Tool for situational determination and change prediction, and service method and system therefor

Abstract

The purpose of the present invention is to implement a tool for situational determination and change prediction on the basis of a binary format change principle that takes time into consideration, to: help people accurately determine situations affecting themselves and their surroundings and predict in advance how the situations will change in the future; and provide a service in cooperation with an online server, artificial intelligence, and a database, i.e., enabling the people to be provided with a service from a service unit on the basis of a situation category arrangement table in the tool for situational determination and change prediction.

Description

Tools for situational assessment and change prediction, and their service methods and systems

[0001] The present invention relates to a tool for judging a situation and predicting changes, and more specifically, to a tool that uses the principle of change in binary format 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.

[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.

[0007] Another purpose of the present invention is to provide a tool for situational judgment and change prediction using artificial intelligence, thereby helping people accurately judge the situation occurring around them and themselves and predict how the situation will change in the future, as well as a service method and system for such a tool.

[0008] In order to achieve the above-mentioned purpose, the present invention is a tool for situation judgment and change prediction, comprising: a step for selecting one of 0 and 1, 0 and 1 to express the occurrence and change of a situation in binary format and combining them in order; and combining the step N times and arranging it up and down in time order. N (N is a natural number greater than or equal to 2) movements generated by branches, 2 N (N is a natural number greater than or equal to 2) One of the movements is arranged in the upper and lower corresponding positions, 2 2N (N is a natural number greater than or equal to 2) It consists of categories, 2 2N (N is a natural number greater than or equal to 2) The categories of the branches classify and define situations that occur according to the correspondence between the upper and lower movements, and the 2N steps that constitute each category define and distinguish detailed situations within the category, and 2 2N (N is a natural number greater than or equal to 2) It is characterized by having a situation category arrangement table that shows that the situation progresses in a sequential manner according to the numerical order of the categories by arranging categories in order and assigning corresponding numbers, and that the detailed situation progresses according to the vertical arrangement order of steps belonging to each category.

[0009] In addition, as another aspect of the present invention, in a tool for situation judgment and change prediction, a step for selecting and sequentially combining one of 0 and 1, 0 and 1 to express the occurrence and change of a situation in a binary format, the steps are combined three times and arranged in chronological order, and eight movements are generated, and one of the eight movements is arranged in correspondence to each of the upper and lower parts to form 64 categories, and the 64 categories classify and define situations that occur according to the correspondence between the upper and lower movements, and the six steps that constitute each category distinguish and define detailed situations within the category, and the 64 categories are arranged in order and assigned corresponding numbers to indicate that the situation develops in a chronological order according to the number order of the categories, and the steps belonging to each category It is characterized by having a situation category arrangement table that shows the progress of detailed situations according to the order of arrangement.

[0010] In addition, as another aspect of the present invention, in a tool for situation judgment and change prediction, a detailed situation progress list by category is constructed for creating a situation category arrangement table, and the detailed situation progress list by category is arranged in multiple layers from the 1st step at the bottom to the 2Nth step at the top according to the progression order of the detailed situation, 2N steps belonging to each category are arranged in a multi-layered manner from the 1st step at the bottom to the 2Nth step at the top, and an interpretation phrase indicating the meaning of the step is arranged in the step of each layer, and due to the cyclic change in the situation, 0 and 1 of the adjacent upper step are toggled in an arbitrary step of the corresponding category, and as the step progresses to an up toggle step, it is changed to another category, and due to the cyclic change in the situation of the incident, 0 and 1 of the up toggle step are toggled, and an adjacent upper basic step is formed by a level toggle change. It is characterized by being composed by repeating the process of returning to the category.

[0011] In addition, as another aspect of the present invention, the detailed situation progress list by category is characterized in that it further has a change procedure development section in which, as the situation changes while progressing to the change step and changing to another category, 0 and 1 of the adjacent upper step of the toggle up step are toggled to form a second toggle up step and change to another category.

[0012] In addition, as another aspect of the present invention, in a method for providing a situation judgment and change prediction service, a step for selecting one of 0 and 1, 0 and 1 to express the occurrence and change of a situation in binary format and combining them in order, and combining the above step N times and arranging them up and down in time order, 2 N (N is a natural number greater than or equal to 2) movements generated by branches, 2 N (N is a natural number greater than or equal to 2) One of the movements is arranged in the upper and lower corresponding positions, 2 2N (N is a natural number greater than or equal to 2) It consists of categories, 2 2N (N is a natural number greater than or equal to 2) The categories of the branches classify and define situations that occur according to the correspondence between the upper and lower movements, and the 2N steps that constitute each category define and distinguish detailed situations within the category, and 2 2N (N is a natural number greater than or equal to 2) It is characterized by comprising a process of registering and updating a situation category arrangement table in a server database, which indicates that a situation progresses in a sequential order of the numbers of the categories by arranging the categories in order and assigning corresponding numbers, and that a detailed situation progresses in a vertical order of the steps belonging to each category, a process of the server confirming a user request received from a user terminal through a network, a process of the server performing a situation judgment and change prediction service based on the user request and generating a service processing result, 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, a step for selecting one of 0 and 1, 0 and 1 to express the occurrence and change of a situation in binary format and combining them in order, and combining the above step N times and arranging them up and down in time order, 2 N (N is a natural number greater than or equal to 2) movements generated by branches, 2 N (N is a natural number greater than or equal to 2) One of the movements is arranged in the upper and lower corresponding positions, 2 2N (N is a natural number greater than or equal to 2) It consists of categories, 2 2N (N is a natural number greater than or equal to 2) The categories of the branches classify and define situations that occur according to the correspondence between the upper and lower movements, and the 2N steps that constitute each category define and distinguish detailed situations within the category, and 2 2N (N is a natural number greater than or equal to 2) The process of providing a situation category arrangement table that indicates that the situation progresses in a sequential manner according to the numerical order of the categories by arranging categories in order and assigning corresponding numbers, and that the detailed situation progresses according to the vertical arrangement order of steps belonging to each category, in at least one service department among an experience center, a school, a conference room, and a content production studio for situation judgment and change prediction within a metaverse platform, and the process of providing a service from a service department based on the situation category arrangement table to a user visiting 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, a step for selecting one of 0 and 1, 0 and 1 to express the occurrence and change of a situation in binary format and combining them in order, and combining the above step N times and arranging them up and down in time order, 2 N (N is a natural number greater than or equal to 2) movements generated by branches, 2 N (N is a natural number greater than or equal to 2) One of the movements is arranged in the upper and lower corresponding positions, 2 2N (N is a natural number greater than or equal to 2) It consists of categories, 2 2N (N is a natural number greater than or equal to 2) The categories of the branches classify and define situations that occur according to the correspondence between the upper and lower movements, and the 2N steps that constitute each category define and distinguish detailed situations within the category, and 2 2N (N is a natural number greater than or equal to 2) The method comprises the steps of: a process of installing a situation category arrangement table in the form of an independent service that does not support a dedicated server on a terminal that creates an extended reality (XR) environment, which indicates that a situation progresses in a sequential order of the numbers of the categories by arranging categories in order and assigning corresponding numbers, and that detailed situations progress in a vertical order of steps belonging to each category; and a process of providing a service from a terminal service department based on the situation category arrangement table to a user who enters the extended reality (XR) created environment using the terminal.

[0015] In addition, as another aspect of the present invention, in a service system for judging a situation and predicting a change using the principle of change in binary format, in a system providing a situation judgment and change prediction service, a step for selecting one of 0 and 1, 0 and 1 to express the occurrence and change of a situation in binary format and combining them in order, and combining the above step N times and arranging them up and down in time order, 2 N (N is a natural number greater than or equal to 2) movements generated by branches, 2 N (N is a natural number greater than or equal to 2) One of the movements is arranged in the upper and lower corresponding positions, 2 2N (N is a natural number greater than or equal to 2) It consists of categories, 2 2N (N is a natural number greater than or equal to 2) The categories of the branches classify and define situations that occur according to the correspondence between the upper and lower movements, and the 2N steps that constitute each category define and distinguish detailed situations within the category, and 2 2N(N is a natural number greater than or equal to 2) It is characterized by comprising a database for storing a situation category arrangement table that sequentially arranges categories and assigns corresponding numbers to indicate that a situation progresses in a sequential manner according to the numerical order of the categories, and indicates that a detailed situation progresses according to the vertical arrangement order of steps belonging to each category, an artificial intelligence inference unit for inferring user requests using artificial intelligence in relation to a situation judgment and change prediction service using the situation category arrangement table of the database, and a server that verifies user requests received from a user terminal through a network, performs situation judgment and change prediction service based on information in the situation category arrangement table of the database and inference from 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, a step for selecting one of 0 and 1, 0 and 1 to express the occurrence and change of a situation in binary format and combining them in order, and combining the above steps N times and arranging them up and down in time order, 2 N (N is a natural number greater than or equal to 2) movements generated by branches, 2 N (N is a natural number greater than or equal to 2) One of the movements is arranged in the upper and lower corresponding positions, 2 2N (N is a natural number greater than or equal to 2) It consists of categories, 2 2N (N is a natural number greater than or equal to 2) The categories of the branches classify and define situations that occur according to the correspondence between the upper and lower movements, and the 2N steps that constitute each category define and distinguish detailed situations within the category, and 2 2N(N is a natural number greater than or equal to 2) It is characterized by a dedicated metaverse platform implemented in the service section of each location within the metaverse with a situation category arrangement table that indicates that the situation progresses in a sequential manner according to the numerical order of the categories by arranging categories in order and assigning corresponding numbers, and that the detailed situation progresses according to the vertical arrangement order of steps belonging to each category, and a terminal connection section that provides services from the service section based on the situation category arrangement table to users or user avatars who visit the metaverse platform for situation judgment and change prediction.

[0017] As described above, the present invention has the advantage of enabling the correct judgment of a specific situation occurring to an individual and the prediction of future changes in the situation by implementing a tool and a service method and system for judging a situation and predicting changes using the principle of change in binary format that takes time into account.

