An artificial intelligence-based Four Pillars of Destiny fortune-telling apparatus and method, a recording medium containing a computer program capable of executing this method, an artificial intelligence-based Four Pillars of Destiny fortune-telling service system using the same, and a method.

Abstract

The present invention relates to an artificial intelligence Four Pillars of Destiny (Bazi) fortune-telling apparatus and method, a recording medium containing a computer program capable of executing this method, an artificial intelligence Four Pillars of Destiny fortune-telling service system and method using the same, more specifically, to an apparatus and method that improves the accuracy of Four Pillars of Destiny fortune-telling by utilizing artificial intelligence (AI) machine learning, deep learning, and large language models (LLM) to analyze past Four Pillars of Destiny readings, thereby enabling users to improve their understanding of their own Four Pillars of Destiny fortune-telling, a recording medium containing a computer program, and a service system and method using the same. An artificial intelligence-based Four Pillars of Destiny (Bazi) analysis device according to an embodiment of the present invention is characterized in that, in response to input Four Pillars of Destiny information, a computing device including at least a processor outputs Four Pillars of Destiny analysis data through Four Pillars of Destiny analysis and analysis, and in order to improve the accuracy of Four Pillars of Destiny analysis, the data analyzed based on answers (question and answer) obtained through a multi-stage questioning process, is comprehensively analyzed (descriptive statistics and inference statistics) by combining physiognomy (image), palm lines - palmistry (image), voice / voice physiognomy (voice) data and the Four Pillars of Destiny of people with similar Four Pillars of Destiny, and then utilizes artificial intelligence (machine learning and deep learning, etc.).

Description

Technical Field

[0001] The present invention relates to an apparatus and method for appraising artificial intelligence four-pillar fortune-telling, a recording medium storing a computer program capable of executing this method, an appraisal service system for artificial intelligence four-pillar fortune-telling using the same, and a method. More specifically, it relates to an apparatus and method for enhancing the accuracy of appraising four-pillar fortune-telling by utilizing machine learning and language models of artificial intelligence (AI) for past four-pillar fortune-telling, and enabling users to enhance their understanding of the appraisal of their own four-pillar fortune-telling, a recording medium storing a computer program, a service system using the same, and a method.

Background Art

[0002] Generally, in Eastern philosophy, the four pillars refer to the year pillar, month pillar, day pillar, and hour pillar, which are the pillars corresponding to the year, month, day, and hour of birth respectively.

[0003] Also, one pillar consists of two characters of Heavenly Stems and Earthly Branches, and the four pillars total eight characters, so this is called four-pillar eight characters (four-pillar fortune-telling).

[0004] The appraisal of four-pillar fortune-telling refers to examining the relationship between one's own five elements (wood, fire, earth, metal, and water) and one's own four-pillar eight characters (four-pillar fortune-telling) based on yin-yang and five elements, and how one's fortune progresses from there.

[0005] Four-pillar fortune-telling applies the principles of nature to human life and adopts a statistical approach, by which it is possible to infer and know the favorable and unfavorable periods in a person's character, temperament, work, career, love, and marriage fortune.

[0006] However, when analyzing four-pillar fortune-telling, a perpetual calendar is used when changing the information of birth year, month, day, and hour to Heavenly Stems and Earthly Branches. At this time, when interpreting the overall fortune due to the changes in the major luck (10-year luck) and fleeting years (1-year luck) in the original eight-character bureau corresponding to one's innate destiny, there may be incorrect interpretations depending on the intuition, existing experience of the person doing the interpretation, the situation of the appraisal, etc.

[0007] Therefore, inaccurate assessments of the subject's present and future can sometimes cloud the reliability of the Four Pillars of Destiny analysis.

[0008] In most cases of a Four Pillars of Destiny (Bazi) reading, the subject and the interpreter meet face-to-face. In such cases, the interpreter may combine a Four Pillars of Destiny reading using a perpetual calendar with physiognomy and voice (voice characteristics) to make an interpretation.

[0009] When conducting a face-to-face consultation, a wired or video call may follow. Recently, systems and methods have been disclosed that program and provide such Four Pillars of Destiny readings via computer.

[0010] In face-to-face consultations, the interpreter may adjust the reading based on the subject's reactions and their own experience, but computer-based systems simply use a perpetual calendar to produce a basic, general Four Pillars of Destiny reading.

[0011] In Four Pillars of Destiny (Bazi), people born within a two-hour period are all considered to have the same destiny. However, if this two-hour period is calculated using a single Bazi (natal chart), it is impossible to determine that tens of thousands of people share the same Four Pillars of Destiny.

[0012] This can be seen as a similarity in personality and temperament, but the subsequent fate can change depending on the environment and circumstances.

[0013] Further data on the current environment and circumstances is needed. It is necessary to collect and analyze information that constitutes the current subject, including physiognomy in the Four Pillars of Destiny analysis.

[0014] There are limits to mechanically outputting the same fate using only a perpetual calendar.

[0015] In other words, conventional online Four Pillars of Destiny (Bazi) fortune-telling services are limited to the one-way transmission of standardized data by computer programs, and cannot provide in-depth consultations on specific areas that users desire. They are merely lists of pre-entered data and suffer from significantly lower accuracy. [Overview of the project] [Problems that the invention aims to solve]

[0016] The present invention was devised to solve the above-mentioned problems, and its purpose is to provide an artificial intelligence (AI) Four Pillars of Destiny (Bazi) appraisal device and method that can improve the accuracy of Four Pillars of Destiny by utilizing artificial intelligence (machine learning, deep learning, etc.) to use more data, as well as a recording medium containing a computer program capable of executing this method, an AI Four Pillars of Destiny appraisal service system and method using the same. This device analyzes the basic Four Pillars of Destiny appraisal data of a subject and the data obtained from answers through numerous questions, and analyzes the Four Pillars of Destiny of people similar in relation to the subject (descriptive statistics and inferential statistics), but utilizes artificial intelligence (machine learning, deep learning, etc.) to improve the accuracy of Four Pillars of Destiny.

