailed situation that means, “(After being treated badly by a superior) I work hard all day, but at night I look back on myself and try to see if I did anything wrong during the day.”

[0197] Secondly, by changing it once more, the 4th line of the 61st hexagram (12-61-4) [ ], it could be a detailed situation that means, “(I accidentally stepped on the person above me) Even though Ha is a subordinate, he is a capable person who is indispensable and there is no one to replace Ha, so even if I make the mistake of stepping on the river, it is not a big flaw.”

[0198] In this way, it is possible to progress from the changed hexagram to the next hexagram by ascending and descending, but if it ascends and descends once more to a situation of change rather than a forward progression, it can change to a situation of a completely different hexagram, as shown in Figures 16 and 17.

[0199] Fig. 18 is an example configuration diagram of a detailed situation progress list (12-13) showing the forward process and actual application case of the 13th hexagram among 64 hexagrams according to an embodiment of the present invention where N=3.

[0200] As shown in Figure 18, the detailed situation progress list (12-13) of the 13th hexagram provides detailed situation interpretation texts according to the change in the forward movement and information on actual application cases, so that users can indirectly experience situation judgment and change prediction.

[0201] The tool, service method and system of the present invention can be implemented to inform the principle of change, thereby enabling the user to make judgments about the situation and predict changes on his / her own without external assistance when a similar situation occurs.

[0202] Figure 18 is an example of a case in which a detailed situation progress list (12) of a tool for situation judgment and change prediction according to an embodiment of the present invention is applied to a movie based on a true story.

[0203] An example of a case applied to Figure 18 is a case that anyone can immediately check by searching for it through videos on YouTube and other platforms. It is the movie "Hidden Figures," which is based on a true story about the activities of black female employees at the National Aeronautics and Space Administration (NASA) in the 1960s.

[0204] This film shows the process of eliminating discrimination in a white society by having white people work together with black people through a certain opportunity, while going through the detailed situations from the first to the fifth hexagram on the list of detailed situations in the 13th hexagram of Figure 18.

[0205] Also, separate from the situation of the 13th hexagram in the detailed situation progress list of Figure 18, the detailed situation progress list of Figure 15 shows the process of accepting everything ordered from above in the 5th hexagram, the climax of the 2nd hexagram, and completing one's assigned mission, thereby bringing honor to the organization and country to which one belongs and even obtaining appropriate honor.

[0206] First, to summarize the film's plot, in the 1960s, white people were not expected to work with black people. Despite the intense discrimination at the time, the black women at NASA refused to complain or give up on the organization. Using their abilities, they revitalized their organization and contributed to making America great again. By doing so, the film's moving conclusion sees white leaders and other white employees recognize the black employees, and furthermore, white society embraces black people to a significant degree.

[0207] The film's historical setting is a time when the United States, while economically a world power, was consistently one step behind the Soviet Union in space development, leaving not only NASA staff but the American public with a sense of defeat. One of the key reasons for this sense of defeat was the failure of every spaceflight test due to the orbital team's lack of computational power.

[0208] The process of developing detailed situations in the movie from the first to the fifth hexagram of the 13th hexagram in the list of detailed situations in Figure 18 is explained as follows.

[0209] Detailed situation 1 in the movie (Fig. 18 [1]-1) is,

[0210] “When Katherine, a black female employee at NASA who has shown a genius in mathematics since childhood, is offered the job by saying, ‘The space orbit team is short on calculators, so why don’t you try it out?’, the black female protagonist Katherine says, ‘Yes, I’ll try it,’ and decides to join the space orbit team as per the boss’s wishes.”

[0211] Detailed situation 1 in the movie corresponds to the detailed situation in the interpretation of the first hexagram (12-13-1) of the 13th hexagram in Figure 18, which says, “It is a time when you can freely choose whether to join or not, so it is okay whether you join or not.”

[0212] Afterwards, the detailed situation 2 in the movie ([1]-2 in Fig. 18) is

[0213] "Katherine arrives at the space orbit team, her workplace, and tries to do something good. At this point, it would be helpful to have someone to guide her. The team's white leader is a wise man, so the protagonist has found a good person to guide her."

[0214] The second detailed situation in the film progresses from the first line of the 13th hexagram to the second line of the first hexagram (12-1-2), corresponding to the detailed situation in the interpretation: "He also shows up at work and tries to do something. At this time, it would be beneficial if there was someone there to guide him properly."

[0215] Afterwards, the detailed situation 3 in the movie ([1]-3 in Fig. 18) is

[0216] “I am in a shameful situation where, as a member of the space orbit team, only the white employees who make up the majority are considered true members of NASA, while the black employees are completely discriminated against.”

[0217] The third detailed situation in the movie is the exact detailed situation of the interpretation phrase, “It is shameful to be together only with those who are in the mainstream,” which progresses from the second line of the first hexagram to the second line of the 13th hexagram (12-13-2).

[0218] Afterwards, the detailed situation 4 in the movie ([1]-4 in Fig. 18) is,

[0219] “It is a disastrous time for black employees at NASA, as black employees, despite their excellent abilities, have no opportunity for promotion and are not even given low-level supervisory positions, while all the useful positions are taken by white people.”

[0220] Detailed situation 4 in the movie progresses from the second line of the 13th hexagram to the third line of the 25th hexagram (12-25-3), which corresponds to the detailed situation of the interpretation phrase, “The rights of the people who were originally there are taken away because of unqualified people.”

[0221] Afterwards, the detailed situation 5 in the movie ([1]-5 in Figure 18) is,

[0222] “Although they are always dissatisfied, the white people are so powerful that black employees want to be given opportunities as well, but even after a long time, they cannot rise up and ask for promotion opportunities as well.”

[0223] Detailed situation 5 in the movie progresses from the third line of the 25th hexagram to the third line of the 13th hexagram (12-13-3), and corresponds to the detailed situation of the interpretation phrase, “Even if you are dissatisfied with the discrimination, the enemy is strong and you cannot rise up or anything even after a long time.”

[0224] Afterwards, the detailed situation 6 in the movie ([1]-6 in Fig. 18) is

[0225] “I am being discriminated against, but NASA is a wealthy company with a large budget and good treatment, so I am following suit and keeping my job.”

[0226] Detailed situation 6 in the movie progresses from the third line of the 13th hexagram to the fourth line of the 37th hexagram (12-37-4), and corresponds to the detailed situation of the interpretation phrase, “(Even if there is discrimination) since you are from a wealthy family, you will be treated well as long as you are obedient.”

[0227] Afterwards, the detailed situation 7 in the movie ([1]-7 in Fig. 18) is,

[0228] “NASA doesn’t treat black employees well, so I thought about quitting and leaving NASA, but it was hard to bear, so I decided not to attack the company and instead followed the company’s rules.”

[0229] Detailed situation 7 in the movie progresses from the 4th line of the 37th hexagram to the 4th line of the 13th hexagram (12-13-4), and corresponds to the detailed situation of the interpretation phrase, “He was thinking about leaving the group, but he turned around and joined the group on his own, even though it was difficult because they did not attack him and did not join him.”

[0230] Afterwards, the detailed situation 8 in the movie ([1]-8 in Fig. 18) is

[0231] “(After turning around and deciding to follow the company’s rules) Katherine Johnson, a black female protagonist, uses her outstanding abilities to work hard and sweat to the point that people sigh at the work she is given, making a great contribution to the US lunar exploration program, making not only herself but also the higher-ups, including her team leader, shine.”

[0232] Detailed situation 8 in the movie progresses from the 4th line of the 13th hexagram to the 5th line of the 30th hexagram (12-30-5), which corresponds to the detailed situation in the interpretation phrase, “(Once you decide to follow the rules of the group) you work hard and sweat to the point that people sigh, and your superiors shine.”