[0018] FIG. 1 is a drawing for explaining '0' and '1' in binary format used in a tool for situation judgment and change prediction according to an embodiment of the present invention.

[0019] Figure 2 is an exemplary configuration diagram showing the relationship between 'step' and 'movement' used in a tool for situation judgment and change prediction when N=3 in an embodiment of the present invention.

[0020] Figure 3 is a configuration diagram illustrating the implementation of 'movement' when N=3 in an embodiment of the present invention.

[0021] Figure 4 is an example configuration diagram related to 'category' when N=3 in an embodiment of the present invention.

[0022] FIG. 5 is a diagram showing a process of creating components used in a tool for situation judgment and change prediction according to an embodiment of the present invention.

[0023] FIG. 6 is a diagram showing the process of creating components used in a tool for situation judgment and change prediction when N=3 in an embodiment of the present invention.

[0024] FIG. 7 is a drawing showing the symbols and number order of 64 'categories' generated by arranging one of the eight movements in correspondence with each other in the upper and lower directions when N=3 in an embodiment of the present invention.

[0025] FIGS. 8 to 11 are drawings for indicating the meaning according to the symbols of 64 'categories' generated by arranging 8 types of upper movements and 8 types of lower movements in a corresponding order up and down when N=3 in an embodiment of the present invention.

[0026] FIG. 12 is a drawing for showing a situation category layout table used in a tool for situation judgment and change prediction when N=3 in an embodiment of the present invention.

[0027] Figure 13 is a detailed progress list showing the forward process of the first category among 64 categories when N=3 in an embodiment of the present invention.

[0028] Figure 14 is a detailed progress list showing the forward process of the second category among 64 categories when N=3 in an embodiment of the present invention.

[0029] Figure 15 is a detailed progress list showing the forward process and the transformation procedure development part of the first category among 64 categories when N=3 in an embodiment of the present invention.

[0030] Figure 16 is a detailed progress list showing the forward process and the transformation procedure development part of the second category among 64 categories when N=3 in an embodiment of the present invention.

[0031] Figure 17 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 18 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 19 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 20 is a specific block diagram related to the artificial intelligence inference unit, artificial intelligence ethics inspection unit, and database block of Figure 19.

[0035] Fig. 21 is a detailed block diagram of the database block shown in Figs. 19 and 20.

[0036] Figure 22 is a schematic control flowchart for providing a situation judgment and change prediction service according to an embodiment of the present invention.

[0037] Figure 23 is a schematic control flowchart of a user-provided information analysis service according to an embodiment of the present invention.

[0038] Figure 24 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 25 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 illustrated in the drawings are only the most preferred embodiments of the present invention and do not represent all of the technical ideas of the present invention. Therefore, it should be understood that there may be various equivalents and modified examples that can replace them at the time of filing this application, and a specific description of unnecessary components is omitted in order to explain the gist of the invention.

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

[0043] FIG. 1 is a diagram for explaining '0' and '1' in binary format used in a tool for situation judgment and change prediction according to an embodiment of the present invention, FIG. 2 is an exemplary configuration diagram for showing the relationship between 'step' and 'movement' used in a tool for situation judgment and change prediction when N=3 in an embodiment of the present invention, and FIG. 3 is an exemplary configuration diagram for implementing 'movement' when N=3 in an embodiment of the present invention.

[0044] And, Fig. 4 is an example configuration diagram related to 'category' when N=3 in an embodiment of the present invention.

[0045] In the present invention, a tool for judging situations and predicting changes is implemented using the principle of change in binary format that takes time into account.

[0046] The tool for situation judgment and change prediction of the present invention includes '0' and '1', 'step', 'movement', and 'category' as components.

[0047] Figure 1 shows the definitions and meanings related to '0 and 1' among the components of a tool for situation judgment and change prediction according to an embodiment of the present invention.

[0048] Among the components of the present invention, '0 and 1' are symbolic means for expressing the occurrence and change of situations in binary format, and '0' is defined as meaning accepting the other party's will. In other words, it means that there is no self (switch off) and that the other party does as he wishes.

[0049] And '1' is defined as doing as one wishes. That is, there is no other person, only oneself, and one does as one wishes (switches on).

[0050] The configurations '0 and 1' of the present invention can correspond to '0 (logic low)' and '1 (logic high)' in digital binary logic.

[0051] In Fig. 2, the definition and configuration relationship are shown as an example with respect to 'step' and 'movement' among the components of a tool for situation judgment and change prediction according to an embodiment of the present invention where N (N is a natural number greater than or equal to 2) = 3.

[0052] Among the components of the present invention, 'step' is defined as an element for selecting one of '0' and '1', which are symbolic means for expressing the occurrence and change prediction of a situation in binary format, and combining them in time order.

[0053] A 'step' can be combined N times (N is a natural number greater than or equal to 2) in time order, and the result of combining N times (N is a natural number greater than or equal to 2) in time order is defined as a 'movement'.

[0054] That is, in the present invention, 'movement' is 'step' N times in chronological order from the first step at the bottom to the Nth step at the top, that is, 2 generated as a result of combining steps in N stages. N (N is a natural number greater than or equal to 2) is defined as an activity of a branch.

[0055] In Fig. 2, the case of N=3 is shown as an example '1 0 1', the bottom is the first step '1', the middle is the second step '0', and the top is the third step '1', and from bottom to top is an arrangement in the flow of time.

[0056] 2 N (N is a natural number greater than or equal to 2) Each of the movements expressed as branches can be represented by the characteristics of activities that can occur randomly in the world.

[0057] 2 N (N is a natural number greater than or equal to 2) Each movement of the branches has a different meaning, and the meaning of each 'movement' is determined by the composition ratio of '0' and '1' and the arrangement order of '0' and '1'.

[0058] That is, the characteristics of a movement depend on the composition ratio and arrangement of '0' and '1' that constitute the symbol of each movement.

[0059] Figure 3 shows an example of implementation of 'movement' according to an embodiment of the present invention, and is for the case where N=3.

[0060] Referring to Figure 3, the 'movement' in the case of N=3 has two types. 3 It shows that 8 things are created. That is, they are expressed as 8 things: '1(bottom), 1(middle), 1(top), 000, 010, 101, 001, 110, 100, 011'.

[0061] In Fig. 3, since N=3, each 'movement' has three steps: a first step, a second step, and a third step.

[0062] Also, Figure 3 shows an example of how the meaning of 'movement' changes depending on the arrangement order combined with the composition ratio of '0' and '1'.

[0063] Referring to Figure 3, movement '111' has three '1's, meaning that one does as one wishes from beginning to end, and movement '000' has three '0's, meaning that one accepts the other's wishes from beginning to end.

[0064] And, the movements '101, 110, 011' are cases where there are two '1's and one '0', so there are more 1's that do as they please than 0's that accept the other party. Therefore, as shown in Figure 3, it clearly has a strong active meaning.

[0065] Also, the movements '010, 001, 100' are cases where there is one '1' and two '0's, meaning there are more '0's that accept the other party than '1's that do as they please. Therefore, as shown in Figure 3, the passive meaning is strong.

[0066] FIG. 4 is an exemplary configuration diagram related to a 'category' among components according to an embodiment of the present invention, showing an example of the configuration of a 'category' when N=3.

[0067] In the components of the present invention, a 'category' is defined as an arrangement in which one of the 'movements' is arranged correspondingly on the upper and lower sides.

[0068] According to the present invention 2 N (N is a natural number greater than or equal to 2) By arranging one of the 'movements' of the branches on the upper and lower sides, 2 2N (N is a natural number greater than or equal to 2) has categories. That is, the categories are 2. 2N (N is a natural number greater than or equal to 2) is generated and expressed as a branch.

[0069] In the 'Upper Movement (Mu)' and 'Lower Movement (Ml)' that constitute one category, 'Upper Movement (Mu)' refers to the movement characteristics of the superior (stronger). 'Lower Movement (Ml)' refers to the movement characteristics of the inferior (weaker).

[0070] Therefore, 'category' is 2 N (N is a natural number greater than or equal to 2) The upward movement of the branch (the superior or the strong one) and 2 N (N is a natural number greater than or equal to 2) 2 that can occur by the correspondence of the lower movement of the branch (the lower person or the weaker person) 2N It is expressed in the situation of eggplant.

[0071] For example, in the case of N=3 as in the example of Fig. 4, there are 8 'categories' [2 N (N=3)] upper movement (Mu, superior or strong person) and 8 [2 N 64 possible lower movements (Ml, lower person or weak person) that can occur between [2 2N It is expressed as a situation of [(N=3)].

[0072] The meaning of each category depends on the characteristics of the upper movement (Mu) that constitutes the category and the characteristics of the corresponding lower movement (Ml), and can be confirmed by the symbol (CC, Category Code) of each category.

[0073] Here, the reason for creating 64 categories by arranging the eight upper movements (Mu, superior or strong) and the eight lower movements (Ml, inferior or weak) in a vertical correspondence is as follows.

[0074] The reason is that situations arise from the relationship between superiors and subordinates or the difference in power between the strong and the weak, and the driving force for change is created, and it is to express situations that can arise in a desirable way.

[0075] Each category is composed of a total of 2N steps, with an upper movement (Mu) that combines steps in N steps in chronological order and a lower movement (Ml) that combines steps in N steps in chronological order corresponding upward and downward.

[0076] As in the example of Fig. 4, when N=3, each category is composed of a total of 6 steps, which correspond upwardly and downwardly to an upper movement (Mu) that combines steps in 3 steps in chronological order and a lower movement (Ml) that combines steps in 3 steps in chronological order.

[0077] Therefore, the six steps belonging to one category become the six detailed situations belonging to the situation of that category.

[0078] The six-step structure is composed of steps 1, 2, and 3 of the corresponding category by the downward movement (Ml), and steps 4, 5, and 6 by the upward movement (Mu).