[0017] Another object of the present invention is to provide an artificial intelligence Four Pillars of Destiny (Bazi) divination apparatus and method that can output the data processed by machine learning as an artificial intelligence language model (e.g., LLM-ChatGPT) and improve the understanding of Four Pillars of Destiny, as well as a recording medium containing a computer program capable of executing this method, an artificial intelligence Four Pillars of Destiny divination service system and method using the same.

[0018] Another objective of the present invention is to provide an artificial intelligence-based Four Pillars of Destiny (Bazi) divination service system and method that can improve understanding by analyzing not only Four Pillars of Destiny but also physiognomy, palm lines, and voice. [Means for solving the problem]

[0019] An artificial intelligence-based Four Pillars of Destiny (Bazi) fortune-telling device according to an embodiment of the present invention for achieving the above-mentioned objectives outputs Four Pillars of Destiny fortune-telling data through Four Pillars of Destiny fortune-telling and analysis by a computing device including at least a processor based on the input information of the Four Pillars of Destiny. In order to improve the accuracy of Four Pillars of Destiny, the device analyzes the data based on the answers (question and answer) obtained through a multi-stage questioning process, and comprehensively analyzes (descriptive statistics and inferential statistics) the Four Pillars of Destiny of people with similar Four Pillars of Destiny data, along with physiognomy (image), palm lines - palmistry (image), voice / voice physiognomy (voice) data, characterized by the use of artificial intelligence (machine learning, deep learning).

[0020] Furthermore, the analyzed data is output in text or voice (speech) format using a large-scale language model (LLM) or chat GPT.

[0021] Furthermore, the system is characterized by receiving feedback on the accuracy and satisfaction level of the Four Pillars of Destiny (Bazi) divination data, obtaining feedback data on accuracy and satisfaction, integrating multiple data sets to create big data for analysis (descriptive statistics and inferential statistics), and ultimately obtaining integrated Four Pillars of Destiny divination data for each individual using the big data.

[0022] Furthermore, when the subject of the Four Pillars of Destiny reading is an infant, the basic Four Pillars of Destiny reading is combined with physiognomy and palmistry. However, when analyzing physiognomy, the current face is combined with the faces of the biological parents, and artificial intelligence predicts a specific period of adulthood, and the image is then analyzed.

[0023] An embodiment of the present invention provides a method for performing an artificial intelligence-based Four Pillars of Destiny analysis, comprising: (A) In the data collection unit, the step of collecting text data of the Four Pillars (date and time of birth) for Four Pillars of Destiny analysis, text data of personal information (Kanji / Hangul name) for performing a Nine Star Ki analysis, image data of physiognomy and palm lines (palm reading), and audio data of voice (voice reading); (B) In the question and answer section, there is a stage where questions are asked and answered in order to correct the starting point of the user's individual Four Pillars of Destiny, (C) In the appraisal and analysis section of the Four Pillars of Destiny, based on the data collected and the responses to inquiries, identify the time point of the major fortune among the individual's Four Pillars, form the appraisal time point at that time, and at that appraisal time point, interpret the Nine Star Qi learning appraisal, physiognomy, palm lines (palmistry), and voice (voice phase) for the individual's Four Pillars of Destiny, and output the appraisal data of the Four Pillars of Destiny. (D) In the artificial intelligence section, integrate and analyze (descriptive statistics and inferential statistics) the Four Pillars of Destiny appraisal data from step (C) with the Four Pillars of Destiny of similar people related to the Four Pillars of Destiny, and utilize artificial intelligence (machine learning, deep learning). (E) In the artificial intelligence section, output the data analyzed by utilizing large language models (LLMs) or ChatGPT in text or voice (audio). It is composed of the above.

[0024] And, (F) In the big data section, receive feedback on the accuracy and satisfaction of the Four Pillars of Destiny appraisal data, obtain feedback data on accuracy and satisfaction, and integrate a large number of data generated at each stage to form big data. (G) Analyze (descriptive statistics and inferential statistics) the comprehensive big data, and obtain and output the appraisal data of the integrated Four Pillars of Destiny of an individual by utilizing the big data. It is further characterized by performing the above.

[0025] On the other hand, the object of the present invention can be achieved by a computer-readable recording medium storing a program capable of executing the above-described method for appraising artificial intelligence Four Pillars of Destiny.

[0026] The artificial intelligence four-column divination appraisal service system according to an embodiment of the present invention is such that, for the input four-column divination information, a computing device including at least a processor transmits the four-column divination appraisal data obtained through the appraisal and analysis of the four-column divination to a user terminal. In order to improve the accuracy of four-column numerology, based on the data analyzed from the responses (question and answer) obtained through a multi-stage questioning process, it comprehensively analyzes (descriptive statistics and inferential statistics) the four-column divinations of people whose physiognomy (image), palm lines - palmistry (image), voice - voice phase (audio) data are similar to the four-column divination, and an artificial intelligence four-column divination appraisal server that utilizes artificial intelligence (machine learning, deep learning), A user terminal that is connected to the artificial intelligence four-column divination appraisal server via a wired or wireless network, inputs its own four-column divination information to answer questions, outputs the transmitted four-column divination appraisal data on a screen, and uses the four-column divination appraisal service, is composed of.

[0027] Also, it is characterized in that the analyzed data is output in text or voice (audio) by utilizing a large language model (LLM) or ChatGPT.