[0233] Afterwards, the detailed situation in the movie 9 ([1]-9 in Fig. 18) is,

[0234] “When the tyranny of only the well-off white people hanging out became very severe, the female protagonist, Katherine, was scolded by the head of the orbital team for leaving her desk for a long time every day. She yelled and expressed her anger, saying, “There are no black bathrooms near this building, so we have to go to the black bathroom that is 800 meters away to go to the bathroom. We consider the coffee pots that black people use dirty, so we have to use them separately. We aren’t even allowed to wear necklaces or jewelry, and we only get a pittance, but we work like dogs day and night. So, I’m sorry, but I have to go to the bathroom that is far away several times a day.” Only then did the hearts of the superiors and subordinates connect, and the head of the orbital team understood the position of the black employees for the first time, and he personally intervened to allow black people to use the same nearby bathrooms as white people and to eliminate many other discriminations.”

[0235] The detailed situation 9 in the movie progresses from the 5th line of the 30th hexagram to the 5th line of the 13th hexagram (12-13-5), which is the exact detailed situation of the interpretation: “In order to be together, you must shout at your superiors and win, and then you will laugh together later. (For reference, a more detailed interpretation is as follows: “In a time when the tyranny of only the powerful working together has become too severe, if you shout loudly first to get everyone in the same direction, the other person will come forward to solve the problem, so you will be able to laugh later. You can’t just stay quiet, but you must shout loudly at your superiors and win once so that your hearts can meet. Being able to shout first to get in the same direction is possible by being centered and upright, and you must argue with them and win once in your heart so that you will understand the position of the person who has been discriminated against.”)”

[0236] Fortunately, in the actual movie, the situation ended well here and it didn't go any further into a win-win situation.

[0237] If the Space Orbit Team Leader did not understand Katherine's position and the situation had progressed to a win-win situation, the situation would have developed as follows.

[0238] “(Even if the space orbit team leader did not resolve this discrimination until the end despite yelling and venting his anger) a wise person would not immediately attack the team leader, but would skillfully change like a colorful leopard and be a little more careful (since he had already yelled at the department head, who was his superior). A mean person would quickly change his expression and obey his superior. It would be better for the superior to just endure it rather than punish the person who vented his anger and talked back to him.”

[0239] This situation progresses from the 5th line of the 13th hexagram to the 6th line of the 49th hexagram, and corresponds to the exact details of the interpretation: “(If the discrimination is not resolved even if you shout and vent your anger) a wise person will be more careful while skillfully changing like a colorful leopard, and a small person will change his expression and obey his superiors. So it is better for the superiors not to punish the inferiors, but to be patient and leave them alone.”

[0240] As mentioned above, the true story-based film "Hidden Figures" shows the female protagonist going through the various stages of the 1st to 5th hexagram of the 13th hexagram, showing how NASA came to work with not only white employees but also black employees.

[0241] Meanwhile, the true story-based movie "Hidden Figures" shows, separately from the situation in the 13th hexagram, the climax of the 2nd hexagram, the 5th hexagram, where the black female protagonist, Katherine Johnson, a NASA employee and genius mathematician, "accepts and completes all the tasks assigned to her by NASA with her outstanding abilities despite facing countless discriminations."

[0242] Therefore, detailed situation 1 ([2]-1 in Fig. 15) in a separate situation within the movie is,

[0243] As shown in Figure 15, the fifth hexagram of the second hexagram corresponds to the detailed situation, “In the process of accepting everything, there are many things I want to express above, but I do not express them all. I accept and complete whatever is given to me from above so that the assigned task goes well.”

[0244] That is, from the perspective of a subordinate who accepts everything, the process of accepting anything was properly completed in the situation of the fifth hexagram, which is the peak of the second hexagram.

[0245] Detailed situation 2 ([2]-2 in Figure 15) in a separate situation within the movie,

[0246] When the story progressed to the 6th line of the 23rd hexagram, which states, "When there is an abundance of achievements, if you share them, those who benefit and those around you will praise you, but there are also cases where you do not share them to the end no matter how much achievements you have," the NASA and the U.S. government shared the achievements in a way that was appropriate for the actual protagonist's contribution.

[0247] That is, the movie shows a happy ending that everyone praises, with NASA and the President of the United States acknowledging NASA's development and its contribution to making America great again, and NASA building the Katherine Johnson Computer Center named after the protagonist, and the President of the United States awarding the protagonist a medal.

[0248] As mentioned above with Figures 18 and 17, in the situation of the 13th hexagram, the white society is made to work together with the blacks (see Figure 18), and at the same time, in the 5th hexagram of the 2nd hexagram, Katherine accepts and completes all the situations NASA demands of her, thereby making a great contribution to making NASA and America great again, which is a victory (see Figure 17).

[0249] From the 5th line of the 2nd hexagram, a reward for achievement is received in the 6th line of the 23rd hexagram. As can be seen in Figure 15, a completely different situation from the 13th hexagram is operating simultaneously.

[0250] Figure 19 is an example diagram showing that the same detailed situation in the detailed situation progress list (12) for situation judgment and change prediction is reenacted in various cases when N=3 in an embodiment of the present invention.

[0251] In Fig. 19, there are three examples of various cases in total, ①-1) ~ ①-4) are the first case, ②-1) ~ ②-4) are the second case, and ③-1) ~ ③-4) are the third case.

[0252] Also, all three cases are related to the 29th hexagram (the symbol of the hexagram is CC'), which means 'the process of falling into a pit (difficulty) and getting out of the pit'. ') is the central situation.

[0253] All three cases start from the first line of the 60th hexagram, progress in an equal direction to the first line of the 29th hexagram, then progress in a rising direction to the second line of the 8th hexagram, and then progress in an equal direction to the second line of the 29th hexagram.

[0254] The detailed situation of the first to third cases is as follows: First, the first line of the 60th hexagram corresponds to the detail (interpretation) that says, "Even without looking out the window, I am aware of the situation and can tell if it will work or not."

[0255] If you look at it from this perspective, the first line of the 29th hexagram corresponds to the detail (interpretation) that says, 'You are slowly falling into a pit (difficulty)'.

[0256] If you change it later, the second line of the 8th hexagram corresponds to the detailed situation (interpretation) that says, 'I will date within the scope of my ability, but I will date someone who will accept my wishes.'

[0257] If you look at it from this perspective, the second line of the 29th hexagram corresponds to the detailed situation (interpretation) that says, 'It is a time of danger because you are in a pit (difficulty), but there is a way and you can gain something.'

[0258] To explain one of the three cases above in detail, in the first case, in the first line of the 60th hexagram, the detailed situation is '①-1) It is comfortable to sleep without a blanket, but I understand that it may be difficult to sleep without a blanket tonight because the temperature is expected to drop a lot.' Then, if it changes and proceeds to the first line of the 29th hexagram, the detailed situation is ①-2) 'I feel cold as I sleep. If I continue sleeping like this, I think I will catch a cold.'

[0259] If the situation changes and progresses to the second line of the 8th hexagram, it becomes the detailed situation of ①-3) 'It's difficult, but I will bring a blanket and sleep under it to cover myself with it, so that I can avoid catching a cold.' If the situation changes and progresses to the second line of the 29th hexagram, it becomes the detailed situation of ①-4) 'I gained something by sleeping under the blanket even in the midst of the difficulty of almost catching a cold, so I prevented the cold.'

[0260] To explain it more specifically with one more example, in the first line of the 60th hexagram in the second example, the detailed situation is ②-1) 'I understand that it's going to rain tomorrow morning, and if it rains heavily, it will be difficult to walk the 30-minute distance to work.' Then, if it progresses to the first line of the 29th hexagram, the detailed situation is ②-2) 'I walk the 30-minute distance to work every day, but it's raining heavily right now, so I think I'll get wet on the way there.'