[0079] In Fig. 5, '0' and '1' are used in a tool for situation judgment and change prediction according to an embodiment of the present invention. N The 'movement' of the eggplant and 2 2N This is a drawing explaining the process of creating a 'category' of eggplant, and summarizes and shows the explanations related to '0' and '1', 'movement', and 'category' mentioned above together with Figures 1 to 4.

[0080] Figure 6 is a drawing that summarizes and explains the process of generating 8 types of 'movement' and 64 types of 'categories' using '0' and '1' used in a tool for situation judgment and change prediction by applying the case of N=3 in Figure 5.

[0081] Figure 7 is an example drawing related to 64 'categories' used in a tool for situation judgment and change prediction when N=3 in Figure 5.

[0082] Referring to Fig. 7, 64 'categories' are generated by arranging 8 types of upward and 8 types of downward movements corresponding to each other in the upper and lower directions according to an embodiment of the present invention where N=3, and are assigned numbers (CN, Category Number) from 1 to 64. Each category number has a unique symbol (CC, Category Code) consisting of a set of 6 elements each of '0' or '1'.

[0083] The Category Code (CC) consists of three elements (0' or '1') related to upward movement (Mu) and three elements related to downward movement (Ml).

[0084] The number (CN, Category Number) assigned to each category is the order in which the situation progresses, which will be described in detail later with reference to Figures 8 to 17.

[0085] Figures 8 to 11 are diagrams for explaining the meaning of each situation of 64 'categories' used in a tool for situation judgment and change prediction when N=3.

[0086] Fig. 8 is a drawing related to category numbers (CN) 1 to 16, Fig. 9 is a drawing related to category numbers (CN) 17 to 32, Fig. 10 is a drawing related to category numbers (CN) 33 to 48, and Fig. 11 is a drawing related to category numbers (CN) 49 to 64.

[0087] Referring to Figures 8 to 11, the meaning indicated by the situation of each category is determined according to the characteristics of the corresponding upper movement and lower movement.

[0088] For example, referring to category number (N) = 1, the downward movement is '111', which has the characteristic of doing one's own will from beginning to end, and the upward movement is also '111', which has the characteristic of doing one's own will from beginning to end. Accordingly, the first category, that is, the symbol (CC) '111 111' of category number (CN) = 1, is "a situation in which one is developing while working hard to fully carry out one's own will from beginning to end."

[0089] Referring to Category Number (CN) = 4, and giving another specific example, the downward movement is '010' which has the characteristic of acting darkly like flowing water without knowing where it will flow, and the upward movement is '001' which has the characteristic of enduring like a mountain. Accordingly, the 4th category, that is, the symbol (CC) '010 001' of Category Number (CN) = 4, is "a situation where the upper part is not swayed by the lower part's intention but is enduring like a mountain, but the lower part is acting darkly without knowing where it will flow, that is, a situation where the lower part is acting foolishly and progressing."

[0090] To give a more specific example with reference to Category Number (CN) = 13, the lower movement is '101' which has the characteristic of being fully aware of the situation, and the upper movement is '111' which has the characteristic of doing as one wishes from beginning to end. Accordingly, the 13th category, that is, the symbol (CC) '101 111' of Category Number (CN) = 13, is "the process in which a situation unfolds in which the lower party asks the upper party to be in the same position as the upper party because the upper party only does as it wishes even though the lower party is fully aware of the situation."

[0091] Therefore, when situational judgment and change prediction are required, if you know the symbols (CC, Category Code) of the upper and lower movements that represent the characteristics of the corresponding upper and lower movements, you can figure out what category the situation has.

[0092] And, by checking the detailed situation that has occurred and confirming which step it corresponds to, it is possible to predict in advance how the detailed situation that has occurred will change in the future by using the increase and decrease and the isovariance described later with reference to Figures 13 to 17.

[0093] In the present invention, 2 2N 1 to 2 attached to the categories of the eggplant 2NThe numbers up to the number indicate the order of the categories, and the situation progressing in this numerical order is defined as 'progress'.

[0094] Also, in order for the situation to progress in numerical order of the categories, the 2N steps belonging to each category must also proceed in order, so the steps proceeding in ascending order starting from the bottom and going up can also be defined as 'progression'.

[0095] In the embodiment of the present invention, 'order' is defined and explained in ascending order.

[0096] Of course, it is also possible to arrange the steps of the 2N stages in descending order or to arrange them so that they proceed horizontally to the right.

[0097] However, when creating a movement by combining steps, it should be understood that it is possible to create it in ascending order and, when looking at the relationship between the upper (superior or strong) and the lower (inferior or weak), it is obvious to those skilled in this field that it is possible to place the upper (superior or strong) above and the lower (inferior or weak) below.

[0098] When creating movements by combining steps N times, N=2 is also possible in the present invention. However, in case of N=2, the types of movements are 4(=2) 2 ) and the number of categories is 16 (=2 4 ) and the total number of detailed situations is 64 (=2) 4 x4 steps) is only a few, so it is somewhat difficult to express the changes in the world in detail.

[0099] When combining steps N times to create movements, N=3 is a preferred example in the present invention. This is because it allows for the expression of changes in world events in some detail without being overly complex.

[0100] That is, when N=3, the types of movements are 8(=2 3 ) and the number of categories is 64 (=2 4 ) and the total number of detailed situations is 384 (=2 6 It expresses the changes in world affairs in some detail, but is not too complicated, 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.

[0101] When N=4 or more, it offers the advantage of creating a more precise tool for predicting situation occurrence and change. However, the sheer number of categories and subsituations makes it difficult to quickly create a situation category table using human intuition.

[0102] Therefore, when N=4 or more, the present invention can be implemented using artificial intelligence as a tool. Specifically, the present invention temporarily assigns category numbers through artificial intelligence inference, temporarily assigns interpretation phrases to steps in each multi-layered arrangement, and then, through a process of human verification over a certain period of time, creates a situation category assignment table and a detailed situation progress list.

[0103] Afterwards, by going through the process of applying and verifying various cases in real situations, the detailed situation progress list of the situation category distribution table for cases where N=4 or more can be completed by modifying and updating it using an artificial intelligence-based tool.

[0104] 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.

[0105] Figures 7 and 8 to 11 are cases where N=3, and the numbers 1 to 64 attached to the 64 categories are numbers indicating the order of the categories, and the situation progressing in the order of the category numbers is called 'progress'.

[0106] FIG. 12 is a situation category arrangement table (50) in which all categories are arranged in sequential order of the numbers of 64 categories for the case where N=3 according to an embodiment of the present invention.

[0107] Figures 13 to 17 are examples of detailed situation progress lists (12) for the case where N=3 in an embodiment of the present invention.

[0108] Figure 13 is a detailed progress list (12-1) showing the progress of the first category, and Figure 14 is a detailed progress list (12-2) showing the progress of the second category.

[0109] Figure 15 is a detailed situation progress list (12-1) showing the forward process and the variant procedure development part of the first category, and Figure 16 is a detailed situation progress list (12-2) showing the forward process and the variant procedure development part of the second category.

[0110] Figure 17 is a list of detailed progress situations (12-13) showing the process of the 13th category using a case study of a movie based on a true story as an example.

[0111] In the present invention, in order to make the situation category arrangement table (50) easier for the user to understand, a more specific category-specific detailed situation progress list (12-1),...,(12-64) is configured as shown in FIGS. 13 to 17.

[0112] In the list of detailed situation progress by category (12-1),...,(12-64), the six steps belonging to the corresponding category are arranged in multiple layers from the first step at the bottom to the sixth step at the top according to the order of progress of the detailed situation, and an interpretation phrase indicating the meaning of the step is placed on each layer of the step.

[0113] Figures 13 to 17 show a list of detailed progress for categories 1, 2, and 13 among 64 categories, and symbols and interpretation texts related to the 6 steps that constitute the corresponding category are expressed on the right side of the drawings.

[0114] Referring to Figure 13, in the detailed situation progress list (12-1) for Category 1, the upper movement (Mu) is configured as '1' with the characteristic of doing all three steps as desired, and the lower movement (Ml) is also configured as '1' with the characteristic of doing all three steps as desired.

[0115] Therefore, the detailed progress list for Category 1 (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.”

[0116] The detailed progress list for Category 1 (12-1) progresses through a 6-step process, that is, from Step 1 to Step 6.

[0117] The first step of the first category is a detailed situation right before you fully enter into a situation where you want to express your intentions, and it is a detailed situation that means, “I haven’t yet developed the will to do anything, so I can’t use it anywhere.”

[0118] Steps 2 through 5 of Category 1 are the process of developing to fully realize one's own will.

[0119] Therefore, if you progress from Step 1 of Category 1 to Step 2 of Category 1, you'll arrive at a detailed situation that means, "I'm going to show up at work and try to do something. It would be beneficial to have someone there to guide me properly."

[0120] If you proceed from there and move on to the third step of category 1, it becomes a detailed situation that means, “After working hard all day, when the night is quiet, you look back on yourself to see if you did anything wrong during the day and make continuous efforts to improve yourself.”

[0121] If you develop from there and proceed to the 4th step of the 1st category, 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.”

[0122] If you develop from there and proceed to the fifth step of the first category, it becomes a detailed situation that means, “Finally, like a dragon flying in the sky, you can look down on everything and freely 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.”

[0123] If you go further and proceed to step 6 of category 1, it becomes a detailed situation that means, “Your subordinates’ opinions seem poor and you are the best, but if you continue like that until the end, you will end up regretting it.”

[0124] The progression to step 6 ends the situation in category 1 and moves on to category 2, which is the forward progression.

[0125] In the last step 6 of the first category among the 64 categories, if the situation continues to progress in a circular manner after the detailed situation that means, “The opinions of subordinates seem poor and you are the best, but if you continue like that until the end, you will end up regretting it,” it moves on to the first step of the second category (see Figure 14).

[0126] As can be seen in the detailed progress list (12-2) for the second category of Figure 14, the second category has all six steps as '0', so it can be said to be "a process experienced by a subordinate who is in a position to accept everything."