[0028] And the artificial intelligence four-column divination appraisal server receives feedback on the accuracy and satisfaction of the four-column divination appraisal data from a large number of user terminals, obtains feedback data on accuracy and satisfaction, comprehensively combines a large number of data into big data for analysis (descriptive statistics and inferential statistics), and finally obtains the integrated four-column divination appraisal data of an individual by utilizing the big data, and transmits it to the user terminal.

[0029] The artificial intelligence four-column divination appraisal service method according to an embodiment of the present invention includes: (a) connecting from a user terminal to an artificial intelligence four-column divination appraisal server via a wired or wireless network, and inputting text data of personal information (date of birth, Chinese character or Hangul name) for appraising four-column numerology and nine-star qi science, image data of physiognomy and palm lines (palmistry), and audio data of voice (voice phase); (i) The stage of outputting questions for correcting the starting point of the user's individual Four Pillars of Destiny from the AI ​​Four Pillars of Destiny analysis server to the user terminal, and the user terminal responding, (c) In the AI ​​Four Pillars of Destiny appraisal server, based on the input data in stages (a) and (b), the point in time of the Grand Cycle in the individual's Four Pillars of Destiny is identified, an appraisal point is formed at that point, and the Nine Star Ki appraisal, physiognomy, palm lines (palm reading), and voice (voice reading) are deciphered from the individual's Four Pillars of Destiny formed at that appraisal point, and the Four Pillars of Destiny appraisal data is output to the user terminal. (c) In the AI ​​Four Pillars of Destiny appraisal server, the process involves integrating the Four Pillars of Destiny appraisal data with the Four Pillars of Destiny of people who are similar in relation to the Four Pillars of Destiny, and comprehensively analyzing (descriptive statistics and inferential statistics) the Four Pillars of Destiny of people who are similar in relation to the Four Pillars of Destiny through artificial intelligence, along with physiognomy (image), palm lines - palmistry (image), and voice - voice physiognomy (voice) data, (e) The stage in which the AI ​​Four Pillars of Destiny analysis server utilizes a large-scale language model (LLM) and chat GPT to output the analyzed data as text or voice (speech) through the user terminal, (e) In the AI ​​Four Pillars of Destiny appraisal server, feedback on the accuracy and satisfaction of the Four Pillars of Destiny appraisal data is received from a large number of user terminals, and feedback data on accuracy and satisfaction is obtained, and the data generated in each of the above stages is combined into big data and analyzed (descriptive statistics and inferential statistics), (c) Using the aforementioned big data, the final step is to obtain the integrated Four Pillars of Destiny analysis data for each individual and output it to the user terminal. It is composed of including the following. [Effects of the Invention]

[0030] According to the solution to the above-mentioned problem, personal information (date of birth, Chinese and Hangul names, etc.) for basic assessment of Four Pillars of Destiny and Nine Star Ki Astrology is analyzed using text data and data based on responses obtained through a multi-stage questioning process. This analysis is then combined with physiognomy and palmistry (image data) and voice-to-voice analysis (audio data) using artificial intelligence (machine learning, deep learning, etc.). Subsequently, similar Four Pillars of Destiny readings of related individuals are analyzed (descriptive statistics and inferential statistics). By utilizing artificial intelligence (machine learning, deep learning, etc.) to use more data, the accuracy of Four Pillars of Destiny can be improved.

[0031] Furthermore, by integrating the subject's Four Pillars of Destiny data and outputting it to an artificial intelligence language model (for example, LLM-ChatGPT), it is possible to improve the understanding of Four Pillars of Destiny analysis. [Brief explanation of the drawing]

[0032] [Figure 1] This is a diagram showing the internal configuration of an artificial intelligence-based fortune-telling device according to one embodiment of the present invention. [Figure 2] This is a flowchart showing an artificial intelligence-based method for performing a Four Pillars of Destiny reading according to an embodiment of the present invention. [Figure 3] This is a block diagram of an artificial intelligence-based fortune-telling service system according to an embodiment of the present invention. [Figure 4] This is a flowchart showing an artificial intelligence-based Four Pillars of Destiny fortune-telling service method according to an embodiment of the present invention. [Modes for carrying out the invention]

[0033] Hereinafter, embodiments of the present invention will be described with reference to the attached drawings, explaining their configuration and operation.

[0034] Please note that, in the drawings, identical components are indicated with the same reference number and symbol whenever possible, even if they appear on other drawings.

[0035] In describing the present invention below, if a specific description of a related known function or configuration is deemed to unnecessarily obscure the gist of the present invention, such detailed description will be omitted.

[0036] Furthermore, when a part is described as "containing" a certain component, unless otherwise specified, it does not mean that other components are excluded, but rather that other components may be included.

[0037] Figure 1 is a diagram showing the internal configuration of an artificial intelligence-based Four Pillars of Destiny fortune-telling device according to an embodiment of the present invention.

[0038] The artificial intelligence-based Four Pillars of Destiny (Bazi) fortune-telling device 100 according to an embodiment of the present invention shown in Figure 1 uses a computing device including at least a processor to perform fortune-telling and analysis of the input Four Pillars of Destiny information. In order to improve the accuracy of Four Pillars of Destiny, the device analyzes data based on answers obtained through a multi-stage questioning process such as 20 questions, and integrates and analyzes the Four Pillars of Destiny of people similar to the original Four Pillars of Destiny (descriptive statistics and inferential statistics). However, it utilizes artificial intelligence (machine learning, deep learning) to utilize more data.

[0039] Furthermore, the processed data is output as an artificial intelligence language model (e.g., LLM-ChatGPT) to enhance user comprehension.

[0040] Then, feedback on user satisfaction and accuracy is collected, converted into big data, analyzed (descriptive statistics and inferential statistics), and the Four Pillars of Destiny analysis is output.