[0261] If this continues to the second line of the 8th hexagram through a reverse transformation, it becomes the detailed situation of ②-3) 'So, she asks her husband, who listens to her requests well, as if it were a lover, to give her a ride on his way to work because it is raining heavily.' If this continues to the second line of the 29th hexagram through an equal transformation, it becomes the detailed situation of ②-4) 'Even in the midst of the difficulties of heavy rain, she can work as usual without getting her clothes wet, so she gains something.'

[0262] As described above with reference to Fig. 15, it can be seen that the same detailed situation in the detailed situation progress list (12) can be reproduced in various cases.

[0263] According to the equilateral and ascending / descending relationships in the present invention, all 64 situations of the hexagram and 384 detailed situations can occur in reality, but there are equilateral and ascending / descending patterns with a high frequency of occurrence, and the probability of occurrence of each pattern can change according to changes in values ​​over time.

[0264] Those who utilize the situational assessment and change prediction tool of the present invention can predict how a given situation might evolve when it actually occurs. Therefore, the situational assessment and change prediction tool of the present invention helps people avoid foolish behavior, develop a longer-term perspective, and act wisely.

[0265] The change arrangement table (50) of the hexagram of the present invention mentioned in the specification of the present invention may be made into a table format that is easy to understand because it can be seen with the eyes, but is not limited to a visual table. It should be understood that the change arrangement table (50) of the present invention may be expressed in voice, and may include a method of making the meaning reach the user's mind using brain waves or other technologies, and various other modifications and variations are possible.

[0266] Meanwhile, it is preferable that the present invention further include a memo section (20 in Fig. 18) in which one can record one's own experience cases, etc. in the detailed situation progress list (12) of the change in effect arrangement table (50).

[0267] As shown in Fig. 18, a memo section (20) is provided so that the user can record his or her own experience cases in the multi-layered position of the effect, just as the process of changing situations in a movie based on a true story is recorded in the blank space of the detailed situation progression list (12). The memo section (20) can record the user's acquired content regarding the changes in the user's forward and backward movements.

[0268] In addition, the present invention, in a tool for situation judgment and change prediction, configures a list (12) of the detailed situation progress of each hexagram of the hexagram effect change arrangement table (50) so that the user can edit the details of the hexagram in a customized manner by referring to the basic interpretation phrase corresponding to the multi-layered arrangement of hexagrams.

[0269] Among the list of number order and detailed situation progress of the hexagram (12), two activity elements are ' (Um)' and ' (Sheep)' is not subject to editing, and the details of the remaining hexagrams and hexagrams, such as additional interpretation text, application case information, and notes, can be edited.

[0270] In the form of user-customized editing, the tool user of the present invention can manually edit the information, or a personalized detailed progress list (12) can be modified and updated on the server side based on individual service content related to the terminal user and provided to the user.

[0271] On the other hand, the present invention, in constructing a tool for situation judgment and change prediction, has a moving means for cases where it is necessary to move to a situation centered on the changed hexagram while progressing from an arbitrary effect of the corresponding hexagram in the detailed situation progress list (12) to a different hexagram.

[0272] That is, in the case where it is necessary to move from a state where the above-mentioned other hexagram has been changed to a situation centered on the changed hexagram, a detailed situation progress list (12) movement mode execution unit capable of moving by a method such as a touch screen method of the user terminal, a mouse click, or a voice command is provided as a movement means.

[0273] After executing the moving mode, the detailed situation progress list (12) is converted to the Seungbyeon hexagram or the second Seungbyeon hexagram, and the user can move by specifying the corresponding effect of the converted hexagram.

[0274] The change in effect arrangement table (50) of the tool for situation judgment and change prediction of the present invention can be included in various forms, such as a paper book form, an audio book form, an electronic document form including an e-book, an independently executable program form, a real-time provision form through a network server including the Internet, etc., and can also be configured in one or more composite forms.

[0275] The change arrangement table (50) of the tool for situation judgment and change prediction of the present invention can also be configured by applying other dynamic principles (e.g., Hadonakseo, Ohaeng, etc.) that include the arrangement of directions and numbers.

[0276] The tool for situation judgment and change prediction having the effect change arrangement table (50) of the present invention can be configured to be installed in an extended reality (XR) creation device including an augmented reality creation device, a virtual reality creation device, and a mixed reality creation device, and a metaverse environment creation device.

[0277] The tool for situation judgment and change prediction having the hexagram change arrangement table (50) of the present invention can be configured to be stored in a server equipped with artificial intelligence that has pre-learned various information of the hexagram change arrangement table (50) and case information related to situation judgment and change prediction, a user terminal equipped with a dedicated artificial intelligence, an electronic device equipped with a real-time reception function for situation judgment and change prediction services, a robot, or an extended reality (XR) device.

[0278] Here, the electronic device, robot, or extended reality (XR) device may be equipped with a support function that supports a user behavior recommendation service using artificial intelligence in preparation for a situation where the user or the user's avatar behaves in a manner that deviates from the principles of situational judgment and change prediction.

[0279] It is desirable for the above support function unit to have an information input device such as a camera or microphone that can check the situation of the user or user avatar in real time.

[0280] Additionally, the electronic device, robot, or extended reality (XR) device may be equipped with an autonomous action assistance service function to physically assist the autonomous actions of a user or the user's avatar.

[0281] In addition, when an autonomous behavior assistance service function is provided to an electronic device, robot, or extended reality device equipped with artificial intelligence, it is desirable to install an autonomous behavior service program that can control the avatar controller to be autonomously controlled or the avatar to be autonomously operated so that an autonomous behavior service that assists the actions of the user or the user avatar is possible.

[0282] When using a device with an autonomous behavior assistance service function section equipped with an autonomous behavior service program to support autonomous behavior services for a user, a user-customized wearable device capable of physically inducing the user's autonomous behavior is required.

[0283] FIG. 20 is a configuration diagram of an online service system for providing a situation judgment and change prediction service according to an embodiment of the present invention, wherein a server (30) performing the situation judgment and change prediction service is connected to a user terminal (40) via a network (38) and is also connected to a database block (42).

[0284] The server (30) includes an artificial intelligence inference unit (36), an artificial intelligence ethics inspection unit (37), and even a database block (42), but in the example of the present invention described with the drawing, it is divided into functional blocks.

[0285] The server (30) is a means for confirming user requests received from a user terminal (40) through a network (38), performing situation judgment and change prediction services based on information in a change schedule (50) stored in a database block (42) and inference in an artificial intelligence inference unit (36), and generating service processing results to provide to the user terminal (40), and includes a server control unit (32), a communication unit (34), an artificial intelligence inference unit (36), and an artificial intelligence ethics inspection unit (37).

[0286] The user terminal (40) is a means capable of interfacing with a user, and includes, but is not limited to, a PC (Personal Computer), a laptop computer, a mobile phone, a wearable device, smart furniture, a robot device, etc., and may be composed of various communication devices that can connect to the service operator's server through a wired or wireless communication network.

[0287] The artificial intelligence inference unit (36) verifies the user request of the user terminal (40) in relation to the situation judgment and change prediction service in the server (30) using the change effect batch table (50) registered in the database block (42) and generates a service processing result related to the situation judgment and change prediction through artificial intelligence inference.

[0288] The artificial intelligence ethics inspection unit (37) is a functional unit that performs an ethics inspection on the situation judgment and change prediction service processing results in the artificial intelligence inference unit (36) before the server (30) provides the generated service processing results to the user terminal (40).

