CN106580668A - Method and system for formulating individualized meridian point health scheme - Google Patents
Method and system for formulating individualized meridian point health scheme Download PDFInfo
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61H—PHYSICAL THERAPY APPARATUS, e.g. DEVICES FOR LOCATING OR STIMULATING REFLEX POINTS IN THE BODY; ARTIFICIAL RESPIRATION; MASSAGE; BATHING DEVICES FOR SPECIAL THERAPEUTIC OR HYGIENIC PURPOSES OR SPECIFIC PARTS OF THE BODY
- A61H39/00—Devices for locating or stimulating specific reflex points of the body for physical therapy, e.g. acupuncture
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Abstract
The invention is based on the traditional Chinese medicine and computer data mining and machine learning technologies and discloses a method and a system for intelligently formulating a meridian point health scheme aiming at individual consumers. The method comprises the following main steps: establishing a traditional Chinese medicine data mining platform, performing information mining on classics of traditional Chinese medicine, extracting symptom and meridian point health information therein, and constructing a symptom differentiation database and a meridian point health rule database; differentiating and analyzing differentiation information such as channel tropism, yin-yang, deficiency and excess, cold and warm and the like of user symptoms according to the user symptom information by utilizing the symptom differentiation database; formulating a meridian point health scheme suitable for an individual consumer according to the differentiation information by utilizing the meridian point health rule database; and combining the user data and usage information, and training to improve the effectiveness of the scheme by utilizing a machine learning mechanism. According to the method disclosed by the invention, the traditional Chinese medicine and computer technologies are combined, the function of intelligently formulating the meridian point health scheme aiming at individual consumers is realized, and the scheme is very beneficial to daily life cultivation and health preservation of the individual consumers.
Description
Technical field
The present invention relates to the traditional Chinese medical science is information-based, computer data is excavated and machine learning field, more particularly to a kind of method and system for formulating ancient Chinese medical classics cave care plans in individuation.
Background technology
The health care of Jing caves is the important component part of Chinese medicine, and it is theoretical with acupuncture point based on the meridians in Traditional Chinese Medicine theory, using Opsonizing methods such as massage, hot compress, cold compress, scrape therapy, cups, realizes prevention and treatment of diseases daily to human body.The health care of Jing caves by stimulating the specific meridian point of human body, in function in conditioning, exciting human, can reach relax one's muscles, relieving fatigue, the effects such as adjust function of human body, improve human body immunity, be one of important means of popular daily health care.
With the continuous progress of science and technology, computer technology, the especially technology such as the data mining of artificial intelligence field, machine learning, the informationization of the traditional Chinese medical science is gradually introduced into, is objectified, come during standardized study, and achieve the achievement of stage, to computer technology is utilized, this realizes that systematicness specialization consolidation, the standardization of Jing caves care plans formulation and the intellectuality of Jing caves healthcare information provide condition.However, through literature query, there is no invention in this respect at present, more do not have to be directed to the system that individual consumer formulates Jing caves care plans.
The present invention is from artificial intelligence's angle:1) by building data mining subsystem, realize the systematicness standardization to the dialectical information of symptom in the classic of TCM and Jing caves healthcare information and arrange；2) based on the dialectical information of the symptom excavated and Jing caves healthcare information, with reference to computer technology, using mechanism of Machine Learning, realize the function of formulating Jing caves care plans intelligent to individual consumer.The system can be directed to individual consumer and intelligently formulate the Jing caves care plans for being conducive to user health, and system can both lift the professional of Jing caves health care, and can also improve the convenience that user uses, and application prospect is widely.
The content of the invention
The invention mainly solves the technical problem of providing a kind of method and system for formulating individuation Jing cave care plans, system can be directed to the Jing caves care plans that the intelligent formulation of individual consumer is conducive to health.
To solve above-mentioned technical problem, one aspect of the present invention main thought is：The symptom information of user is obtained using computer equipment；Using the knowledge base information excavated from the classic of TCM, user's symptom is carried out dialectical, and formulate suitable Jing caves care plans；Based on subscriber data and feedback information is used, using mechanism of Machine Learning, further optimize Jing caves care plans.
Particular content is as follows：System is made up of two big subsystems：1) data mining subsystem；2) Intelligent treatment subsystem, is specifically shown in Fig. 1.