[0041] Such an artificial intelligence-based fortune-telling device 100 can be implemented using a computing device that includes at least a processor and / or memory.

[0042] The computing device may include a server, a personal computer (PC), a tablet PC, a laptop computer, a smartphone, smart glasses, a smart watch, or a head-mounted device (HMD).

[0043] As shown in Figure 1, the artificial intelligence Four Pillars of Destiny fortune-telling device 100 is composed of an input / output unit 101, a transmission / reception unit 102, a data collection unit 103, a question and answer unit 104, a Four Pillars of Destiny fortune-telling and analysis unit 105, an artificial intelligence unit 106, a big data unit 107, an analysis unit 108, and a storage unit 109.

[0044] The input / output unit 101 can input data (information) like a mouse or keyboard, and output data like a monitor or speaker, thereby integrating the functions of an input unit and an output unit, similar to a touchscreen.

[0045] The transmitting / receiving unit 102 transmits or receives data via a predetermined wireless communication network.

[0046] The transmitting / receiving unit 102 can also transmit and receive data from a storage device such as a USB device.

[0047] The data collection unit 103 collects information on Four Pillars of Destiny, that is, text data of personal information (date of birth, Chinese / Korean names, etc.) for the purpose of appraising Four Pillars of Destiny and Nine Star Ki, as well as image data of physiognomy, palm lines (palm readings), and voice (voice readings) through the input / output unit 101 and the transmission / reception unit 102.

[0048] Here, Kyusei Kigaku is a form of divination that uses the nine palaces and nine-star numerology to predict good and bad fortune. It is divided into Kyusei Kigaku, which assesses a person's destiny like Four Pillars of Destiny, Kyusei Astrology, which uses a birth chart for divination, and Kyusei Directional Studies, and the divination is performed through symbolism derived from the eight trigrams of the I Ching.

[0049] The aforementioned physiognomy is a form of fortune-telling that attempts to understand a person's personality and temperament by observing their face (facial features).

[0050] Palmistry, as mentioned above, is a form of divination that predicts an individual's destiny based on the shape of their palm and the lines on their palm.

[0051] Voice (or vocal physiognomy) is said to influence a person's destiny, and it is classified into five categories—Saturn, Venus, Mars, Jupiter, and Mercury—to predict an individual's fate.

[0052] The data collected in this way (information from Four Pillars of Destiny), specifically the general results of an individual's Four Pillars of Destiny analysis, Nine Star Ki, physiognomy, palmistry, and voice data, are output but are not made public to the individual user.

[0053] The question and answer unit 104 outputs questions for correcting the starting point of the user's individual Four Pillars of Destiny in order to improve the accuracy of the outputted Four Pillars of Destiny analysis data, and processes the responses thereto.

[0054] For example, have you ever changed your name? Yes / No. Example: Please write your name before the name change, your current name, and the date of the name change. No: Next question.

[0055] Or, are you currently married? Yes / No. Example: Date of marriage (blank), Spouse's name (blank), Spouse's date of birth (blank) No: Next question.

[0056] Or, have you ever been divorced? Yes / No.

[0057] The Four Pillars of Destiny Appraisal and Analysis Unit 105 uses the data collected and entered through question-and-answer sessions to identify the point in the Grand Cycle of the individual's Four Pillars of Destiny, and then forms the appraisal point at that point.

[0058] Next, the Four Pillars of Destiny (Bazi) divination and analysis unit 105 interprets the Nine Star Ki divination, physiognomy, palm lines (palm reading), and voice (voice reading) into the individual's Four Pillars of Destiny formed at the time of the divination, and outputs the Four Pillars of Destiny divination data through the input / output unit 101, making it available to the individual user.

[0059] At this time, it is also possible to output the common parts of the appraisal (Four Pillars of Destiny, Nine Star Ki) and interpretation (physiognomy, palm lines, voice).

[0060] The artificial intelligence unit 106 integrates data analyzed and examined by the Four Pillars of Destiny appraisal and analysis unit 105, i.e., Four Pillars of Destiny appraisal data, with data from similar individuals (for example, Four Pillars of Destiny with the same birth date but different birth times), and analyzes more data (descriptive statistics and inferential statistics), improving accuracy through artificial intelligence (machine learning, deep learning, etc.).

[0061] To explain this further, the process involves a stage of descriptive statistics, which summarizes and describes the personalized big data collected through the aforementioned process, followed by an inferential statistics stage, which uses the collected data as a basis for drawing conclusions and making predictions about the population.

[0062] Through this process, assuming that the sample distribution of the mean converges to a normal distribution, we confirm that an individual's Four Pillars of Destiny also converges to a normal distribution.

[0063] Big data from a continuously collected population can be improved in accuracy through machine learning (deep learning), which is a part of artificial intelligence.

[0064] The aforementioned machine learning method allows a system to autonomously learn and improve using neural networks and deep learning, without explicit programming, by providing a large amount of data. It analyzes data using algorithms, learns from the results of the analysis, and then makes some kind of judgment or prediction based on that.

[0065] Next, the artificial intelligence unit 106 enhances individual user comprehension by outputting data obtained through crowd analysis using large-scale language models (LLMs) and chat GPT as text or voice (speech).

[0066] Here, both the Large Language Model (LLM) and the General Pre-trained Transformer (GPT) are machine learning models based on a transformer architecture.

[0067] LLMs like OpenAI's GPT series are models specifically designed and trained for natural language processing tasks.

[0068] The aforementioned LLM can learn from large amounts of text data, generate human-like text, understand context, answer questions, and adapt to specific tasks such as translation, summarization, and expert analysis.

[0069] OpenAI's ChatGPT is a GPT platform specifically designed for natural language processing tasks in LLM.