[0289] The database block (42) stores not only the change in the hexagram layout table (50) registered under the control of the server control unit (32) or the artificial intelligence inference unit (36), but also various information for processing user requests. For example, the database block (42) includes member information, authentication information, user analysis request information, change in the hexagram layout table update information, change in the hexagram layout table learning management information, game information for step-by-step learning, case analysis information, and content information (collected, created) by field.

[0290] Figure 21 is a specific block diagram related to the artificial intelligence inference unit (36), artificial intelligence ethics inspection unit (37), and database block (42) illustrated in Figure 20.

[0291] Referring to Fig. 21, the artificial intelligence inference unit (36) is composed of a model learning unit (36a), a learned inference model (36b), and a transmission update unit (36c).

[0292] The model learning unit (36a) continuously performs model learning by utilizing various defined information of the effect change arrangement table (50) of the database block (42) and various information from within or from outside.

[0293] To be more specific, the model learning unit (36a) is a predefined activity element of the effect change arrangement table (50) under the control of the server control unit (32). (Hmm)'This means accepting the other person' Using the meaning that (sheep) does as he pleases, ' 'class ' 'The symbols of the images and hexagrams are interpreted. At this time, a natural shape corresponding to each image is given, and a name and interpretation phrase that matches the situation of each hexagram are given to each hexagram.

[0294] And, a temporary interpretation phrase is given to each 2N-step effect that constitutes each hexagram, and a detailed progress list of the hexagram effect change arrangement table (50) is registered and updated through learning about various case information. The above model learning unit (36a) mainly learns through a deep learning process using an artificial neural network so that it can process non-standard data such as images, videos, sounds, voices, and texts.

[0295] The learned inference model (36b) is a model generated by the model learning process of the model learning unit (36a). In other words, the learned inference model (36b) is a model in which the contents of the effect change arrangement table (50) and the detailed situation progress list (12) for situation judgment and change prediction are optimized. The learned inference model (36b) is utilized in a real-time service that responds to user requests through the user terminal (40).

[0296] The transmission update unit (36c) is a means for transmitting and updating data in the artificial intelligence inference unit (36).

[0297] Fig. 22 shows the detailed block configuration of the database block (42) illustrated in Figs. 20 and 21.

[0298] Referring to FIG. 22, a database block (42) storing various information for providing the service of the present invention is composed of a database (46) dedicated to a situation judgment and change prediction service, a verified knowledge information database (48), an ethics inspection function update database (50), and a database controller (44) for controlling various databases.

[0299] In constructing a database block (42) according to the present invention, the construction of a database (46) dedicated to situation judgment and change prediction services is mandatory, and the construction of a verified knowledge information database (48) is optional.

[0300] In the database (46) dedicated to the situation judgment and change prediction service, a change distribution table (50) is registered and updated under the control of the server (30).

[0301] The change arrangement table (50) registered and updated in the database (46) dedicated to the situation judgment and change prediction service is composed of two activity elements for expressing the occurrence and change of the situation in binary format. (Yeah) and (sheep), (Yeah) and The effect of selecting one of (sheep) and combining them in order, combining the above effects N times and arranging them in chronological order, 2 N (N is a natural number greater than or equal to 2) Image expressed in branches, 2 N (N is a natural number greater than or equal to 2) One of the images is arranged in correspondence above and below each other. 2N (N is a natural number greater than or equal to 2) It consists of hexagrams, 2 2N (N is a natural number greater than or equal to 2) The hexagrams classify and define situations that occur according to the correspondence between the upper and lower images, and the 2N effects that make up each hexagram distinguish and define detailed situations within the hexagram, and 2 2N (N is a natural number greater than or equal to 2) It is a means to indicate that the trigrams of a branch are arranged in order and assigned corresponding numbers, and that the development proceeds in a forward direction according to the numerical order of the trigrams, and to indicate that the detailed situation progresses according to the upper and lower arrangement order of the lines belonging to each trigram.

[0302] For the service using the change arrangement table (50), the database (46) dedicated to the situation judgment and change prediction service includes a member information storage unit (46a), a change arrangement table (50) registration and update storage unit (46b), a user request data analysis service storage unit (46c) related to user request data such as videos or user-created contents, a situation judgment and change prediction learning service information storage unit (46d), a situation judgment and change prediction step learning game storage unit (46e), a behavior recommendation service update storage unit (46f), a case analysis information storage unit (46g), a collection and creation content information storage unit (46h) (publishing, games, movies, dramas, entertainment), an extended reality service information storage unit (46i), and a metaverse service information storage unit (46j).

[0303] In addition to a dedicated database, a verified knowledge information database (48) composed of verified data with a low possibility of information contamination or ideological bias can be constructed to ensure the reliability of situational judgment and change prediction services.

[0304] The verified knowledge information database (48) is composed of a natural science information (mathematics, chemistry, physics, biology, medicine, etc.) storage unit (48a), an engineering technology information (construction engineering, mechanical engineering, aerospace engineering, etc.) storage unit (48b), a humanities information (philosophy, linguistics, history, religious studies, etc.) storage unit (48c), a social science information (law, political science, economics, business administration) storage unit (48d), and a content information (art, music, movies, games, etc.) storage unit (48e).

[0305] The verified knowledge information database (48) can be built in-house, can utilize a cloud data center, or can be supported by a database owned by an external organization. If necessary, real-time search data from a search engine such as Google can also be used.

[0306] Figure 23 is a schematic control flowchart for providing a situation judgment and change prediction service according to an embodiment of the present invention.

[0307] A service method for situation judgment and change prediction according to an embodiment of the present invention will be described in more detail with reference to FIGS. 20 to 23.

[0308] First, referring to FIG. 20 and FIG. 23 together, the server (30) is 2 2N (N is a natural number greater than or equal to 2) The hexagrams are arranged in order and corresponding numbers are assigned to indicate that they are developed in a forward direction according to the number order of the hexagrams, and the hexagram effect change arrangement table (50) indicating that the detailed situation progresses according to the upper and lower arrangement order of the hexagrams belonging to each hexagram is registered and updated in the database block (42) under the management of the server manager (step 100 of FIG. 23).

[0309] If the process of registering and updating the hexagram change arrangement table (50) is explained in more detail, the server (30) is under the control of the server control unit (32) and the artificial intelligence inference unit (36) is one of the most basic components of the hexagram change arrangement table (50). (Hmm)'This means accepting the other person' Using the meaning that (sheep) does as he pleases, ' 'class ' By interpreting each hexagram symbol composed of ' and giving an interpretation phrase to each 2N-step effect that constitutes each hexagram, a detailed progress list of the hexagram effect change arrangement table (50) is prepared.

[0310] Before the server (30) provides customer service, the server control unit (32) continuously updates the detailed situation progress list (12) by reflecting the results of verification through a matching process with videos that can be obtained online through the Internet, etc., by using the artificial intelligence inference unit (36) to verify the forward and reverse relationship of the detailed situation through the ascending and descending and the descending relationships.

[0311] The server control unit (32) registers and updates the change schedule (50) in the database block (42), and when sufficient updates are made, customer service will be initiated with the authentication of the server manager.

[0312] After the change in the effect batch table (50) is registered and updated in the server (30), the server (30) confirms the user request received from the user terminal (40) through the network (38) (step 102 of FIG. 23).

[0313] Thereafter, the server control unit (30) performs situation judgment and change prediction services with the help of artificial intelligence based on the effect change arrangement table (50) of the database block (42) (step 104 of FIG. 23). That is, situation judgment and change prediction are performed by the inference of the learned inference model (36b) of the artificial intelligence inference unit (36) under the control of the server control unit (32).

[0314] Under the control of the server control unit (32), the artificial intelligence inference unit (36) performs situation judgment and change prediction services to generate service processing results (step 106 of Fig. 23).