[0127] Referring to Figure 14, when the detailed situation progresses to the first step of the second category, it becomes 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 the work, so the superior, with good intentions, helps the subordinate to slightly solidify his or her thoughts and working methods in accordance with the Tao.”

[0128] Then, when you move on to the second step of the second category, it becomes a detailed situation that means, “Since he has a good heart and is mature, he will do as you tell him to do, so there is no disadvantage in asking him to do things he is not familiar with.”

[0129] Then, when it progresses to the third step of the second category, it becomes a detailed situation that means, “Now that you have the ability to accept and handle work, you can demonstrate your abilities in important tasks. Even if you do well, your subordinates will not receive credit, but you will be able to hear, ‘That’s enough.’”

[0130] Then, when you move on to the fourth step of the second category, it becomes a detailed situation that means, “If you don’t pretend to know, keep your mouth shut and remain silent, you will be fine.”

[0131] Then, when it progresses to the 5th step of the 2nd category, it becomes a detailed situation meaning, “While going through the process of accepting everything, there are many things I want to express above, but I do not express everything and instead accept and process everything that is told from above so that the assigned work can be done well.”

[0132] Then, when you move on to Step 6 of Category 2, you get into a detailed situation where you "fight fiercely with your superior (because you did everything you were told but didn't get any rewards). If a subordinate lets go of the work they were doing, it could put their superior in a difficult situation."

[0133] As mentioned above, the progression up to Category 2 of the 64 categories is illustrated as an example. This progression is a process in which events proceed in numerical order from Category 1 to Category 64, and within categories, events proceed step by step according to the order of steps.

[0134] As mentioned before, the 6 steps that make up each category among the 64 categories indicate the progress of the detailed situation as follows depending on the position of the step.

[0135] The first step of each category corresponds to the detailed situation just before the situation that the category signifies begins to fully unfold.

[0136] Steps 2 through 5 correspond to the stages where the situation signified by the corresponding category is in full swing, and among them, Step 5 corresponds to the detailed situation corresponding to the climax of the corresponding category.

[0137] And, the sixth step corresponds to the detailed situation immediately after the situation indicated by the corresponding category ends.

[0138] For example, the first step of the first category 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 one way or another has fully entered. The fifth step is “I fly in the sky like a flying dragon, looking down on all situations and freely expressing my will,” which clearly corresponds to the climax of the first category. The sixth step is the stage in which the situation in the first category in which one wants to express one’s will has ended, “I only did what I wanted and ended up with regrets.”

[0139] To give one more example, the first step of the second category is a situation where one has not yet entered the stage where one can do anything by accepting the will of the superior (the person above or the powerful), so one is in a situation where one is solidifying oneself in a good direction so that one can work in a way that is appropriate for the future. The fifth step is the culmination stage of a role where one accepts the will of the superior and accepts anything, and the sixth step is a situation where one has finished accepting everything and is instead fighting the superior (the person above or the powerful).

[0140] And, as previously defined, the change in the situation progresses in the numerical order of the categories as progressing in a 'progressive manner'. In an actual situation, for a situation to progress in a 'progressive manner', it does not go directly from any step of the category to the next step of the category, but rather, as shown in the examples shown in Figures 13 to 17, it goes through an intermediate change process once and then proceeds to the next step of the category.

[0141] Referring again to FIGS. 13 to 17, the process of going through an intermediate change process once to proceed forward and then moving on to the next step of the corresponding category (14) will be described in detail.

[0142] In each drawing of FIGS. 13 to 17, the right part is steps that directly belong to the corresponding category (14), and the left part is steps that belong to the change category (16) as an intermediate link connecting steps that directly belong to the corresponding category.

[0143] In order for the situation to change in a forward direction, first, 0 and 1 of the adjacent upper step are switched in an arbitrary step of the corresponding category (14), and the situation progresses to an up toggle step, changing to the up toggle category (16).

[0144] As explained with a concrete example of Fig. 13, in the first step [①11 111] of the first category (14), the 0 and 1 of the adjacent upper step (second step) [1①1 111] are switched and progress to the multiplication step [1?1 111], thereby changing to the multiplication category (16) (corresponding to the 13th category).

[0145] After this, the situation changes in a forward direction by forming an adjacent upper step of the category through a level toggle change in which 0 and 1 of the up toggle step of the up toggle category (16) are switched, thereby returning to the category (14).

[0146] To explain again with the specific example of Fig. 13, the situation is changed in a level toggle manner in which 0 and 1 of the increase step (second step) [1?1 111] of the increase category (16) (corresponding to the 13th category) are switched to form the second step [1①1 111] of the first category (14), thereby returning to the first category (category) (14).

[0147] As described above, the process of forward movement is summarized as proceeding from any step of the category to the adjacent upper step of the category by one increase and one decrease, and then repeating this process to proceed forward to the last step of the category, and then proceeding to the next number category of the category.

[0148] Now, the process of changing to another category through the previously discussed ascending and descending changes and then proceeding to the next step of the corresponding category through the isosceles change is explained by applying the detailed situation of the 6 steps for each category with the attached interpretation text, with reference to Figures 13 and 14.

[0149] As shown in Figure 13, the first step [①11 111] of the first category is a detailed situation meaning that “(because I have been tied up so that I cannot meet the prize) I have not yet shown the will to do anything and therefore cannot be used for anything.”

[0150] Then, if it progresses to the second step of the change category (16) (corresponding to category 13) [1?1 111], it is a detailed situation meaning “(After not being motivated) you find out that a few talented mainstream people are hanging out with only themselves.” Then, if it progresses to the second step of category 1 through an equivalent change, it is a detailed situation meaning “(After seeing that only talented people are hanging out) you show up at work and try to do something. At this time, it would be beneficial if there was someone there who could guide you properly.”

[0151] If it then evolves and progresses to the third step of category 10, it is a detailed situation meaning “(Now that I’ve tried a little harder) I still have a lot to learn, but I insist on being good, and accidentally step on my superior and get beaten by that strong superior.” If it then evolves to the third step of category 1, it is a detailed situation meaning “(After being beaten by my superior) I work hard all day, and when the night comes, I reflect on myself to see if I did anything wrong during the day, and I make continuous efforts to improve myself.”

[0152] 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.

[0153] 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.

[0154] This is because people who have learned how to judge situations and predict changes can predict how situations will develop in the future.

[0155] Then, if it progresses to the 4th step of the 9th category by changing, it is a detailed situation that means, “(After going through the process of reflecting on yourself and working hard all day long) you persistently accumulate subordinates who will not get angry at even the slightest thing and will let go of doubts about whether they will follow you well so that they will continue to help you with your work.” Then, if it progresses to the 4th step of the 1st category by changing, it is a detailed situation that means, “(When you have accumulated subordinates) 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.”

[0156] If it then evolves and progresses to the 5th step of the 14th category, it is a detailed situation meaning, "(After attempting a leap and succeeding) you will be able to lead the group with the authority of a leader that cannot be replaced by trust." If it then evolves to the 5th step of the 1st category, it is a detailed situation meaning, "(After securing trust and authority) you will finally be like a dragon flying in the sky, overlooking everything and freely carrying out your will. At this time, it would be beneficial if someone who can properly assist you can be by your side to help you."

[0157] If it then changes and progresses to the 6th step of category 43, it is a detailed situation that means, “(When there is no one to properly assist oneself when one is fully expressing one’s will) the superior (the person above or the powerful) takes care of his own interests while also preventing subordinates from expressing their own opinions.” If it then changes and progresses to the 6th step of category 1, it is a detailed situation that means, “(When there is no one to properly assist oneself when one is fully expressing one’s will) the opinions of subordinates will seem poor and one will end up thinking oneself to be the best, and if one continues like this until the end, one will end up regretting it.”

[0158] Here, the situation in Category 1 ends and is about to move on to Category 2. 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 that changes in the middle.

[0159] In the last step 6 of the first category, the opinions of the subordinates seemed poor and he became the best, but he continued like that until the end and ended up regretting it.

[0160] If the situation continues to progress in a circular manner from there and progresses to the first step of the 24th category through an ascending transformation as shown in Figure 14, it is a detailed situation with the meaning that “(the superior went all the way thinking he was the best, but then regretted it himself) the subordinate who had left soon returns, looks back on himself, and learns.” If it then progresses to the first step of the second category through an equal transformation, it is a detailed situation with the meaning that “when a subordinate comes in and starts working for the first time, it is still difficult to accept the superior’s will and handle work, so the superior, with good intentions, helps the subordinate’s thoughts and work methods to solidify a little in accordance with the Tao.”

[0161] If it then evolves and progresses to the second step of category 7, it is a detailed situation meaning, "(Once they start to get the hang of their work style) after a few instructions, they will start to follow instructions well." If it then evolves to the second step of category 2, it is a detailed situation meaning, "(Once they are in a state of receptiveness to instructions) their heart is upright and they will do as they are told, so there is no disadvantage in asking them to do things they are not familiar with."

[0162] Then, if it progresses to the third step of category 15, it is a detailed situation meaning, "(While doing well in the tasks assigned to me) I try to be humble to everyone." Then, if it progresses to the third step of category 2, it is a detailed situation meaning, "Now that I have the ability to accept and handle tasks, I can demonstrate my abilities in important tasks. Even if I do well, my subordinates won't receive credit, but I will be able to hear them say, 'That's enough.'"

[0163] If it then evolves and progresses to the 4th step of the 16th category, it is a detailed situation meaning, "(When you have become quite capable of doing a job) your superiors have planned in advance and a coherent plan has already been established." If it then evolves to the 4th step of the 2nd category, it is a detailed situation meaning, "(Since your superiors have already established a coherent plan) you should not pretend to know anything and should keep your mouth shut and remain silent, so that there will be no awkwardness."