[0070] The aforementioned ChatGPT can learn from large amounts of text data, generate text similar to human speech, understand context, answer questions, and be used in various language fields such as conversation, translation, and summarization.

[0071] The Big Data Unit 107 receives feedback on the accuracy and satisfaction levels of the individual Four Pillars of Destiny (Bazi) analysis data output so far (including parts that were incorrect or unverifiable in the past and present), obtains accuracy and satisfaction level data, and integrates the data generated by each of the aforementioned components to create big data.

[0072] The analysis unit 108 performs descriptive statistics and inferential statistics on the aforementioned comprehensive big data.

[0073] The aforementioned descriptive statistics summarize the personalized big data collected throughout the process, while inferential statistics use the collected data to estimate and predict conclusions about the population. Through such descriptive and inferential statistics, it is possible to predict the Four Pillars of Destiny of a subject with high statistical accuracy.

[0074] The analysis unit 108 utilizes the big data to ultimately obtain individual integrated Four Pillars of Destiny analysis data and outputs the individual integrated Four Pillars of Destiny analysis data through the input / output unit 101.

[0075] The storage unit 109 may store the OS (Operating System), programs, apps, and applications necessary to operate the artificial intelligence Four Pillars of Destiny fortune-telling device 100.

[0076] Furthermore, the storage unit 109 can store various data that are temporarily or permanently generated by each component, basic appraisal and interpretation data that enables appraisals of Four Pillars of Destiny and Nine Star Ki, and allows for the interpretation of physiognomy, palm lines, and voice.

[0077] Figure 2 is a flowchart showing the method for performing an artificial intelligence-based Four Pillars of Destiny reading according to an embodiment of the present invention.

[0078] As shown in Figure 2, the artificial intelligence Four Pillars of Destiny divination method according to an embodiment of the present invention first collects information for Four Pillars of Destiny, including text data of personal information (date of birth, Chinese / Korean name, etc.), physiognomy, palm lines (palm reading), and voice (voice reading) audio data, through the input / output unit 101 and the transmission / reception unit 102 in the data collection unit 103 (S202).

[0079] The data collected in this way (information from Four Pillars of Destiny), namely, the general results of an individual's Four Pillars of Destiny + Nine Star Ki, physiognomy, palmistry, and voice data are output (S204).

[0080] In the question and answer section 104, in order to improve the accuracy of the outputted Four Pillars of Destiny, questions for correcting the starting point of the user's individual Four Pillars of Destiny are output, and the responses are processed (S206).

[0081] In the Four Pillars of Destiny Appraisal and Analysis Unit 105, based on the data entered through the aforementioned data collection and question-and-answer session, the point in time of the Grand Cycle in the individual's Four Pillars of Destiny is identified, and the appraisal point is formed at that point (S208).

[0082] In the aforementioned Four Pillars of Destiny divination and analysis unit 105, the individual's Four Pillars of Destiny, formed at the time of the divination, is interpreted using Nine Star Ki divination, physiognomy, palm lines (palmist), and voice (voice divination), and output through the input / output unit 101, thereby making the Four Pillars of Destiny divination data publicly available to the individual user (S210).

[0083] At this time, it is also possible to output the common parts of the divination (Four Pillars of Destiny, Nine Star Ki) and interpretation (physiognomy, palm lines, voice).

[0084] In the artificial intelligence unit 106, the appraisal and analysis data of the Four Pillars of Destiny performed in the appraisal and analysis unit 105 is combined with the Four Pillars of Destiny of people who are similar in relation to the Four Pillars of Destiny to perform analysis on more data (descriptive statistics and inferential statistics), and the accuracy is improved through artificial intelligence (machine learning, deep learning) (S212).

[0085] Next, the artificial intelligence unit 106 enhances the user's understanding by outputting the data obtained from crowd analysis using a large-scale language model (LLM) and chat GPT in text or voice (S214).

[0086] In the Big Data Unit 107, feedback on the accuracy and satisfaction level of the personal Four Pillars of Destiny analysis data output so far (including parts that were incorrect or unverifiable in the past and present) is received to obtain feedback data on accuracy and satisfaction level, and the data generated at each of the above stages is combined to create big data (S216).

[0087] In the analysis unit 108, analysis (descriptive statistics and inferential statistics) is performed on the aforementioned comprehensive big data (S218).

[0088] The analysis unit 108 utilizes the big data to ultimately obtain integrated Four Pillars of Destiny analysis data for individuals, which is then output through the input / output unit 101.

[0089] On the other hand, the object of the present invention can be achieved by a computer-readable recording medium containing a program capable of executing the artificial intelligence-based Four Pillars of Destiny divination method described above.

[0090] The artificial intelligence-based Four Pillars of Destiny divination method of the present invention described above can be stored on a recording medium readable by a server computer.

[0091] Such recording media include all types of recording media on which programs and data are stored so that they can be read by computer systems.

[0092] Examples include ROM (Read Only Memory), RAM (Random Access Memory), CD (Compact Disk)-ROM, DVD (Digital Video Disk)-ROM, magnetic tape, USB, HDD, and optical data storage devices.

[0093] Furthermore, such recording media can be distributed across networked computer systems, allowing computer-readable code to be stored and executed in a distributed manner.

[0094] Figure 3 is a block diagram of an artificial intelligence-based Four Pillars of Destiny fortune-telling service system according to an embodiment of the present invention.

[0095] As shown in Figure 3, in the embodiment of the present invention, the AI ​​Four Pillars of Destiny fortune-telling service system consists of an AI Four Pillars of Destiny fortune-telling server 100 and a number of user terminals 200a, 200b, ..., 200n connected via a wired or wireless network 300.