[0315] In step 106 of Fig. 23, if necessary, the server (30) optionally performs an ethics check on the generated service processing results with the help of the artificial intelligence ethics check unit (37).

[0316] Enforcing an ethics review process before providing the above service processing results to users helps ensure that the analysis results provided to users do not raise ethical issues. It is desirable to apply updated standards for ethics review based on diverse analyses, including comments, user experiences, and public feedback.

[0317] The results of the situation judgment and change prediction service processing generated by the server (30) include the results of situation judgment analysis on the situation the user is in, future change predictions, and action recommendations, and can be prepared in the form of text, voice files, or videos.

[0318] The situation judgment and change prediction service processing results generated by the server (30) are provided to the user terminal (40) that requested the service through the network (38) (step 108 of FIG. 23).

[0319] Accordingly, the user can receive situational judgment analysis results and future change predictions and action recommendations provided by the server (30) through his / her user terminal (40).

[0320] At this time, the homepage service provided from the server (30) to the user of the user terminal (40) may include a chat service, a learning service for situational judgment and change prediction, an execution program provision service, a user-provided information analysis service, a real-life situation analysis case provision service, a game service for situational judgment and change prediction, a content provision service related to situational judgment and change prediction, a behavior recommendation and autonomous behavior support service for the user or user avatar, etc., and the user can select the service he or she wants when accessing the homepage of the server (30) using the user terminal (40).

[0321] Among the website services provided to users, chat services may include consultations for concerns, learning consultations, requests for other services, or simple chat services. Preferably, chat services should be supported by pre-trained artificial intelligence, with the option to connect with a professional counselor when necessary.

[0322] Among the homepage services provided to users, users can select a game to play a game for situational judgment and change prediction to improve their ability to judge situations and predict changes. If the user wants to receive content related to situational judgment and change prediction, the server (30) can provide the content using the generative artificial intelligence of the artificial intelligence inference unit (36).

[0323] Figure 24 is a control flowchart related to analysis of user-provided information as a specific example of a situation judgment and change prediction service according to an embodiment of the present invention.

[0324] As a specific example of the situation judgment and change prediction services mentioned in Fig. 24, the user-provided information analysis service is a service performed when a user requests analysis of information such as images, videos, voices, and texts that the user has.

[0325] The server (30) is 2, similar to step 100 of Fig. 23. 2N (N is a natural number greater than or equal to 2) The hexagrams are arranged in order and corresponding numbers are assigned to indicate that they are developed in a forward direction according to the number order of the hexagrams, and the hexagram effect change arrangement table (50) indicating that the detailed situation progresses according to the upper and lower arrangement order of the hexagrams belonging to each hexagram is registered and updated in the database block (42) under the management of the server manager (step 100 of FIG. 24).

[0326] When a user request received from a user terminal (40) through a network (38) is a user-provided information analysis service, that is, when a request for user-provided information analysis is made, the server (30) obtains the analysis target information (step 112 of FIG. 24).

[0327] The analysis target information acquired by the server (30) includes images, sound information including voice and sound, text, electronic documents, video files, real-time generated images, videos, tactile information, olfactory information, etc., and more than one may be used.

[0328] After that, the artificial intelligence inference unit (36) in the server (30) extracts key scenes from the analysis target information provided by the user, such as images or videos, through artificial intelligence inference (step 114 of Fig. 24).

[0329] For example, if the information to be analyzed is sound information, the artificial intelligence inference unit (36) of the server (30) distinguishes between sound and voice, extracts voices, distinguishes individual speakers from the voices, and stores them in a database block (42). In addition, if necessary, the voices of each speaker are also stored as text in the database block (42).

[0330] In addition, when the information to be analyzed is video information, the artificial intelligence inference unit (36) separates the sound and video, matches the voice and other sounds with the main scenes of the video, and analyzes the relevant situations according to the order of the event progression.

[0331] After extracting the main scene, the artificial intelligence inference unit (36) of the server (30) distinguishes between the upper (superior or strong) and lower (inferior or weak) for each extracted scene and classifies the characteristics of the upper image (Au) and the lower image (Al) to derive the corresponding hexagram (step 116 of Fig. 24).

[0332] After that, the artificial intelligence inference unit (36) of the server (30) infers which hexagram of the corresponding scene corresponds to which hexagram and organizes the relationship between the forward and reverse hexagrams (step 118 of FIG. 24). Organizing the relationship between the forward and reverse hexagrams means, as mentioned with reference to FIGS. 14 to 18, organizing cases where a random hexagram of the hexagram effect change arrangement table (50) progresses to the forward hexagram after a positive transformation and a negative transformation after a positive transformation and a negative transformation after another positive transformation.

[0333] After that, the artificial intelligence inference unit (36) of the server (30) organizes other situations included in the scene and generates an analysis result to update user information with the analysis result (step 120 of Fig. 24).

[0334] The server (30) analyzes information such as images, videos, voices, and texts that it has by performing the same procedure as steps 114 to 120 of FIG. 24 based on pre-learned artificial intelligence in the artificial intelligence inference unit (36), and updates the analysis results of the situation judgment and change prediction as user information in the database block (42) (step 122 of FIG. 24).

[0335] In addition, the server (30) optionally performs an ethics check on the service processing results generated with the help of the artificial intelligence ethics check department (37) (step 124 of Fig. 24).

[0336] The server (30) provides the analysis results of situation judgment and change prediction to the user terminal (40) that requested the service through the network (38) (step 126 of FIG. 24).

[0337] In addition, the server (30) may provide a behavior recommendation service or an autonomous behavior service based on a situation judgment and change prediction service to a user of a user terminal (40).

[0338] Meanwhile, the server (30) that performs the situation judgment and change prediction service according to the embodiment of the present invention can be built in a dedicated platform environment of the service provider and can also be built in an existing platform environment of another.

[0339] Furthermore, the server (30) that performs the situation judgment and change prediction service according to the embodiment of the present invention can be built in the dedicated metaverse platform environment of the service provider and can also be built in another metaverse platform environment that has been previously built.

[0340] If the server (30) side is a dedicated platform, the user can also create the content he or she wants in a dedicated platform environment (or a dedicated metaverse platform environment).

[0341] In addition, in the metaverse platform environment built on the server (30) side, it is possible to implement a behavior recommendation service or avatar autonomous behavior service based on the situation judgment and change prediction service of the present invention so that it can be supported even while enjoying a game, watching a movie, working, going to the bank, or having a meeting using one's own avatar.

[0342] Figure 25 is a configuration diagram of a service system for situational judgment and change prediction, built on a server (30) side as a metaverse platform environment according to an embodiment of the present invention, wherein a metaverse platform (70) is connected to a network (38). The metaverse platform (70) may be a dedicated metaverse platform or another existing metaverse platform.

[0343] The metaverse platform (70) provides a change distribution table (50) of the present invention and is equipped with service departments such as an experience center (72), school (74), conference room (76), and content production studio (78) for situational judgment and change prediction.

[0344] Therefore, a user who visits the metaverse platform (70) using a user terminal (40) can receive constant services from artificial intelligence-supported service departments such as an experience center (72), a school (74), a conference room (76), and a content production studio (78) based on the change in the effect distribution table (50).

[0345] In the present invention, a dedicated server or dedicated platform for situation judgment and change prediction can be constructed, and in the case of a dedicated platform, it is desirable to create an environment in which the user can select an avatar behavior recommendation service or an avatar autonomous behavior service when creating an avatar.

[0346] In addition, in the present invention, as another method of providing a situation judgment and change prediction service, it can be installed in an electronic device that creates an extended reality environment and provided as an independent service.