[0164] Then, if it changes and progresses to the 5th step of the 8th category, it would be, “(If you just do as you are told quietly) the leader may put in a lot of effort to bring in a capable outsider, but since he brought them in because he needed them, it would be better not to be on guard.” If it changes and progresses to the 5th step of the 2nd category, it would be, “(Whether it is the instructions from the recruiter or the instructions from the leader), while going through the process of accepting everything, there are many things you want to express to the higher-ups, but you do not express them all. You accept everything told from above and complete the assigned work well.”

[0165] Then, if it changes and progresses to step 6 of category 23, “When there is an overflowing achievement (due to the merit of accepting and completing everything given) and people praise you for sharing the achievements, but if there is an excess of achievements but the person who worked hard is not rewarded,” then if it changes and progresses to step 6 of category 2, “(Since there is no reward in return despite working so hard and doing everything given), you will fight fiercely with your superior. If a subordinate gives up on what he was doing, the superior may also be in a helpless situation.”

[0166] 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.

[0167] 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 the tool for situation judgment and change prediction can also be implemented as a situation judgment and change prediction service method or service system.

[0168] As shown in Figures 15 to 17, when a situation occurs, the process may proceed in the order of steps within the corresponding category, and when the situation in the corresponding category is finished, the process may proceed in a forward direction to the situation in the next numbered category. However, it may also proceed to a completely different situation centered on a different category in the middle.

[0169] In this invention, the process of moving to a completely different situation centered on a different category, that is, changing to a completely different situation, is defined as 'transformation'.

[0170] When a situation progresses through change, it does not progress from isomorphism to isomorphism after up-toggle, but rather, it changes into a completely different category of situation through up-toggle (1st up toggle) and then up-toggle (2nd up toggle).

[0171] Referring to FIGS. 15 and 16, the 'transformation' will be described in more detail. The detailed situation progress list (12-1) (12-2) includes a transformation procedure development section (18) for changing to a second up toggle category by toggling 0 and 1 of the adjacent upper step of the up toggle step to form a second up toggle step in order for the situation to change in a transformational manner while changing to another category through the previous up toggle step.

[0172] Here, the transformation procedure development part (18) refers to the second transformation category.

[0173] 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.

[0174] In real life, it does not always proceed in a linear manner, but rather, there are many cases where it progresses to a completely different category of situation by going through another linear manner after a progression.

[0175] To understand the process of transformation, first refer to category 44 shown in the lower left of Figure 15, which shows the forward process and transformation procedure development part of category 1.

[0176] In Figure 15, the first step of category 44 (12-44) is a detailed situation that means, “When a subordinate (a person of inferiority or the weak) who thinks that the superior (a person of superiority or the strong) can do whatever he wants meets the superior and shows signs of trying to shake the superior, the subordinate is tied to something solid to prevent him from doing so.”

[0177] In this detailed situation, one of two things can happen.

[0178] First, if you proceed from the first step of the 44th category (12-44) to the first step of the 1st category (12-1), you will progress to a detailed situation that means “I have not yet developed the will to do anything, so I cannot use it anywhere.”

[0179] Secondly, it can progress from the first step of the 44th category (12-44) to the second step of the 33rd category (12-33), and progress to a detailed situation meaning “From now on, I will hide and not move, as if I have tied myself up with a leather strap (in the sense of resisting the superior or the strong) and will never show up.”

[0180] To illustrate the process of transformation once more, refer again to the detailed situation progress list (12-1) of Category 1 shown in Figure 15.

[0181] If we go from the first step (12-1-1) of the first category to the second step (12-13-2) of the 13th category, the second step (12-13-2) of the 13th category is a detailed situation that means “you find out that a few well-off mainstream people are only hanging out with themselves.”

[0182] Even in these detailed circumstances, one of two things can happen.

[0183] First, if we proceed from the second step (12-13-2) of category 13 to the second step (12-1-2) of category 1, we get a detailed situation that means, "I'm trying to show up at work and do something. It would be beneficial to have someone there to guide me properly."

[0184] Secondly, if we proceed from the second step (12-13-2) of category 13 to the third step (12-25-3) of category 25, it could be a detailed situation that means, “(Due to a few mainstream people) unqualified people may take good positions, and the people working there may be deprived of their rights.”

[0185] To illustrate the process of transformation once again, refer again to Category 1 (12-1) illustrated in Figure 15.

[0186] In the third step (12-10-3) of the 10th category, we look at the detailed situation that means, “(Now that I’ve tried a little harder) I still have a lot to learn, but I insist on being good, and then I accidentally step on my superior and get beaten by the superior.”

[0187] Even in these detailed circumstances, one of two things can happen.

[0188] First, if you proceed to the third step of the first category (12-10-3) in the third step of the 10th category, it becomes a detailed situation that means, “(After being beaten by a superior) you work hard all day, but at night you look back on yourself and try to see if you did anything wrong during the day.”

[0189] Secondly, if you go through one more step (12-61-4) of category 61, it could be a detailed situation that means, “(I accidentally stepped on the person above me) but if the person below me is a good person who is indispensable and has no one to replace him, then even if I make the mistake of stepping on the river, it is not a big flaw.”

[0190] In this way, it is possible to proceed in a forward direction by changing the category and moving to the next step in that category, but if it is changed once more and moves to a situation of change rather than forward direction, it is possible to change to a situation of a completely different category, as shown in Figures 15 and 16.

[0191] Figure 17 is an example configuration diagram of a detailed situation progress list (12-13) showing the forward process and actual application case of the 13th category among 64 categories according to an embodiment of the present invention with N=3.

[0192] As shown in Figure 17, the detailed situation progress list (12-13) of Category 13 provides detailed situation interpretation texts and actual application case information according to the change in the forward direction, so that users can indirectly experience situation judgment and change prediction.

[0193] 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.

[0194] Figure 17 is an example of a case in which a detailed situation progress list 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.

[0195] An example of a case applied to Figure 17 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.

[0196] This film shows the process of eliminating discrimination by white people coming together with black people in a situation where discrimination against black people in white society is severe, through detailed situations from Step 1 to Step 5 in the detailed situation progression list of Category 13 in Figure 17.

[0197] Also, separate from the situation in category 13 of the detailed situation progress list of Figure 17, the detailed situation progress list of Figure 14 shows the process of accepting everything given from above in step 5, the climax of category 2, completing one's assigned mission, thereby bringing honor to one's organization and country and even earning appropriate honor.

[0198] 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.

[0199] 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.

[0200] The process of developing detailed situations in the movie from step 1 to step 5 of category 13 in the detailed situation progression list of Figure 17 is explained as follows.

[0201] Detailed situation 1 in the movie (Fig. 17 [1]-1) is,

[0202] “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.”

[0203] Detailed situation 1 in the movie corresponds to the detailed situation in the interpretation of the first step (12-13-1) of the 13th category of Figure 17, 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.”

[0204] Afterwards, the detailed situation 2 in the movie ([1]-2 in Figure 17) is

[0205] "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."

[0206] Detailed situation 2 in the film progresses from step 1 of category 13 to step 2 of category 1 (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 to have someone there to guide him properly."

[0207] Afterwards, the detailed situation 3 in the movie ([1]-3 in Figure 17) is,

[0208] “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.”

[0209] Detailed situation 3 in the movie progresses from the second step of the first category to the second step of the 13th category (12-13-2), and corresponds to the detailed situation of the interpretation phrase, “It is shameful to be with only those who occupy the mainstream.”

[0210] Afterwards, the detailed situation 4 in the movie ([1]-4 in Figure 17) is,

[0211] “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.”

[0212] Detailed situation 4 in the movie progresses from the second step of category 13 to the third step of category 25 (12-25-3), which corresponds to the detailed situation in the interpretation that “the rights of the people who were originally there are taken away due to unqualified people.”

[0213] Afterwards, the detailed situation 5 in the movie ([1]-5 in Figure 17) is,

[0214] “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.”

[0215] Detailed situation 5 in the movie progresses from the 3rd step of category 25 to the 3rd step of category 13 (12-13-3), and corresponds to the detailed situation in 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.”

[0216] Afterwards, the detailed situation 6 in the movie ([1]-6 in Figure 17) is

[0217] “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.”

[0218] Detailed situation 6 in the movie progresses from the 3rd step of category 13 to the 4th step of category 37 (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.”

[0219] Afterwards, the detailed situation 7 in the movie ([1]-7 in Figure 17) is,

[0220] “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.”

[0221] Detailed situation 7 in the movie progresses from step 4 of category 37 to step 4 of category 13 (12-13-4), which corresponds to the detailed situation in the interpretation phrase, “He was thinking about leaving the group, but it was difficult because the group did not attack him and did not join him, but he turned around and joined the group’s rules.”

[0222] Afterwards, the detailed situation 8 in the movie ([1]-8 in Fig. 17) is

[0223] “(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.”

[0224] Detailed situation 8 in the movie progresses from the 4th step of the 13th category to the 5th step of the 30th category (12-30-5), which corresponds to the detailed situation in the interpretation phrase, “(Once you decide to follow the rules of the group) work hard and sweat to the point that people sigh, and make your superiors shine.”

[0225] Afterwards, the detailed situation in the movie 9 ([1]-9 in Figure 17) is,

[0226] “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, “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 are only paid 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 two people connect and the head of the orbital team understood the position of the black employees for the first time, so he took the initiative and made sure that black people could use the nearby bathrooms like white people and eliminated many other discriminations.”

[0227] Detailed situation 9 in the movie progresses from step 5 of category 30 to step 5 of category 13 (12-13-5), and corresponds to the detailed situation of the interpretation phrase, “In order to be together, you have to shout at your superiors and win, so that you can 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 have to 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 have to argue with them and win once, so that you will understand the position of the person who has been discriminated against in your heart.”)”

[0228] Fortunately, in the actual movie, the situation ended well here and it didn't go any further into a win-win situation.

[0229] 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.

[0230] “(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.”

[0231] This situation progresses from the 5th step of the 13th category to the 6th step of the 49th category, and corresponds to the exact details of the interpretation passage, “(If the discrimination is not resolved even after shouting and venting anger) a wise person will skillfully change like a colorful leopard and be a little careful, and a small person will change his expression and obey his superior, so it is better for the superior not to punish the inferior, but to be patient and leave him alone.”