[0096] The aforementioned artificial intelligence Four Pillars of Destiny fortune-telling server 100 is the case where the computing device of the artificial intelligence Four Pillars of Destiny fortune-telling device 100 shown in Figure 1 performs the server functions, and for this purpose it includes a user DB 112, a raw data DB 114, a big data DB 116, and a fortune-telling / analysis DB 118.

[0097] The aforementioned user database 112 stores and manages personal information, IDs, passwords, and other details of users who have joined the AI ​​Four Pillars of Destiny fortune-telling server 100 as members.

[0098] The aforementioned raw data DB114 stores and manages text data of personal information (date of birth, Chinese / Korean names, etc.) entered by user terminals 200a, 200b, ..., 200n for the purpose of analyzing Four Pillars of Destiny and Nine Star Ki, as well as image data of physiognomy and palm lines (palm reading), audio data of voice (voice reading), and question-and-answer data.

[0099] The aforementioned big data DB116 stores and manages similar Four Pillars of Destiny data, as well as feedback data on the accuracy and satisfaction level of individual users' Four Pillars of Destiny readings.

[0100] In the aforementioned appraisal / analysis DB 118, appraisal data of Four Pillars of Destiny, appraisal data of an individual's integrated Four Pillars of Destiny, etc., are stored and managed in the appraisal and analysis unit 105 of Four Pillars of Destiny.

[0101] The aforementioned artificial intelligence Four Pillars of Destiny fortune-telling server 100 performs the server functions of the artificial intelligence Four Pillars of Destiny fortune-telling device shown in Figure 1, and at least partially performs the functions of an application server that enables the application to perform its functions by communicating with an application (or app) running on user terminals 200a, 200b, ..., 200n.

[0102] Alternatively, the artificial intelligence four-pillar astrology analysis server 100 may also perform the functions of a web server that provides a predetermined web page accessible at least partially through a web browser or the like running on user terminals 200a, 200b, ..., 200n.

[0103] The wired and / or wireless network 300 may include all communication methods that enable objects to network with each other via wired and / or wireless networks, and is not limited to wired communication, wireless communication, 3G, 4G, 5G, or other methods.

[0104] For example, the aforementioned wired and / or wireless networks include LAN (Local Area Network), MAN (Metropolitan Area Network), GSM (Global System for Mobile Network), EDGE (Enhanced Data GSM Environment), HSDPA (High Speed ​​Downlink Packet Access), W-CDMA (Wideband Code Division Multiple Access), CDMA (Code Division Multiple Access), TDMA (Time Division Multiple Access), Bluetooth (registered trademark), Zigbee, Wi-Fi, VoIP (Voice over Internet Protocol), LTE Advanced, IEEE 802.16m, WirelessMAN-Advanced, HSPA+, 3GPP Long Term Evolution (LTE), Mobile WiMAX (IEEE 802.16e), UMB (formerly EV-DO Rev. C), Flash-OFDM, iBurst and MBWA (IEEE 802.20) systems, HIPERMAN, and Beam-Division Multiple. This can refer to, but is not limited to, a communication network using one or more communication methods selected from the group consisting of Access (BDMA), Wi-MAX (World Interoperability for Microwave Access), and ultrasonic communication.

[0105] The user terminals 200a, 200b, ..., 200n are terminals owned by users who wish to receive the AI ​​Four Pillars of Destiny fortune-telling service and who connect to the AI ​​Four Pillars of Destiny fortune-telling server 100 via the wired / wireless network 300, and who join the AI ​​Four Pillars of Destiny fortune-telling server 100 as members for this purpose.

[0106] Furthermore, user terminals 200a, 200b, ..., 200n input information related to Four Pillars of Destiny, that is, text data of personal information (date of birth, Chinese / Korean names, etc.) for the purpose of appraising Four Pillars of Destiny and Nine Star Ki, as well as image data of physiognomy, palm lines (palm readings), and voice (voice readings), and provide this information to the AI ​​Four Pillars of Destiny appraisal server 100, and respond to questions from the AI ​​Four Pillars of Destiny appraisal server 100.

[0107] Furthermore, user terminals 200a, 200b, ..., 200n provide feedback on the accuracy and satisfaction level of their own Four Pillars of Destiny (Bazi) analysis data, which is then provided to the AI ​​Four Pillars of Destiny analysis server 100, so that it can be converted into big data.

[0108] Then, user terminals 200a, 200b, ..., 200n receive the Four Pillars of Destiny fortune-telling service by outputting the Four Pillars of Destiny fortune-telling data transmitted from the artificial intelligence Four Pillars of Destiny fortune-telling server 100 to their screens.

[0109] The user terminals 200a, 200b, ..., 200n are, for example, mobile terminals equipped with a Four Pillars of Destiny fortune-telling application, and are smart devices that allow for the free installation and deletion of applications, including, but not limited to, smartphones and tablet computers.

[0110] Here, the Four Pillars of Destiny fortune-telling app can be a smartphone application that is downloaded, installed, and executed from an app store server (not shown) such as the Play Store, or it can be a built-in application on the device.

[0111] Figure 4 is a flowchart showing a method for providing an artificial intelligence-based Four Pillars of Destiny fortune-telling service according to an embodiment of the present invention.

[0112] As shown in Figure 4, in the embodiment of the present invention, the AI ​​Four Pillars of Destiny fortune-telling service method first involves user terminals 200a, 200b, ..., 200n connecting to the AI ​​Four Pillars of Destiny fortune-telling server 100 via a wired / wireless network 300, and providing the AI ​​Four Pillars of Destiny fortune-telling server 100 with text data of personal information (date of birth, Chinese / Korean name, etc.), physiognomy, palm lines (palm reading) image data, and voice (voice reading) audio data for the purpose of fortune-telling using Four Pillars of Destiny and Nine Star Ki (S402).