[0347] Fig. 26 is an exemplary block diagram of an independent service terminal (80) that implements a situation judgment and change prediction service as another embodiment of the present invention.

[0348] In another embodiment of the present invention, a situation judgment and change prediction service is implemented in an independent service terminal (80) so that the service can be provided without an online connection such as the Internet.

[0349] A terminal (80) for independent service according to another embodiment of the present invention comprises a control unit (82), a communication unit (84), a photographing unit (86) for photographing a subject, an artificial intelligence inference unit (88), a memory unit (90), a user interface unit (92) including a user output unit (94) and a user input unit (96).

[0350] A terminal (80) for independent service according to another embodiment of the present invention is installed in the form of an independent service without dedicated server support, but with the effect change arrangement table (50) of the present invention installed.

[0351] In Fig. 26, the control unit (82) and the communication unit (84) correspond to the server control unit (32) and the communication unit (34) of Fig. 20, the artificial intelligence inference unit (88) corresponds to the artificial intelligence inference unit (36) of Fig. 20, and the memory unit (90) corresponds to the database block (42) of Fig. 20, but is configured to be simplified to suit the terminal type.

[0352] The shooting unit (86) is a means for obtaining image and video information by shooting a subject, and the user output unit (94) and user input unit (96) including a display correspond to the user interface unit (92) for interfacing with the user.

[0353] It should be understood that the configuration of the shooting unit (86), user output unit (94) and user input unit (96) can also be implemented as a device capable of performing the functions of an extended reality environment.

[0354] A terminal (80) for independent service according to another embodiment of the present invention can provide an independent situation judgment and change prediction service in a form that does not support a dedicated server.

[0355] When there is image and video information using the shooting unit (86) and a user request using the user output unit (94) and the user input unit (96), the artificial intelligence inference unit (88) performs situation judgment and change prediction service based on the effect change arrangement table (50) of the memory unit (90) under the control of the control unit (82) to generate a service processing result. If necessary, the control unit (82) can also perform an ethics inspection on the generated service processing result through the internal ethics inspection function unit.

[0356] The service processing results are provided to the user through a user interface unit, such as a user output unit (92) of an independent service terminal (80). This allows the user to receive situational assessment and change prediction services through the independent service terminal (80) without an online connection, such as the Internet.

[0357] A terminal (80) for independent service according to another embodiment of the present invention can receive situation judgment and change prediction services without online connection, but when necessary, can connect to a dedicated server for situation judgment and change prediction using a communication unit (84) to provide real-time services to users in an extended reality environment.

[0358] While the above description of the present invention has described specific embodiments, various modifications may be made without departing from the scope of the present invention. Therefore, the scope of the present invention should not be determined by the described embodiments, but rather by the claims and their equivalents.

[0359] <Explanation of symbols>

[0360] Au: Activity Component upper

[0361] Al: Lower side image (Activity Component lower)

[0362] CN: Number of “Goae” (Categorized Situation Number)

[0363] CL: Label of “Goae” (Categorized Situation Label)

[0364] CC: Code of “Goae” (Categorized Situation Code)

[0365] 50: Change in Effect Layout Table 12: Detailed Situation Progress List

[0366] 12-1, 12-2: List of progress details for the first and second hexagrams

[0367] 12-13, 12-29: List of detailed progress of hexagrams 13 and 29

[0368] 12-1-0, 12-2-0, 12-13-0: Interpretation of the situation of the 1st, 2nd, and 13th hexagrams

[0369] 12-1-1~6: Interpretation of the detailed situation of the first hexagram, the first line ~ the sixth line

[0370] 12-2-1~6: Interpretation of the detailed situation of the 1st to 6th lines of the 2nd hexagram

[0371] 12-13-1~6: Interpretation of the detailed situation of the 13th hexagram, lines 1 to 6

[0372] 12-29-0: Interpretation of the situation of the 29th hexagram

[0373] 12-29-1: Interpretation of the detailed situation of the first line of the 29th hexagram

[0374] 12-29-2: Interpretation of the second hexagram of the 29th hexagram

[0375] [1]-1~9: The first case of a change in situation in a true story movie, centered on the 13th hexagram. [1] Detailed situation 1~Detailed situation 9

[0376] [2]-1~2: The second case of a change in situation in the real-life movie [2], based on the situation centered on the second hexagram, details 1~details 2

[0377] ①-1~4: Case of change in situation, first (①) of the 29th hexagram, detailed situation 1~detailed situation 4

[0378] ②-1~4: Case of change in situation, second (②) of the 29th hexagram, detailed situation 1~detailed situation 4

[0379] ③-1~4: Case of change in situation, third (③) of the 29th hexagram, detailed situation 1~detailed situation 4

[0380] 14: Corresponding hexagram 16: Seungbyeon hexagram

[0381] 18: Development of the transformation procedure (= the second transformation effect changed to another hexagram)

[0382] 20: Memo Basic Effect: Effect belonging to the corresponding hexagram

[0383] 30: Server 32: Server Control Unit

[0384] 34: Communications Department 36: Artificial Intelligence Inference Department

[0385] 36a: Model learning section 36b: Learned inference model

[0386] 36c: Transmission Update Department 37: Artificial Intelligence Ethics Inspection Department

[0387] 38: Network 40: User Terminal

[0388] 42: Database block 44: Database controller

[0389] 45: Ethics Check Function Registration and Update Storage

[0390] 46: Database dedicated to situational judgment and change prediction

[0391] 48: Verified knowledge information database

[0392] 70: Metaverse Platform

[0393] 72: Experience Center 74: School

[0394] 76: Conference room 78: Content production studio

[0395] 80: Terminal for independent service 82: Control unit

[0396] 84: Communications Department 86: Filming Department

[0397] 88: Artificial Intelligence Inference Unit 90: Memory Unit

[0398] 92: User interface section 94: User output section

[0399] 96: User input section

Claims

1. In a tool for situational judgment and change prediction based on the change principle of time-sequence binary format, Two activity elements to express the occurrence and change of a situation in binary format (Yeah) and (sheep), (Yeah) and The effect of selecting one of (sheep) and combining them in order, Combine the above effects N times and arrange them in chronological order. N (N is a natural number greater than or equal to 2) An image to express activity components generated by branches. 2 N (N is a natural number greater than or equal to 2) One of the images is arranged in correspondence above and below each other. 2N (N is a natural number greater than or equal to 2) It constitutes a trigram of branches, 2 2N (N is a natural number greater than or equal to 2) The trigrams of a branch classify and define situations that occur according to the correspondence between the upper and lower images, and the 2N effects that make up each trigram distinguish and define detailed situations within the trigram. 2 2N (N is a natural number greater than or equal to 2) A tool for situation judgment and change prediction based on the principle of change in the time-sequence binary format, characterized by having a table of hexagram effect change arrangements that indicates that the situation progresses in a sequential manner according to the numerical order of the hexagrams by arranging the hexagrams in order and assigning corresponding numbers, and that the detailed situation progresses according to the upper and lower arrangement order of the hexagrams belonging to each hexagram.

2. In a tool for situational judgment and change prediction based on the change principle of time-sequence binary format, Two activity elements to express the occurrence and change of a situation in binary format (Yeah) and (sheep), (Yeah) and The effect of selecting one of (sheep) and combining them in order, The image is used to express the activity components that are created in eight ways by combining the above effects three times and arranging them in chronological order. One of the eight types of symbols is arranged in a corresponding arrangement above and below to form 64 types of hexagrams. The 64 hexagrams classify and define situations that arise according to the correspondence between the upper and lower images, and the six hexagrams that make up each hexagram define and distinguish detailed situations within the hexagram. A tool for situation judgment and change prediction based on the principle of change in the time-sequence binary format, characterized by having a hexagram effect change arrangement table that indicates that the situation progresses in a cyclical manner according to the numerical order of the hexagrams by arranging 64 hexagrams in order and assigning corresponding numbers, and that the detailed situation progresses according to the vertical arrangement order of the hexagrams belonging to each hexagram.