[0232] As mentioned above, the true story-based film "Hidden Figures" shows the female protagonist going through the details of various steps from Step 1 to Step 5 of Category 13, showing how NASA works with both white and black employees.

[0233] Meanwhile, the true story-based movie "Hidden Figures" is separate from the situation in Category 13. It shows the black female protagonist, Katherine Johnson, a NASA employee and genius mathematician, who "accepts and completes all the tasks assigned to her by NASA with her exceptional abilities despite facing countless discriminations at Step 5, the climax of Category 2."

[0234] Therefore, detailed situation 1 ([2]-1 in Fig. 14) in a separate situation within the movie is,

[0235] As shown in Figure 14, the fifth step of the second category corresponds to the detailed situation of “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 work can be done well.”

[0236] That is, from the perspective of a subordinate who accepts everything, the process of accepting anything was properly completed in the 5th step situation, which is the peak of the 2nd category.

[0237] Detailed situation 2 ([2]-2 in Figure 14) in a separate situation within the movie,

[0238] When the story progressed to the 6th step of the 23rd category, which is the exact detailed situation of the interpretation phrase, “When there is an abundance of achievements, sharing them will lead to praise from those who benefited and those around you, but there are cases where no matter how much achievements there are, sharing them is not done until the end.”, NASA and the U.S. government shared the achievements appropriately for the actual main character’s contribution.

[0239] 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.

[0240] As previously mentioned with Figures 17 and 16, in the situation of Category 13, the white society is made to work together with the blacks (see Figure 17), and at the same time, in Step 5 of Category 2, 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 16).

[0241] As shown in Figure 14, a situation completely different from that of Category 13 is operating simultaneously, as the 5th step of Category 2 is changed and the 6th step of Category 23 is rewarded for performance.

[0242] Figure 18 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.

[0243] In Fig. 18, 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.

[0244] Additionally, all three cases are situations centered around Category 29 (Category Symbol CC'010 010'), which means 'the process of falling into a pit (difficulty) and getting out of the pit'.

[0245] All three cases start from the first step of category 60, proceed equilaterally to the first step of category 29, then proceed ascendingly to the second step of category 8, and then proceed equilaterally to the second step of category 29.

[0246] The detailed situation of the first to third cases is as follows: First, the first step of category 60 corresponds to the detail (interpretation) that says, "Even without looking out the window, I am assessing the situation to see if it will work or not."

[0247] After that, the 29th category, step 1 corresponds to the detail (interpretation) that says, 'I'm slowly falling into a hole (difficulty)'.

[0248] If you change it later, the second step of the 8th category corresponds to the detailed situation (interpretation phrase) that says, 'I date within the scope of my ability, but I date someone who will accept my wishes.'

[0249] After that, the second step of the 29th category corresponds to the detailed situation (interpretation) that says, 'It is a difficult time because you are in a pit (difficulty), but there is a way and you can gain something.'

[0250] To explain one of the three cases above in detail, in the first case, in the first step of category 60, the detailed situation is '①-1) I understand that 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 significantly.', and then, if it changes and proceeds to step 1 of category 29, the detailed situation is ①-2) 'I feel cold as I sleep. I think I will catch a cold if I continue sleeping like this.'

[0251] If the situation changes and proceeds to the 2nd step of the 8th category, it becomes the detailed situation ①-3) 'It's difficult, but I brought a blanket and slept under it to cover myself to prevent a cold.' If the situation changes and proceeds to the 29th category, it becomes the detailed situation 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 a cold.'

[0252] To explain more specifically with one more example, in the 60th category step 1 of the second case, 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 30 minutes to work.' Then, if it changes and proceeds to the 29th category step 1, the detailed situation is ②-2) 'I walk 30 minutes to work every day, but it's raining heavily right now, so I think I'll get wet on the way there.'

[0253] If this continues to the second step of category 8, the detailed situation becomes ②-3) 'So, she asks her husband, who is always accommodating to her requests, as if it were a romantic request, to give her a ride to work because it's raining heavily.' If this continues to the second step of category 29, the detailed situation becomes ②-4) 'Even in the difficult situation of heavy rain, she can work as usual without getting her clothes wet, so she gains something.'

[0254] As described above with reference to Figure 18, it can be seen that the same detailed situation within the detailed situation progress list can be reproduced in various cases.

[0255] According to the equilateral and ascending / descending relationships in the present invention, all 64 categories of situations and 384 detailed situations can occur in reality, but there are patterns of equilateral and ascending / descending that occur frequently, and the probability of occurrence of each pattern can change based on changes in values ​​over time.

[0256] 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.

[0257] The situation category arrangement table (50) of the present invention, as described in the specification of the present invention, may be made into a table format that is easily understood by the naked eye, but is not limited to a visual table. It should be understood that the situation category arrangement table (50) of the present invention may be expressed through voice, and various modifications and variations are possible, such as including a method of conveying the meaning to the user's mind using brain waves or other technologies.

[0258] Meanwhile, it is preferable that the present invention further include a memo section (20 in FIG. 17) in which one can record one's own experience cases, etc. in the detailed situation progress list (12) of the situation category arrangement table (50).

[0259] As shown in Fig. 17, a memo section (20) is provided so that the user can record his or her own experience cases in the positions of the multi-layered steps, 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. The memo section (20) can record the user's acquired content regarding the changes in the user's forward and backward movements.

[0260] In addition, the present invention, in a tool for situation judgment and change prediction, configures a detailed situation progress list for each category of a situation category arrangement table so that a user can edit step details in a customized manner by referring to basic interpretation phrases corresponding to multi-layered steps.

[0261] The number order of the category and the step components that make up the detailed progress list (12) ‘0’ and ‘1’ are not subject to editing, and the details of the remaining categories and steps, such as additional interpretation text, application case information, and memo, can be edited.

[0262] In the form of customized editing, the tool user of the present invention can manually edit the information, or a personalized detailed progress list can be modified and updated on the server side based on individual service content related to the terminal user and provided to the user.

[0263] On the other hand, the present invention, in constructing a tool for situation judgment and change prediction, has a movement means for a case where it is necessary to move to a situation centered on the changed category while progressing from an arbitrary step of the corresponding category of the detailed situation progress list to an up toggle step and changing to another category.

[0264] That is, in the case where it is necessary to move from a state changed to another category to a situation centered on the changed category, a detailed situation progress list movement mode execution unit capable of moving by a touch screen method of a user terminal such as a personal computer, mouse click, or voice command is provided as a movement means.

[0265] After executing the move mode, the detailed progress list is switched to the change category or the second change category, and you can move to the corresponding step of the switched category.

[0266] The situation category 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.

[0267] The situation category 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 arrangement of directions and numbers.

[0268] The tool for situation judgment and change prediction having the situation category 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.

[0269] The tool for situation judgment and change prediction having the situation category deployment 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 situation category deployment table and case information related to situation judgment and change prediction, a user terminal equipped with 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.

[0270] 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.

[0271] 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.

[0272] 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.

[0273] 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.

[0274] 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.

[0275] FIG. 19 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).

[0276] 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.

[0277] The server (30) is a means for confirming a user request received from a user terminal (40) through a network (38), performing a situation judgment and change prediction service based on the information in the situation category arrangement table (50) stored in the database block (42) and the inference in the artificial intelligence inference unit (36), and generating a service processing result and providing it 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).

[0278] 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.

[0279] 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 situation category arrangement 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.

[0280] 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).

[0281] The database block (42) stores not only the situation category 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, situation category layout table update information, situation category layout table learning management information, step-by-step learning game information, case analysis information, and field-specific content information (collected, created), etc.

[0282] Figure 20 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 19.

[0283] Referring to Fig. 20, 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).

[0284] The model learning unit (36a) continuously performs model learning by utilizing various defined information of the situation category layout table (50) of the database block (42) and various information from within or from outside.

[0285] To be more specific, the model learning unit (36a) interprets the category symbols consisting of '0' and '1' by using the fact that '0', which is a predefined basic component of the situation category layout table (50) under the control of the server control unit (32), means that 'accepting the other party' and '1' means doing as one wishes. Then, a temporary interpretation phrase is assigned to each of the 2N steps constituting each category, and the detailed progress list (12) of the situation category layout table (50) is registered and updated through learning about various case information. The model learning unit (36a) mainly learns through a deep learning process using an artificial neural network so that it can process mainly unstructured data such as images, videos, sounds, voices, and texts.

[0286] 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 situation category 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 via the user terminal (40).

[0287] The transmission update unit (36c) is a means for transmitting and updating data in the artificial intelligence inference unit (36).

[0288] Fig. 21 shows the detailed block configuration of the database block (42) illustrated in Figs. 19 and 20.

[0289] Referring to FIG. 21, 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 (45), and a database controller (44) for controlling various databases.

[0290] 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.

[0291] In the database (46) dedicated to the situation judgment and change prediction service, a situation category distribution table (50) is registered and updated under the control of the server (30).

[0292] The situation category arrangement table (50) registered and updated in the database (46) dedicated to the situation judgment and change prediction service is a step for selecting and sequentially combining one of 0 and 1, 0 and 1 to express the occurrence and change of the situation in binary format, and combining the above steps N times and arranging them up and down in chronological order. N (N is a natural number greater than or equal to 2) Movements expressed in branches, 2 N (N is a natural number greater than or equal to 2) One of the movements is arranged in the upper and lower corresponding positions, 2 2N (N is a natural number greater than or equal to 2) It consists of categories, 2 2N (N is a natural number greater than or equal to 2) The categories of the branches classify and define situations that occur according to the correspondence between the upper and lower movements, and the 2N steps that constitute each category define detailed situations within the category, and 2 2N (N is a natural number greater than or equal to 2) It is a means to indicate that the categories are arranged in order and assigned corresponding numbers, and that the detailed situation progresses according to the vertical arrangement order of the steps belonging to each category.