Data mining subsystem function is：Using computer data digging technology, traditional Chinese medical science data mining platform is built, excavation extraction is carried out to information such as the symptom in the classic of TCM, dialectical and Jing caves, build the dialectical data base of symptom and Jing caves health care rule database.Two output modules of data mining subsystem, the i.e. dialectical data base of symptom and Jing caves health care rule database, will provide knowledge base support for Intelligent treatment subsystem.
Intelligent treatment subsystem function is：According to the subscriber data and symptom information that get, the dialectical data base of symptom provided using data mining subsystem and Jing caves health care rule database, it is that customer volume body is custom made with the Jing caves care plans beneficial to health.
The dialectical data-base recording of symptom common malaise symptoms and its Chinese medical discrimination information, including but not limited to return through, negative and positive, deficiency and excess, cold temperature information.Excavation of the structure of the dialectical data base of symptom based on traditional Chinese medical science data mining platform to the classic of TCM, the present invention are not limited to specific method for digging, and a kind of feasible excavation thinking is to adopt segmentation methods.
The following information of Jing caves health care rule database purchase：Meridians（Including but not limited to twelve regular channels, eight extra-channel）Attribute information, including but not limited to meridians trend, meridian function, cure mainly symptom, mutual relation；Acupuncture point（Acupuncture point and extra nerve points, i.e. points not mentioned in the ancient medical classics on above-mentioned meridians）Attribute information, including but not limited to positional information, function information, cure mainly information, compatibility information, classification information；And Jing caves health care fundamental rule, when including but not limited to acupuncture point compatibility rule, acupuncture point take, rule, Jing caves are mended and let out rule.Excavation of the structure of Jing caves health care rule database based on traditional Chinese medical science data mining platform to the classic of TCM.
Intelligent treatment subsystem, including such as lower module：
2-1) subscriber data typing module；
2-2) user's symptom typing module；
2-3) subscriber data and use information data base；
2-4) Chinese medical discrimination module；
2-5) Jing caves care plans formulate module；
2-6) intelligent optimization module；
2-7) Jing caves care plans selecting module；
2-8) user evaluates feedback typing module.
Subscriber data typing module utilizes computer equipment（Including but not limited to smart mobile phone, desk computer, tablet PC）, when user first logs into, record subscriber data.Subscriber data includes but is not limited to age, sex, height, body weight, occupation, history information.
User's symptom typing module utilizes computer equipment, obtains user's symptom information.The present invention is not limited to the concrete acquisition modes of user's symptom, and concrete acquisition modes can be adopted：Symptom is provided text menu is described for user's selection；Tongue fur is taken pictures, and additional tongue fur diagnostic module is realized；Face is taken pictures, and additional facial diagnosis module is realized；The lines of the hand are taken pictures, and additional lines of the hand diagnostic module is realized etc..
Subscriber data and use information data base, evaluate from subscriber data typing module, user's symptom typing module, Jing caves care plans selecting module and user and are input in feedback typing module.Set up archives to each user, store each use information of subscriber data and user, use information be including but not limited to intended for single use in user's symptom, Jing caves care plans, user evaluate the information such as feedback.
Chinese medical discrimination module, is input into from user's symptom typing module, subscriber data and use information data base and the dialectical data base of symptom.According to user when subscriber data in secondary symptom, and subscriber data and use information data base（The such as information such as age, medical history）, history use information, using the dialectical data base of symptom, determine the Chinese medical discrimination information of user's symptom.
Jing caves care plans formulate module, and the Jing caves health care rule database from Chinese medical discrimination module, data mining subsystem obtains input.According to the dialectical information of user's symptom of Chinese medical discrimination module output, using Jing caves health care rule database, it is determined that needing the meridians of conditioning, acupuncture point and required reinforcing and reducing situation, Different Rule is formulated（The including but not limited to conventional compatibility of acupuncture point compatibility rule, former network compatibility, five acupoint compatibilities, acupoint raise compatibility, conjunction compatibility of raising, Xi cave compatibility, crossing point compatibility, close cave compatibility, the exterior and the interior compatibility, proved recipe compatibility, acupoint selection time rule includes but is not limited to midnight-noon and ebb-flow doctrine, method of eight flight, eight methods of intelligent turtle）Under Jing caves care plans, Jing caves care plans are including but not limited to for Traditional Chinese health Opsonizing methods such as meridians, the massage at acupuncture point, hot compress, cold compress, scrape therapy, cups.