3. In paragraph 1, A list of detailed situation progression for each hexagram is created to create a table of hexagram effect changes. The above detailed progress list for each hexagram is: The 2N hexagrams belonging to each hexagram are arranged in multiple layers from the 1st hexagram at the bottom to the 2Nth hexagram at the top according to the progression order of the detailed situation, and an interpretation phrase indicating the meaning of the hexagram is placed in each layer of the hexagram. Due to the change in the situation, the adjacent upper level effect of the arbitrary effect of the corresponding hexagram (Yeah) and As (sheep) progresses through the mutually converted Seungbyeon effect, it changes into another hexagram, and due to the change in the situation of the event, the Seungbyeon effect (Yeah) and A tool for situational judgment and change prediction based on the principle of change in the time-sequence binary format, characterized by forming an adjacent upper basic effect through an equilateral change in which (sheep) are mutually converted and repeating the forward process of returning to the corresponding hexagram.

4. In paragraph 3, The above detailed progress list for each hexagram is As the situation changes from one hexagram to another as it progresses through the above-mentioned Seungbyeon effect, the adjacent upper layer effect of the above-mentioned Seungbyeon effect (Yeah) and A tool for situational judgment and change prediction based on the principle of change in the time-sequence binary format, characterized by having an additional transformation procedure development section in which (sheep) changes into another hexagram while forming a second mutually converted effect.

5. In paragraph 4, The above detailed situation progress list is a tool for situation judgment and change prediction based on the change principle in the time-sequence binary format, characterized by including information on actual application cases according to forward and reverse changes.

6. In paragraph 3 or 4, The above detailed situation progress list is a tool for situation judgment and change prediction based on the change principle in the chronological binary format, characterized in that it further includes a memo section that allows the user to record his or her own experience cases in the corresponding location so that the user can practice situation judgment and change prediction based on the change principle in the chronological binary format.

7. In paragraph 3 or 4, The above detailed situation progress list is a tool for situation judgment and change prediction based on the change principle in a time-sequence binary format, characterized by being configured to be editable in a user-customizable manner by referring to interpretation phrases corresponding to multi-layered effects.

8. In paragraph 3 or 4, The above hexagram effect change arrangement table is an arbitrary effect of the corresponding hexagram in the detailed situation progress list, and the adjacent upper effect (Yeah) and A tool for situation judgment and change prediction based on the principle of change in the time-sequence binary format, characterized by having a detailed situation progression list movement mode for moving to a situation centered on another hexagram while progressing to a mutually converted Seungbyeon effect (sheep).

9. In any one of paragraphs 1 to 5, The above table of change in the hexagram effect is, A tool for situational judgment and change prediction based on the change principle of a time-sequence binary format, characterized by being composed of at least one of the following forms: a paper book format, an audio book format, an electronic document format including an e-book, an independently executable program format, and a real-time provision format via a network server including the Internet.

10. In any one of paragraphs 1 to 5, A tool for situational judgment and change prediction based on the change principle in the time-sequence binary format including the above-mentioned change arrangement table, A tool for situational judgment and change prediction based on the principle of change in a time-sequence binary format, characterized by including a device for creating extended reality (XR), including a device for creating augmented reality and a device for creating virtual reality, and a device for creating a metaverse environment.

11. In any one of paragraphs 1 to 5, A tool for situational judgment and change prediction based on the change principle in the time-sequence binary format including the above-mentioned change arrangement table, A tool for situational judgment and change prediction based on the principle of change in a time-sequence binary format, characterized by including a server equipped with artificial intelligence that has pre-learned various information on the change arrangement table of the hexagram and actual application cases related to situational judgment and change prediction, a user terminal equipped with dedicated artificial intelligence, an electronic device equipped with a real-time reception function for situational judgment and change prediction services, a robot, and an extended reality (XR) device.

12. In paragraph 11, The above electronic devices, robots, and extended reality (XR) devices, A tool for situational judgment and change prediction based on the principle of change in a chronological binary format, characterized by having a support function section that supports a user behavior recommendation service using artificial intelligence in preparation for behavioral situations in which a user or the user's avatar deviates from the principle of situational judgment and change prediction based on the principle of change in a chronological binary format.

13. In paragraph 11, The above electronic devices, robots, and extended reality (XR) devices, A tool for situational judgment and change prediction based on the change principle of a time-sequence binary format, characterized by having an autonomous action assistance service function for physically assisting the autonomous actions of a user or the user's avatar.

14. A method for providing a situation judgment and change prediction service based on the change principle of a time-sequence binary format, Two activity elements to express the occurrence and change of a situation in binary format (Yeah) and (sheep), (Yeah) and The effect of selecting one of (sheep) and combining them in order, Combine the above effects N times and arrange them in chronological order. N (N is a natural number greater than or equal to 2) An image to express activity components generated by branches. 2 N (N is a natural number greater than or equal to 2) One of the images is arranged in correspondence above and below each other. 2N (N is a natural number greater than or equal to 2) It constitutes a trigram of branches, 2 2N (N is a natural number greater than or equal to 2) The trigrams of a branch classify and define situations that occur according to the correspondence between the upper and lower images, and the 2N effects that make up each trigram distinguish and define detailed situations within the trigram. 2 2N (N is a natural number greater than or equal to 2) The process of registering and updating the hexagram effect change arrangement table in the server database, which indicates that the situation progresses in a sequential manner according to the number order of the hexagrams by arranging the hexagrams in order and assigning corresponding numbers, and that the detailed situation progresses according to the upper and lower arrangement order of the hexagrams belonging to each hexagram. The process by which the server confirms user requests received from the user terminal through the network, The process of an artificial intelligence-supported server performing situation judgment and change prediction services based on a change schedule that responds to user requests and generating service processing results; A service method using a situation judgment and change prediction tool and an artificial intelligence model based on the change principle of a time-sequence binary format, characterized by comprising a process of providing the above-mentioned generated processing result to a user terminal that has requested a service through a network.

15. In paragraph 14, The situation judgment and change prediction service based on the change principle of the time-sequence binary format performed by the server is as follows: A service method using a situation judgment and change prediction tool and an artificial intelligence model based on the change principle of a time-sequence binary format, characterized by including a chat service, a learning service, an execution program provision service, a user-provided information analysis service, a real-life situation analysis case provision service, a game service, a content provision service, and a user or user avatar behavior recommendation and autonomous behavior support service.

16. In paragraph 15, A service method using a situation judgment and change prediction tool and an artificial intelligence model based on a time-sequence binary format change principle, characterized in that the user-provided information received from the user terminal is at least one of voice information, text, electronic documents, video files, real-time generated images, videos, voice information, tactile information, and olfactory information.

17. In paragraph 15, When a user request received from a user terminal through a network is a user-provided information analysis service, the process in which the server performs a situation judgment and change prediction service based on the change principle in the time-sequence binary format based on the change schedule of the user request is as follows: A step of obtaining analysis target information from a user terminal through a network, A step of extracting key scenes according to the progress of the situation from information acquired through artificial intelligence inference, A step of distinguishing the characters corresponding to the upper and lower sides for each extracted scene, classifying the characteristics of the upper and lower images, and deriving the corresponding hexagrams; The step of inferring which hexagram the scene corresponds to and organizing the forward and backward relationships, A service method using a situation judgment and change prediction tool and an artificial intelligence model based on the change principle of a time-sequence binary format, characterized by including a step of organizing other situations included in the scene together and generating analysis results to update user information with the analysis results.