[0293] For the service using the situation category arrangement table (50), the database (46) dedicated to the situation judgment and change prediction service includes a member information storage unit (46a), a situation category arrangement table 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).

[0294] 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.

[0295] 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).

[0296] 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.

[0297] Figure 22 is a schematic control flowchart for providing a situation judgment and change prediction service according to an embodiment of the present invention.

[0298] 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. 19 to 22.

[0299] First, referring to FIG. 19 and FIG. 22 together, the server (30) is 2 2N (N is a natural number greater than or equal to 2) The categories are arranged in order and corresponding numbers are assigned to indicate that the categories are developed sequentially in the numerical order of the categories, and a situation category arrangement table (50) indicating that the detailed situation progresses according to the vertical arrangement order of steps belonging to each category is registered and updated in the database block (42) under the management of the server administrator (step 100 of FIG. 22).

[0300] To explain in more detail the process of registering and updating the situation category layout table (50), the server (30) uses the artificial intelligence inference unit (36) under the control of the server control unit (32) to interpret each category symbol consisting of '0' and '1' by using the most basic components of the situation category layout table (50) that '0' means accepting the other party and '1' means doing as one wishes, thereby assigning an interpretation phrase to each of the 2N steps that constitute each category, thereby preparing a detailed progress list of the situation category layout table (50).

[0301] Before the server (30) provides customer service, the server control unit (32) continuously updates the detailed situation progress list (12) of the situation category arrangement table (50) by reflecting the results of verification through a matching process with videos, etc. that can be obtained online through the Internet, etc., of the forward and reverse progression relationships of detailed situations achieved through ascending and descending and equilateral transformations with the help of the artificial intelligence inference unit (36).

[0302] The server control unit (32) registers and updates the situation category deployment table (50) in the database block (42), and when sufficient updates are made, customer service will be initiated with the server manager's authentication.

[0303] After the situation category layout 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. 22).

[0304] Thereafter, the server control unit (30) performs situation judgment and change prediction services with the help of artificial intelligence based on the situation category arrangement table (50) of the database block (42) (step 104 of FIG. 22). That is, situation judgment and change prediction are performed by inference of the learned inference model (36b) of the artificial intelligence inference unit (36) under the control of the server control unit (32).

[0305] 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. 22).

[0306] In step 106 of Fig. 22, 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).

[0307] 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.

[0308] 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.

[0309] 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. 22).

[0310] 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).

[0311] 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).

[0312] 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.

[0313] 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).

[0314] Figure 23 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.

[0315] As a specific example of the situation judgment and change prediction services mentioned in Fig. 23, 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.

[0316] 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. 23).

[0317] 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.

[0318] 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. 23).

[0319] 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).

[0320] 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.

[0321] 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 movement (Mu) and the lower movement (Ml) to derive the corresponding category (step 116 of Fig. 23).

[0322] After that, the artificial intelligence inference unit (36) of the server (30) infers which step of the category the scene corresponds to and organizes the forward and backward relationships (step 118 of FIG. 23). Organizing the forward and backward relationships means, as mentioned with reference to FIGS. 13 to 17, organizing cases where an arbitrary step of the situation category arrangement table (50) is transformed into an equal transformation followed by a forward transformation, and cases where an ascending transformation is followed by another ascending transformation followed by a reverse transformation, etc.

[0323] 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. 23).

[0324] 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. 20 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. 23).

[0325] 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. 23).

[0326] 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. 23).

[0327] 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).

[0328] 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.

[0329] 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.

[0330] 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).

[0331] 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.

[0332] Figure 24 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.

[0333] The situation category arrangement table (50) of the present invention is provided within the Metaverse Platform (70) and is equipped as a service department such as an experience center (72), school (74), conference room (76), and content production studio (78) for situation judgment and change prediction.

[0334] Therefore, a user who visits the metaverse platform (70) using a user terminal (40) can receive constant services from service departments such as an experience center (72), school (74), conference room (76), and content production studio (78) based on the situation category layout table (50).

[0335] 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.

[0336] 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.

[0337] Fig. 25 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.

[0338] 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.

[0339] 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).

[0340] A terminal (80) for independent service according to another embodiment of the present invention is installed in the situation category layout table (50) of the present invention, but is installed in an independent service type that does not support a dedicated server.

[0341] In Fig. 25, the control unit (82) and the communication unit (84) correspond to the server control unit (32) and the communication unit (34) of Fig. 19, the artificial intelligence inference unit (88) corresponds to the artificial intelligence inference unit (36) of Fig. 19, and the memory unit (90) corresponds to the database block (42) of Fig. 19, but is configured to be simplified to suit the terminal type.

[0342] 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.

[0343] 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.

[0344] 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.

[0345] When there is image and video information using the shooting unit (86) and a user request using the user output unit (94) and user input unit (96), the artificial intelligence inference unit (88) performs situation judgment and change prediction service based on the situation category 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.

[0346] 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.

[0347] 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.

[0348] 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.

[0349] <Explanation of symbols>

[0350] Mu: Movement upper Ml: Movement lower

[0351] CC: Category Code CN: Category Number

[0352] 50: Situation Category Deployment Table 12: Detailed Situation Progress List

[0353] 12-1, 12-2: List of progress details for categories 1 and 2

[0354] 12-13, 12-29: List of progress details for categories 13 and 29

[0355] 12-1-0, 12-2-0, 12-13-0: Situational interpretation phrases for categories 1, 2, and 13

[0356] 12-1-1~6: Detailed situation interpretation text for steps 1 to 6 of category 1

[0357] 12-2-1~6: Detailed situation interpretation text for steps 1 to 6 of category 2

[0358] 12-13-1~6: Detailed situation interpretation text for steps 1 to 6 of category 13

[0359] 12-29-0: Situational interpretation text for Category 29

[0360] 12-29-1: Interpretation of the detailed situation of the first step of Category 29

[0361] 12-29-2: Interpretation of the details of the second step of Category 29

[0362] [1]-1~9: The first case of a change in situation in a true story movie, centered on the 13th category, with detailed situations 1~9.

[0363] [2]-1~2: The second case of a change in situation in the real-life movie [2], based on the second category, details 1~details 2

[0364] ①-1~4: Case of change in situation in Category 29, first (①), detailed situation 1~detailed situation 4

[0365] ②-1~4: Case of change in situation, second (②) of category 29, detailed situation 1~detailed situation 4

[0366] ③-1~4: Case of change in situation, third (③) of category 29, detailed situation 1~detailed situation 4

[0367] 14: Relevant category 16: Change category

[0368] 18: Transformation procedure development section (= second transformation step changed to another category)

[0369] 20: Memo Basic Step: Step belonging to the corresponding category

[0370] 30: Server 32: Server Control Unit

[0371] 34: Communications Department 36: Artificial Intelligence Inference Department

[0372] 36a: Model learning section 36b: Learned inference model

[0373] 36c: Transmission Update Department 37: Artificial Intelligence Ethics Inspection Department

[0374] 38: Network 40: User Terminal

[0375] 42: Database block 44: Database controller

[0376] 45: Ethics Check Function Registration and Update Storage

[0377] 46: Database dedicated to situational judgment and change prediction

[0378] 48: Verified knowledge information database

[0379] 70: Metaverse Platform

[0380] 72: Experience Center 74: School

[0381] 76: Conference room 78: Content production studio

[0382] 80: Terminal for independent service 82: Control unit

[0383] 84: Communications Department 86: Filming Department

[0384] 88: Artificial Intelligence Inference Unit 90: Memory Unit

[0385] 92: User interface section 94: User output section

[0386] 96: User input section

Claims

1. In terms of tools for situational judgment and change prediction, 0 and 1 to express the occurrence and change of situations in binary format, Step to select one of 0 and 1 and combine them in order, Combine the above steps N times and arrange them in chronological order. N (N is a natural number greater than or equal to 2) movements generated by branches, 2 N (N is a natural number greater than or equal to 2) One of the movements is arranged in the upper and lower corresponding positions, 2 2N (N is a natural number greater than or equal to 2) It constitutes categories of branches, 2 2N (N is a natural number greater than or equal to 2) The categories of the branches classify and define situations that occur according to the correspondence between the upper and lower movements, and the 2N steps that constitute each category define and distinguish detailed situations within the category. 2 2N A tool for situation judgment and change prediction characterized by having a situation category arrangement table that arranges categories in order and assigns corresponding numbers to indicate that the situation progresses in a sequential manner according to the numerical order of the categories (where N is a natural number greater than or equal to 2), and indicates that the detailed situation progresses according to the vertical arrangement order of steps belonging to each category.

2. In terms of tools for situational judgment and change prediction, 0 and 1 to express the occurrence and change of situations in binary format, Step to select one of 0 and 1 and combine them in order, The above steps are combined three times and arranged in chronological order to create eight movements. One of the eight movements is arranged in the upper and lower sections to form 64 categories. 64 categories classify and define situations that occur according to the correspondence between upward and downward movements, and the 6 steps that constitute each category distinguish and define detailed situations within the category. A tool for situation judgment and change prediction characterized by having a situation category arrangement table that indicates that the situation progresses in a chronological order according to the numerical order of the categories by arranging 64 categories in order and assigning corresponding numbers, and that the detailed situation progresses according to the vertical arrangement order of the steps belonging to each category.

3. In paragraph 1, Create a detailed situation progress list by category to create a situation category deployment table. The detailed progress list for each of the above categories is: 2N steps belonging to each category are arranged in multiple layers from the 1st step at the bottom to the 2Nth step at the top according to the order of progress of the detailed situation, and an interpretation phrase indicating the meaning of the step is placed in each layer of the step. A tool for situation judgment and change prediction characterized by being configured by repeating a forward procedure in which, due to a forward change in a situation, 0 and 1 of an adjacent upper step in an arbitrary step of the category are toggled and progress to an up toggle step, thereby changing to another category, and, due to a forward change in the situation of an event, 0 and 1 of an up toggle step are toggled and progress to an isosceles (level toggle) change to form an adjacent upper basic step and return to the category.