Intelligent optimization module is formulated module and subscriber data from Jing caves care plans and obtains input with use information data base, based on subscriber data, symptom information and use feedback information, planing machine study mechanism, the Jing caves care plans that Jing caves care plans are formulated with module formulation are optimized.The present invention does not limit specific machine learning method, and a kind of exemplary thinking is as follows：Subscriber data is classified with data in use information data base, i.e., similar symptom, the record that the age is similar, height and weight ratio is similar, medical history is similar is classified as similar, classify as training set.For every class situation, to comprehensive its frequency of usage of Jing caves care plans different in similar record and feedback information marking, divide higher than threshold value（Threshold value is predeterminable, accumulates with user record afterwards, repetitive exercise adjustment）Scheme it is preferential, to optimize the effectiveness that Jing caves care plans are formulated.
One or one group of Jing caves care plans after optimization are obtained from intelligent optimization module Jing cave care plans selecting module, is selected for user with menu-style, and the scheme information that user is selected is stored in subscriber data and use information data base.
User is using after scheme, staining effect information using after is submitted to into user and evaluates feedback typing module, user evaluates feedback typing module and information can be deposited into subscriber data and use information data base further, to provide intelligent optimization module more rich knowledge training storehouse.
The present invention combines the traditional Chinese medical science and computer technology, realize the function of formulating Jing caves care plans intelligent for individual consumer, the system improving professional and individual specific aim of Jing caves care plans, convenient for users to use, the daily health care to user is highly beneficial.
Description of the drawings.
Fig. 1, functional block diagram of the present invention.
Fig. 2, user of the present invention and System Operation Example An figure.
Specific embodiment：
With reference to Fig. 2 and specific embodiment, the present invention is expanded on further.Embodiment is interpreted as being merely to illustrate the present invention rather than limits the scope of the invention.
Illustrate from user perspective, coupling system division of operations step is as follows：
Step one：User uses computer equipment login system.In this example, we are illustrated by taking mobile phone as an example.After user is using mobile phone login, system will determine that whether user is new user, if user is the new user for first logging into, system enters subscriber data input interface, by essential informations such as user's age, sex, height, body weight, occupation, medical histories by subscriber data typing module stores access customer data and use information data base；If user is non-new user, step 2 is directly entered.
Step 2：System obtains user's symptom by user's symptom typing module.The present invention do not limit user's symptom typing mode, concrete typing mode has various, such as facial diagnosis, inspection of the tongue, diagnose by observing signs on a patient's palm, text menu select etc..For facial diagnosis, inspection of the tongue and mode is diagnosed by observing signs on a patient's palm, need to be taken pictures using mobile phone camera, and corresponding image procossing and intelligent analysis module.Here, we by taking text menu selection mode as an example provide the user symptom and select menu, allow user to select to be adapted to the symptom of oneself, such as flu, headache etc..Symptom selects menu be formulated according to the symptom information in the dialectical data base of symptom that structure is excavated from the classic of TCM（See Fig. 2）.
Step 3：On the one hand user's symptom is stored in subscriber data and use information data base by system；On the other hand symptom information is passed to into Chinese medical discrimination module.
Step 4：Chinese medical discrimination module with the dialectical data base of the symptom that structure is excavated from the classic of TCM as knowledge base, according to subscriber data in subscriber data and use information data base（Such as age, medical history etc.）, history use information, the information such as return through, deficiency and excess, negative and positive to user's symptom, cold temperature carries out dialectical, obtains the dialectical information of user's symptom.
Step 5：The dialectical information of user's symptom is passed to Jing caves care plans from Chinese medical discrimination module and formulates module.Jing caves care plans formulate the information that module receives following two modules：Chinese medical discrimination module and Jing caves health care rule database.Jing caves care plans formulate module according to the dialectical information of user obtained from Chinese medical discrimination module, the information such as such as return through, cold temperature, negative and positive, deficiency and excess, meridians and reinforcing and reducing situation that judgement need to be nursed one's health, then with Jing caves health care rule database as knowledge base, different meridians, acupuncture point and its Opsonizing method are selected according to different rules, a series of feasible Jing caves care plans are formulated.