[0113] The AI ​​Four Pillars of Destiny analysis server 100 outputs questions for correcting the starting point of the user's individual Four Pillars of Destiny to user terminals 200a, 200b, ..., 200n, and the user terminals respond to the questions (S404).

[0114] The aforementioned artificial intelligence Four Pillars of Destiny appraisal server 100, based on the input data and data obtained from question and answer sessions at user terminals 200a, 200b, ..., 200n, identifies a point in the Grand Cycle of the individual's Four Pillars of Destiny, forms an appraisal point at that point, and interprets the Nine Star Ki appraisal, physiognomy, palm lines (palmist), and voice (voice physiognomy) from the individual's Four Pillars of Destiny formed at that appraisal point, and outputs the Four Pillars of Destiny appraisal data to user terminals 200a, 200b, ..., 200n (S406).

[0115] Next, the artificial intelligence Four Pillars of Destiny pool server 100 integrates the Four Pillars of Destiny of people similar in relation to the Four Pillars of Destiny with the appraisal and analysis data, i.e., the Four Pillars of Destiny pool data, to obtain more data and analyze it (descriptive statistics and inferential statistics), improving accuracy through artificial intelligence (machine learning, deep learning) (S408).

[0116] Next, the AI ​​Four Pillars of Destiny fortune-telling server 100 enhances the user's understanding by outputting the analyzed data in text or voice via user terminals 200a, 200b, ..., 200n, utilizing a large-scale language model (LLM) and chat GPT (Programmable Physiognomy Test).

[0117] The aforementioned artificial intelligence Four Pillars of Destiny fortune-telling server 100 receives feedback from numerous user terminals 200a, 200b, ..., 200n regarding the accuracy and satisfaction level of the personal Four Pillars of Destiny fortune-telling data output so far (parts that were incorrect or unverifiable in the past and present), obtains feedback data on accuracy and satisfaction level, and proceeds to analyze the data generated at each of the aforementioned stages (descriptive statistics and inferential statistics) (S412).

[0118] Then, using the aforementioned big data, the final integrated Four Pillars of Destiny analysis data for each individual is obtained and output to user terminals 200a, 200b, ..., 200n (S414).

[0119] As discussed above, despite statistical significance that ensures objectivity from the perspective of Eastern philosophy, there are cases where it is simply considered superstition and misunderstood regarding the Four Pillars of Destiny.

[0120] Therefore, we will clarify that Four Pillars of Destiny is not a tool for accurately predicting an individual's past and present, nor is it a matter of religious belief. Instead, we will approach it as an objective statistical discipline (descriptive statistics, inferential statistics), and utilize artificial intelligence (machine learning, LLM, etc.) as a way to enhance its reliability.

[0121] When a user inputs text data corresponding to the core information of Four Pillars of Destiny—the year, month, day, and time of birth—the system outputs a perpetual calendar. Based on this outputted perpetual calendar, the system receives questions and answers to correct the starting point of the Grand Cycle, thereby improving accuracy.

[0122] When a subject uploads a facial photograph to the system (server) using a computer or mobile device, the system (server) analyzes their facial features. If both hands are photographed and uploaded to the system, the palm lines (palm lines) are analyzed.

[0123] The system reads a given text, and when this audio is uploaded to the system (server), the system can analyze the voice (voice quality) to improve accuracy.

[0124] We will construct a big data artificial intelligence system composed of diverse personal data from the past and present, and continuously collect data from this system to perform comprehensive analysis.

[0125] The system can also output the Four Pillars of Destiny (Bazi) readings for infants and toddlers. It combines basic Four Pillars of Destiny analysis with physiognomy and palmistry, but for infants and toddlers, when analyzing physiognomy, the system combines the current face with the faces of the biological parents, and the artificial intelligence predicts a specific stage in adulthood, analyzing the image based on that prediction.

[0126] By analyzing the big data, which is a compilation of all the aforementioned data, through artificial intelligence, an accurate Four Pillars of Destiny (fortune-telling) can be generated for each individual, and this big data can be used to continuously improve accuracy.

[0127] The technical concept of the present invention has been described above with reference to the attached drawings, but this is merely an illustrative description of preferred embodiments of the present invention and does not limit the present invention.

[0128] Furthermore, it is a fact that anyone with ordinary skill in this field can easily modify and imitate the present invention in various ways, as long as they do not deviate from the scope of the technical concept of the present invention. [Explanation of Symbols]

[0129] 100: Artificial Intelligence Four Pillars of Destiny Astrology Appraisal Device (Server) 101: Input / output section 102: Transceiver Unit 103: Data Collection Department 104: Question and Answer Session 105: Department of Four Pillars of Destiny Appraisal and Analysis 106: Artificial Intelligence Department 107: Big Data Department 108: Analysis Department 109: Preservation Department 112: User DB 114: Raw Data Database 116: Big Data Database 118: Appraisal / Analysis DB 200a, 200b, ... 200n: User terminals 300: Wired and wireless networks