4. In paragraph 3, The detailed progress list for each category above is A tool for situation judgment and change prediction characterized by further having a transformation procedure development section in which, as the situation progresses through the above-mentioned toggle up step and changes to another category, 0 and 1 of the adjacent upper step of the above-mentioned toggle up step are toggled to form a second toggle up step, thereby changing to another category.

5. In paragraph 4, The above detailed situation progress list is a tool for situation judgment and change prediction characterized by including actual application case information 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, characterized by further including a memo section that allows the user to record his or her own experience case at the location of the corresponding step so that the user can practice situation judgment and change prediction.

7. In paragraph 3 or 4, A tool for situation judgment and change prediction, characterized in that the above detailed situation progress list is configured to be editable in a user-customizable manner by referring to interpretation phrases corresponding to multi-layered steps.

8. In paragraph 3 or 4, The above situation category arrangement table is a tool for situation judgment and change prediction, characterized in that it has a detailed situation progress list movement mode for moving to a situation centered on another category while changing to another category by toggling 0 and 1 of an adjacent upper step in an arbitrary step of the corresponding category of the detailed situation progress list and proceeding to a step.

9. In any one of paragraphs 1 to 5, The above situation category distribution table is: A tool for situational judgment and change prediction characterized by being composed of at least one of the following forms: a paper book form, an audio book form, an electronic document form including an e-book, an independently executable program form, and a real-time provision form through a network server including the Internet.

10. In any one of paragraphs 1 to 5, A tool for situational judgment and change prediction that includes the above situation category distribution table, A tool for situational judgment and change prediction, 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 that includes the above situation category distribution table, A tool for situational judgment and change prediction, characterized by including a server equipped with artificial intelligence that has pre-learned various information in the situation category deployment table 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, characterized by having a support function that supports a user behavior recommendation service using artificial intelligence in preparation for behavioral situations in which the user or the user's avatar deviates from the principles of situational judgment and change prediction.

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

14. In a method for providing situational judgment and change prediction services, 0 and 1 to express the occurrence and change of situations in binary format, Step to select one of 0 and 1 and combine them in order, Combine the above steps N times and arrange them in chronological order. N (N is a natural number greater than or equal to 2) movements generated by branches, 2 N (N is a natural number greater than or equal to 2) One of the movements is arranged in the upper and lower corresponding positions, 2 2N (N is a natural number greater than or equal to 2) It constitutes categories of branches, 2 2N (N is a natural number greater than or equal to 2) The categories of the branches classify and define situations that occur according to the correspondence between the upper and lower movements, and the 2N steps that constitute each category define and distinguish detailed situations within the category. 2 2N (N is a natural number greater than or equal to 2) The process of registering and updating a situation category arrangement table in the server's database, which indicates that the situation progresses in a sequential manner according to the numerical order of the categories by arranging categories in order and assigning corresponding numbers, and indicates that the detailed situation progresses according to the vertical arrangement order of steps belonging to each category, The process by which the server confirms user requests received from the user terminal through the network, The process in which the server performs situation judgment and change prediction services based on the situation category deployment table for user requests and generates service processing results; A service method for situation judgment and change prediction, characterized by comprising a process of providing the 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 performed by the server includes: A service method for situation judgment and change prediction, 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 for situation judgment and change prediction, 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 situation category distribution table for 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 between upper and lower parts for each extracted scene and classifying the characteristics of upper and lower movements to derive corresponding categories, A step of inferring which step of the category the scene corresponds to and organizing the forward and backward relationships, A service method for situation judgment and change prediction, characterized by including a step of organizing other situations included in the scene together, generating analysis results, and updating user information with the analysis results.

18. In paragraph 14, A service method for situation judgment and change prediction, characterized in that an ethics inspection service is performed using an artificial intelligence ethics inspection department under the control of a server before providing the generated service processing result to a user terminal.

19. In a method for providing situational judgment and change prediction services, 0 and 1 to express the occurrence and change of situations in binary format, Step to select one of 0 and 1 and combine them in order, Combine the above steps N times and arrange them in chronological order. N (N is a natural number greater than or equal to 2) movements generated by branches, 2 N (N is a natural number greater than or equal to 2) One of the movements is arranged in the upper and lower corresponding positions, 2 2N (N is a natural number greater than or equal to 2) It constitutes categories of branches, 2 2N (N is a natural number greater than or equal to 2) The categories of the branches classify and define situations that occur according to the correspondence between the upper and lower movements, and the 2N steps that constitute each category define and distinguish detailed situations within the category. 2 2N (N is a natural number greater than or equal to 2) The process of arranging categories in order and assigning corresponding numbers to indicate that the situation progresses in a sequential manner according to the numerical order of the categories, and providing a situation category arrangement table indicating that the detailed situation progresses according to the vertical arrangement order of steps belonging to each category in at least one service department among an experience center, a school, a conference room, and a content production studio for situation judgment and change prediction within the Metaverse Platform, A service method for situation judgment and change prediction, characterized by a process in which a user visiting a metaverse platform receives services from a service department based on a situation category distribution table.

20. In a method for providing situation judgment and change prediction services, 0 and 1 to express the occurrence and change of situations in binary format, Step to select one of 0 and 1 and combine them in order, Combine the above steps N times and arrange them in chronological order. N (N is a natural number greater than or equal to 2) movements generated by branches, 2 N (N is a natural number greater than or equal to 2) One of the movements is arranged in the upper and lower corresponding positions, 2 2N (N is a natural number greater than or equal to 2) It constitutes categories of branches, 2 2N (N is a natural number greater than or equal to 2) The categories of the branches classify and define situations that occur according to the correspondence between the upper and lower movements, and the 2N steps that constitute each category define and distinguish detailed situations within the category. 2 2N (N is a natural number greater than or equal to 2) The process of installing a situation category arrangement table that indicates that the situation progresses in a sequential manner according to the numerical order of the categories by arranging categories in order and assigning corresponding numbers, and that the detailed situation progresses according to the vertical arrangement order of steps belonging to each category, as an independent service type without dedicated server support on a terminal that creates an extended reality (XR) environment, A service method for situation judgment and change prediction, characterized in that it comprises a process in which a user who enters an extended reality (XR) environment using the above terminal receives services from a terminal service department based on a situation category distribution table.

21. In a system that provides situation judgment and change prediction services, 0 and 1 to express the occurrence and change of situations in binary format, Step to select one of 0 and 1 and combine them in order, Combine the above steps N times and arrange them in chronological order. N (N is a natural number greater than or equal to 2) movements generated by branches, 2 N (N is a natural number greater than or equal to 2) One of the movements is arranged in the upper and lower corresponding positions, 2 2N (N is a natural number greater than or equal to 2) It constitutes categories of branches, 2 2N (N is a natural number greater than or equal to 2) The categories of the branches classify and define situations that occur according to the correspondence between the upper and lower movements, and the 2N steps that constitute each category define and distinguish detailed situations within the category. 2 2N (N is a natural number greater than or equal to 2) A database for storing a situation category arrangement table that indicates that the situation progresses in a sequential manner according to the numerical order of the categories by arranging categories in order and assigning corresponding numbers, and that the detailed situation progresses according to the vertical arrangement order of steps belonging to each category, An artificial intelligence inference unit for artificial intelligence-based inference of user requests in relation to the situation judgment and change prediction service using the situation category distribution table of the database, A situation judgment and change prediction service system characterized by comprising a server that verifies user requests received from a user terminal through a network, performs situation judgment and change prediction services based on information in a situation category table of a database and inference from an artificial intelligence inference unit, and generates service processing results to provide the results to the user terminal.

22. In paragraph 21, The above artificial intelligence inference unit, An artificial intelligence learning module that finds the change patterns of categories and steps by using the characteristics of movements that combine steps according to the characteristics of 0 and 1 and the time sequence, the characteristics of each category that is composed by arranging one of the movements in the upper and lower directions respectively, and the characteristics according to the progress stage of the steps belonging to each category, and updates the interpretation phrase by assigning an interpretation phrase to each step and verifying it through matching with actual application cases. A situation judgment and change prediction service system characterized by comprising a trained inference model unit that infers user requests based on learned content of an artificial intelligence learning unit and performs situation judgment and change prediction.

23. In paragraph 21, The above database section has a database dedicated to situation judgment and change prediction services. A situation judgment and change prediction service system characterized in that the above dedicated database is configured to include a member information storage unit, a situation category deployment table registration and update storage unit, a member request 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.

24. In a system that provides situational judgment and change prediction services, 0 and 1 to express the occurrence and change of situations in binary format, Step to select one of 0 and 1 and combine them in order, Combine the above steps N times and arrange them in chronological order. N (N is a natural number greater than or equal to 2) movements generated by branches, 2 N (N is a natural number greater than or equal to 2) One of the movements is arranged in the upper and lower corresponding positions, 2 2N (N is a natural number greater than or equal to 2) It constitutes categories of branches, 2 2N (N is a natural number greater than or equal to 2) The categories of the branches classify and define situations that occur according to the correspondence between the upper and lower movements, and the 2N steps that constitute each category define and distinguish detailed situations within the category. 2 2N (N is a natural number greater than or equal to 2) The categories are arranged in order and assigned corresponding numbers, indicating that the situation progresses in a sequential manner according to the numerical order of the categories, and the detailed situation progresses according to the vertical arrangement order of the steps belonging to each category. The dedicated metaverse platform implemented in the service section of each location in the metaverse, and A situation judgment and change prediction service system characterized by comprising a terminal connection section that provides services from a service section based on a situation category layout table to users or user avatars who visit a metaverse platform for situation judgment and change prediction.

25. In paragraph 24, The above dedicated metaverse platform is a service system for situation judgment and change prediction, characterized in that it is configured to support at least one of a behavior recommendation service and an autonomous behavior service for a user or the user's avatar.

Images