Step 6：Jing caves care plans are formulated the Jing caves care plans of module formulation and are passed to intelligent optimization module, intelligent optimization module will be from subscriber data with use information data base, extract Jing caves care plans and its evaluation information that similar symptom is adopted, planing machine study mechanism, Jing caves care plans are carried out with further screening and optimizing, and by the Jing caves care plans after optimization（There may be multiple schemes）Pass to Jing caves care plans selecting module.This part, the present invention do not limit specific machine learning method, can be embodied as follows in this example：Subscriber data is classified with data in use information data base, similar symptom, the record that the age is similar, height and weight ratio is similar, medical history is similar are classified as similar, classification is used as training set, to comprehensive its frequency of usage of Jing caves care plans different in similar record and feedback information marking, divide higher than threshold value（Threshold value is predeterminable, accumulates with user record afterwards, repetitive exercise adjustment）Scheme it is preferential, to optimize the effectiveness that Jing caves care plans are formulated.
Step 7：One or more feasible programs after optimization are passed to Jing caves care plans selecting module by intelligent optimization module.Scheme is supplied to user to select with menu-style by Jing caves care plans selecting module, to determine final embodiment, and by final choice information record to subscriber data and use information data base.
Step 7：After user is by the scheme operation selected, the user provided by user's evaluation feedback typing module evaluates menu, gives this Jing caves care plans marking evaluation.This evaluation information is transmitted storage to subscriber data and use information data base by system automatically, and the experience storehouse of machine learning is done to supply intelligent optimization module.
Claims (14)
1. the invention discloses a kind of method and system for formulating individuation Jing cave care plans, can intelligently formulate the Jing caves care plans for being conducive to user health according to the symptom of individual consumer, it is characterised in that：It is made up of following two big subsystems,
1) data mining subsystem；
2) Intelligent treatment subsystem.
2. according to claim 1 1) data mining subsystem it is characterized in that：Using computer version digging technology, traditional Chinese medical science data mining platform is built, the information such as the symptom in the classic of TCM, dialectical and Jing caves are extracted, build the dialectical data base of symptom and Jing caves health care rule database.
3. according to claim 1 2) Intelligent treatment subsystem it is characterized in that：Information is provided according to user, 1) the dialectical data base of symptom of data mining subsystem offer and Jing caves health care rule database are provided, be that customer volume body is custom made with the Jing caves care plans beneficial to health.
4. according to claim 2, the dialectical data base of symptom is built, it is characterised in that：By traditional Chinese medical science data mining platform, human body malaise symptoms and its associated Chinese medical discrimination information data are extracted from the classic of TCM（Including but not limited to return through, negative and positive, deficiency and excess, cold temperature information）, set up the dialectical data base of symptom.
5. according to claim 2, Jing cave health care rule databases are built, it is characterised in that：By traditional Chinese medical science data mining platform, meridians are excavated from the classic of TCM（Including but not limited to twelve regular channels, eight extra-channel）The attribute information book of final entry, meridians attribute information include but is not limited to meridians trend, meridian function, cure mainly symptom, mutual relation；By traditional Chinese medical science data mining platform, acupuncture point is excavated from the classic of TCM（Acupuncture point and extra nerve points, i.e. points not mentioned in the ancient medical classics on above-mentioned meridians）The attribute information book of final entry, acupuncture point attribute information include but is not limited to positional information, function information, cure mainly information,
Compatibility information, classification information；And Jing caves health care fundamental rule is recorded, health care fundamental rule in Jing caves includes but is not limited to rule when acupuncture point compatibility rule, acupuncture point take, Jing caves and mends and let out rule.
6. 2) Intelligent treatment subsystem according to claim 1, it is characterised in that include such as lower module：
2-1) subscriber data typing module；
2-2) user's symptom typing module；
2-3) subscriber data and use information data base；
2-4) Chinese medical discrimination module；
2-5) Jing caves care plans formulate module；
2-6) intelligent optimization module；
2-7) Jing caves care plans selecting module；
2-8) user evaluates feedback typing module.
7. 2-1 according to claim 6) subscriber data typing module, it is characterised in that：Using computer equipment（Including but not limited to smart mobile phone, desk computer, tablet PC）When user first logs into, user's basic document is recorded, user's basic document includes but is not limited to age, sex, height, body weight, occupation, history information.