Claims

1. (A) The data collection unit collects at least one of the following data: text data of Four Pillars of Destiny including date and time of birth for Four Pillars of Destiny analysis, text data of personal information including Chinese characters and Hangul names for Nine Star Ki analysis, image data of physiognomy and palm lines (palm reading), and audio data of voice (voice reading). (B) The text data of the Four Pillars of Destiny is used to output a perpetual calendar, and based on this outputted perpetual calendar, the question and answer section asks questions and answers in order to improve the accuracy of the Four Pillars of Destiny. (C) In the Four Pillars of Destiny Appraisal and Analysis Department, based on the data entered through the aforementioned data collection and question-and-answer session, an appraisal point is formed, and the individual's Four Pillars of Destiny formed at that appraisal point is interpreted using Nine Star Ki appraisal, physiognomy, palm lines (palmist), and voice (voice physiognomy), and the Four Pillars of Destiny appraisal data is output. (D) In ​​the Artificial Intelligence Department, the analysis is performed by integrating the Four Pillars of Destiny data of similar individuals related to the Four Pillars of Destiny with the Four Pillars of Destiny data from stage (C), and then analyzing it using descriptive statistics and inference statistics, utilizing artificial intelligence including machine learning or deep learning. (E) The artificial intelligence unit outputs the data analyzed using a large-scale language model (LLM) and chat GPT in text or voice (speech), (F) In the Big Data Department, feedback is received on the accuracy and satisfaction level of the Four Pillars of Destiny divination data, feedback data on accuracy and satisfaction level is obtained, and the large amount of data generated at each stage is combined to create big data. (G) The step of performing descriptive statistics and inferential statistics on the comprehensive big data, and using the big data to obtain and output individual integrated Four Pillars of Destiny appraisal data, The method of performing an artificial intelligence-based Four Pillars of Destiny (Bazi) reading, characterized in that, when the subject of the Four Pillars of Destiny reading is an infant, the basic Four Pillars of Destiny reading, physiognomy, and palmistry are combined, and when analyzing the physiognomy, the artificial intelligence predicts a specific period of adulthood by combining the current face with the faces of the biological parents, and analyzes the image.

2. A computing device, including at least a processor, transmits the Four Pillars of Destiny (Bazi) analysis data obtained through the analysis of the Four Pillars of Destiny to the user terminal, outputs a perpetual calendar based on the Four Pillars of Destiny information, and, based on this output perpetual calendar, analyzes the data based on the answers (question and answer) obtained through a questioning process in several stages in order to improve the accuracy of the Four Pillars of Destiny analysis. This data is then combined with physiognomy (image), palm lines - palmistry (image), voice / voice physiognomy (voice) data and the Four Pillars of Destiny of people with similar Four Pillars of Destiny, and analyzed using descriptive statistics and inference statistics. An artificial intelligence (AI) Four Pillars of Destiny analysis server, including machine learning or deep learning, is also used. The system includes a user terminal that connects to the aforementioned artificial intelligence Four Pillars of Destiny appraisal server via a wired or wireless network, inputs its own Four Pillars of Destiny information to answer questions, and outputs the transmitted Four Pillars of Destiny appraisal data to a screen to utilize the Four Pillars of Destiny appraisal service, The aforementioned artificial intelligence Four Pillars of Destiny (Bazi) analysis server receives feedback on the accuracy and satisfaction level of the Four Pillars of Destiny analysis data from numerous user terminals, obtains feedback data on accuracy and satisfaction, integrates this large amount of data into big data, analyzes it using descriptive statistics and inferential statistics, and ultimately uses this big data to obtain the individual's integrated Four Pillars of Destiny analysis data and transmits it to the user terminal. The aforementioned artificial intelligence-based Four Pillars of Destiny (Bazi) fortune-telling service system is characterized in that, when the subject of the Four Pillars of Destiny fortune-telling is an infant, the system combines basic Four Pillars of Destiny fortune-telling with physiognomy and palmistry, and when analyzing the physiognomy, the artificial intelligence combines the current face with the faces of the biological parents to predict a specific period of adulthood, and analyzes that image.

3. (a) The user terminal connects to the AI ​​Four Pillars of Destiny analysis server via a wired or wireless network and inputs text data of personal information including date and time of birth, Chinese and Hangul names, image data of physiognomy and palm lines (palm reading), and voice (voice reading) audio data for analysis of Four Pillars of Destiny and Nine Star Ki. (i) In the AI ​​Four Pillars of Destiny appraisal server, a perpetual calendar is output using the text data of the personal information, and based on this outputted perpetual calendar, questions are output to the user terminal to improve the accuracy of the Four Pillars of Destiny analysis, and the user terminal responds, (c) In the AI ​​Four Pillars of Destiny appraisal server, an appraisal point is formed based on the input data from stages (a) and (b), and the Nine Star Ki appraisal, physiognomy, palm lines (palm reading), and voice (voice reading) are deciphered from the individual's Four Pillars of Destiny formed at that appraisal point, and the Four Pillars of Destiny appraisal data is output to the user terminal. (e) In the AI-powered Four Pillars of Destiny analysis server, the Four Pillars of Destiny analysis data of people with similar Four Pillars of Destiny is integrated with the Four Pillars of Destiny analysis data, and the Four Pillars of Destiny of people with similar Four Pillars of Destiny is comprehensively analyzed using descriptive statistics and inferential statistics through artificial intelligence, along with physiognomy (image), palm lines - palmistry (image), and voice / voice physiognomy (voice) data. (e) The stage in which the AI ​​Four Pillars of Destiny analysis server utilizes a large-scale language model (LLM) and chat GPT to output the analyzed data as text or voice (speech) through the user terminal, (c) In the AI ​​Four Pillars of Destiny appraisal server, feedback on the accuracy and satisfaction level of the Four Pillars of Destiny appraisal data is received from a large number of user terminals, and feedback data on accuracy and satisfaction level is obtained. The data generated in each of the above stages is then combined into big data, and analysis is carried out using descriptive statistics and inferential statistics. (k) The process includes the step of using the aforementioned big data to ultimately obtain integrated Four Pillars of Destiny analysis data for an individual and outputting it to the user terminal, A method for providing an artificial intelligence-based Four Pillars of Destiny (Bazi) reading service, characterized in that, when the subject of the Four Pillars of Destiny reading is an infant, the basic Four Pillars of Destiny reading, physiognomy, and palmistry are combined, and when analyzing the physiognomy, the artificial intelligence predicts a specific period of adulthood by combining the current face with the faces of the biological parents, and analyzes the image.

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