18. In paragraph 14, A service method using a situation judgment and change prediction tool and an artificial intelligence model based on the change principle of a time-sequence binary format, characterized in that an ethics inspection service is performed using an artificial intelligence ethics inspection unit under the control of a server before providing the generated service processing result to a user terminal.

19. A method for providing a situation judgment and change prediction service based on the change principle of a time-sequence binary format, Two activity elements to express the occurrence and change of a situation in binary format (Yeah) and (sheep), (Yeah) and The effect of selecting one of (sheep) and combining them in order, Combine the above effects N times and arrange them in chronological order. N (N is a natural number greater than or equal to 2) An image to express activity components generated by branches. 2 N (N is a natural number greater than or equal to 2) One of the images is arranged in correspondence above and below each other. 2N (N is a natural number greater than or equal to 2) It constitutes a trigram of branches, 2 2N (N is a natural number greater than or equal to 2) The trigrams of a branch classify and define situations that occur according to the correspondence between the upper and lower images, and the 2N effects that make up each trigram distinguish and define detailed situations within the trigram. 2 2N (N is a natural number greater than or equal to 2) The process of arranging the trigrams in order and assigning corresponding numbers to indicate that the situation progresses in a sequential manner according to the number order of the trigrams, and providing a table of trigram effect change arrangements indicating that the detailed situation progresses according to the upper and lower arrangement order of the trigrams belonging to each trigram in at least one service department among the experience center, school, conference hall, and content production center for situation judgment and change prediction within the Metaverse Platform, A service method using a situation judgment and change prediction tool and an artificial intelligence model based on the principle of change in a time-sequence binary format, characterized by a process in which a user visiting a metaverse platform receives services from an artificial intelligence-supported service department based on a change schedule.

20. A method for providing a situation judgment and change prediction service based on the change principle of a time-sequence binary format, Two activity elements to express the occurrence and change of a situation in binary format (Yeah) and (sheep), (Yeah) and The effect of selecting one of (sheep) and combining them in order, Combine the above effects N times and arrange them in chronological order. N (N is a natural number greater than or equal to 2) An image to express activity components generated by branches. 2 N (N is a natural number greater than or equal to 2) One of the images is arranged in correspondence above and below each other. 2N (N is a natural number greater than or equal to 2) It constitutes a trigram of branches, 2 2N (N is a natural number greater than or equal to 2) The trigrams of a branch classify and define situations that occur according to the correspondence between the upper and lower images, and the 2N effects that make up each trigram distinguish and define detailed situations within the trigram. 2 2N (N is a natural number greater than or equal to 2) The hexagrams are arranged in order and corresponding numbers are assigned to indicate that the situation progresses in a sequential manner according to the number order of the hexagrams, and the detailed situation progresses according to the order of the vertical arrangement of the hexagrams belonging to each hexagram. The process of creating an extended reality (XR) environment and installing it as an independent service in the form of a dedicated server not supported by an artificial intelligence-supported terminal, A service method using a situation judgment and change prediction tool and an artificial intelligence model based on a time-sequence binary format change principle, characterized in that a user who enters an extended reality (XR) environment using the above terminal receives services from an artificial intelligence-supported terminal service department based on a change table.

21. In a system that provides situation judgment and change prediction services based on the change principle of time-sequence binary format, Two activity elements to express the occurrence and change of a situation in binary format (Yeah) and (sheep), (Yeah) and The effect of selecting one of (sheep) and combining them in order, Combine the above effects N times and arrange them in chronological order. N (N is a natural number greater than or equal to 2) An image to express activity components generated by branches. 2 N (N is a natural number greater than or equal to 2) One of the images is arranged in correspondence above and below each other. 2N (N is a natural number greater than or equal to 2) It constitutes a trigram of branches, 2 2N (N is a natural number greater than or equal to 2) The trigrams of a branch classify and define situations that occur according to the correspondence between the upper and lower images, and the 2N effects that make up each trigram distinguish and define detailed situations within the trigram. 2 2N (N is a natural number greater than or equal to 2) A database for storing a table of hexagram effect changes that indicates that the situation progresses in a sequential manner according to the number order of the hexagrams by arranging the hexagrams in order and assigning corresponding numbers, and that the detailed situation progresses according to the order of the vertical arrangement of the hexagrams belonging to each hexagram. An artificial intelligence inference unit for inferring user requests using artificial intelligence in relation to the situation judgment and change prediction service using the database's effect change distribution table, A server that checks user requests received from a user terminal via a network, performs situation judgment and change prediction services based on the information in the effective change arrangement table of the database and the inferences in the artificial intelligence inference unit, generates service processing results, and provides them to the user terminal. A service system using a situation judgment and change prediction tool and an artificial intelligence model based on the change principle in the form of chronological binary method.

22. In claim 21, The artificial intelligence inference unit, (Yeah) and (Yang)'s characteristics and the characteristics of the image (xiang) combined with the effect according to the time sequence are respectively arranged in correspondence above and below one by one, and the characteristics of each gua and the characteristics according to the progress stage of the effect belonging to each gua are used to find the change pattern of gua and effect, assign interpretation phrases for each effect, and update the interpretation phrases through verification work through matching with actual application cases. An artificial intelligence training unit (training module), It is composed of an inference model unit (trained inference model) that infers user requests based on the learned content of the artificial intelligence training unit and performs situation judgment and change prediction based on the change principle in the form of chronological binary method. A service system using a situation judgment and change prediction tool and an artificial intelligence model based on the change principle in the form of chronological binary method.

23. In claim 21, The database unit has a dedicated database for situation judgment and change prediction services based on the change principle in the form of chronological binary method, The dedicated database is configured to include a member information storage unit, a gua-effect change arrangement table registration and update storage unit, a member requester data analysis service storage unit, a situation judgment and change prediction learning service storage unit, and a situation judgment and change prediction step learning game storage unit. A service system using a situation judgment and change prediction tool and an artificial intelligence model based on the change principle in the form of chronological binary method.

24. In a system that provides a situation judgment and change prediction service based on the change principle in the form of chronological binary method, Two activity elements to express the occurrence and change of a situation in binary format (Yeah) and (Yang), (Yeah) and Effects for selecting and combining one of (Yang) in order, Combine the above effects N times and arrange them in chronological order. N (N is a natural number greater than or equal to 2) An image to express activity components generated by branches. 2 N (N is a natural number greater than or equal to 2) One of the images is arranged in correspondence above and below each other. 2N (N is a natural number greater than or equal to 2) It constitutes a trigram of branches, 2 2N (N is a natural number greater than or equal to 2) The trigrams of a branch classify and define situations that occur according to the correspondence between the upper and lower images, and the 2N effects that make up each trigram distinguish and define detailed situations within the trigram. 2 2N (N is a natural number greater than or equal to 2) The hexagrams are arranged in order and assigned corresponding numbers, indicating that the situation progresses in a sequential manner according to the number order of the hexagrams, and the hexagram effect change arrangement table indicating that the detailed situation progresses according to the upper and lower arrangement order of the hexagrams belonging to each hexagram is implemented in the dedicated metaverse platform (Metaverse Platform) in the service section supported by artificial intelligence in each location in the metaverse. A service system using a situation judgment and change prediction tool and an artificial intelligence model based on the change principle in a time-sequence binary format, characterized by a terminal connection section that provides services from an artificial intelligence-supported service section based on a change schedule for users or user avatars visiting the metaverse platform for situation judgment and change prediction.

25. In paragraph 24, The above dedicated metaverse platform is characterized by being configured to support at least one of a behavior recommendation service and an autonomous behavior service for a user or the user's avatar, and a service system using an artificial intelligence model and a situation judgment and change prediction tool based on the change principle of a time-sequence binary format.

Images