8. 2-2 according to claim 6) user's symptom typing module, it is characterised in that：Using computer equipment, user's symptom information is obtained, the present invention is not limited to the concrete acquisition modes of user's symptom, acquisition modes can be using for example：Symptom is provided text menu is described for user's selection；Tongue fur is taken pictures, and additional tongue fur diagnostic module is realized；Face is taken pictures, and additional facial diagnosis module is realized；The lines of the hand are taken pictures, and additional lines of the hand diagnostic module is realized etc..
9. 2-3 according to claim 6) subscriber data and use information data base, it is characterised in that：From 2-1) subscriber data typing module, 2-2) user's symptom typing module and 2-8) user is input in evaluating feedback typing module, archives are set up to each user, storage subscriber data and each use information of user, use information be including but not limited to intended for single use in user's symptom, Jing caves care plans, user evaluate the information such as feedback.
10. 2-4 according to claim 6) Chinese medical discrimination module, it is characterised in that：From 2-2) user's symptom typing module, 2-3) subscriber data and use information data base and the dialectical data base of the symptom in claim 3 be input into, according to user when secondary symptom, and subscriber data and subscriber data, history use information in use information data base, using the dialectical data base of symptom, the Chinese medical discrimination information of user's symptom is determined.
11. 2-5 according to claim 6) Jing caves care plans formulate module, it is characterised in that：From 2-4) Chinese medical discrimination module and the Jing caves health care rule database described in claim 4 obtain input, according to the Chinese medical discrimination information of user's symptom of Chinese medical discrimination module output, using Jing caves health care rule database, it is determined that needing the meridians of conditioning, acupuncture point and required reinforcing and reducing situation, Different Rule is formulated（The including but not limited to conventional compatibility of acupuncture point compatibility rule, former network compatibility, five acupoint compatibilities, acupoint raise compatibility, conjunction compatibility of raising, Xi cave compatibility, crossing point compatibility, close cave compatibility, the exterior and the interior compatibility, proved recipe compatibility, acupoint selection time rule includes but is not limited to midnight-noon and ebb-flow doctrine, method of eight flight, eight methods of intelligent turtle）Under Jing caves care plans, Jing caves care plans are including but not limited to for Traditional Chinese health Opsonizing methods such as meridians, the massage at acupuncture point, hot compress, cold compress, scrape therapy, cups.
2-6 described in 12. claim 6) intelligent optimization module, it is characterised in that：From
2-5) Jing caves care plans formulate module and 2-3)
Input is obtained in subscriber data and use information data base, based on subscriber data, symptom information and use feedback information, planing machine study mechanism, the Jing caves care plans that Jing caves care plans are formulated with module formulation are optimized, the present invention does not limit specific machine learning method, and a kind of exemplary thinking is as follows：Subscriber data is classified with data in use information data base, similar symptom, the record that the age is similar, height and weight ratio is similar, medical history is similar are classified as similar, classification is used as training set, to comprehensive its frequency of usage of Jing caves care plans different in similar record and feedback information marking, divide higher than threshold value（Threshold value is predeterminable, accumulates with user record afterwards, repetitive exercise adjustment）Scheme it is preferential, to optimize the effectiveness that Jing caves care plans are formulated.
2-7 described in 13. claim 6) Jing caves care plans selecting module, it is characterised in that：From 2-6) intelligent optimization module obtains one or one group of Jing caves care plans after optimization, selected for user with menu-style, and the scheme information that user is selected is stored in 2-3) subscriber data and use information data base.
14. 2-8 according to claim 6) user evaluates feedback typing module, it is characterised in that：Scheme works feedback information is obtained from user, and feedback information is stored in into 2-3) subscriber data and use information data base.
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| CN109172349A (en) * | 2018-10-18 | 2019-01-11 | 李靖 | A kind of intelligence massage therapy system and its physical therapy method |
| CN109659037A (en) * | 2018-12-29 | 2019-04-19 | 大连君煜信息技术有限公司 | The recommended method and device of regimen |
| CN111658291A (en) * | 2020-06-11 | 2020-09-15 | 四川大学华西医院 | Circulating cold compress device and method for orthopedic nursing |
| CN118319717A (en) * | 2024-06-14 | 2024-07-12 | 浙江强脑科技有限公司 | Control method and device for stimulating stomach vagus nerve based on vibration capsule |
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