WO2021182660A1 - Objective eight-constitution diagnosis system and method - Google Patents

Objective eight-constitution diagnosis system and method Download PDF

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Publication number
WO2021182660A1
WO2021182660A1 PCT/KR2020/003499 KR2020003499W WO2021182660A1 WO 2021182660 A1 WO2021182660 A1 WO 2021182660A1 KR 2020003499 W KR2020003499 W KR 2020003499W WO 2021182660 A1 WO2021182660 A1 WO 2021182660A1
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constitution
index
iris
correlation
objective
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PCT/KR2020/003499
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French (fr)
Korean (ko)
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최가혜
임영우
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주식회사 누베베
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    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H50/00ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
    • G16H50/20ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for computer-aided diagnosis, e.g. based on medical expert systems
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00Machine learning
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H10/00ICT specially adapted for the handling or processing of patient-related medical or healthcare data
    • G16H10/60ICT specially adapted for the handling or processing of patient-related medical or healthcare data for patient-specific data, e.g. for electronic patient records
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H50/00ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
    • G16H50/30ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for calculating health indices; for individual health risk assessment

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  • the present invention relates to an objective arm constitution diagnosis system and method, and more specifically, to a quantitative evaluation of iris indicators, heart rate variability and body composition analysis to evaluate autonomic nerve activity, It relates to an objective arm constitution diagnosis system and method that can objectively diagnose arm constitution through correlation.
  • Kwon Do-won of Korea classified humans into eight constitutions (Toeum, Soil, Mokeum, Mokyang, Masturbation, Suyang, Geumeum, Geumyang) according to the strength and weakness of the books in order to precisely classify acupuncture treatment through constitutional classification. It is also widely used in oriental medicine. Kwon Do-won's arm constitution is different from the Sasang constitution or there is a significant deviation.
  • the eight constitutions (8 constitutions) that are divided in this way have different physiology and pathological mechanisms.
  • jeok imbalance the congenital imbalance of the book function
  • hyperbalance the acquired pathology, that is, the state where the balance of the fossa imbalance is broken.
  • constitutional classification is primarily done through pulse pulse, but constitutional pulse assessment requires a long skillful process, and even an experienced oriental medical doctor's constitutional diagnosis is based on subjective evaluation of the pulse, so there is a problem with low objectivity. .
  • iris studies is a study that analyzes the innate characteristics and functional state of an individual through the analysis of the color or structural characteristics and changes of the iris, that is, the iris markers.
  • the iris marker does not change over time and reflects the genetic temperament, so there may be a relationship between the constitution and the iris.
  • the concept of balance and homeostasis of the autonomic nervous system may be related to constitution in that it is a change and regulation of human functions. This method is known to have relatively high reliability and reproducibility.
  • bioelectrical impedance analysis measures the resistance value (impedance) of the body by passing minute electric currents through the human body, and uses this to quantitatively measure the body water, minerals, body fat content, etc., which are components of the human body. Measuring and analyzing, the measurement method is simple and the measurement time is short, so it is widely used in clinical practice.
  • the present invention has been devised to solve these problems, and an object of the present invention is to use iris indicators that can be easily and simply quantitatively evaluated, heart rate variability and body composition analysis to evaluate autonomic nerve activity, iris indicators and biosignals according to arm constitution. It aims to provide an objective diagnosis system and method for the body constitution that can be objectively diagnosed through correlation with the body constitution and can be effectively used for treatment, food classification, and regimen according to each constitution.
  • An objective arm constitution diagnosis system includes: a user terminal of a user who requests a diagnosis of arm constitution and treatment, food classification, and regimen according to the diagnosis of the arm constitution; an arm constitution diagnosis server for objectively diagnosing a user's constitution according to a user's request of the user terminal and providing a customized prescription; And it is connected to the user terminal and the arm constitution diagnosis server through a network so that the arm constitution diagnosis server can objectively diagnose and provide customized prescription, and 8 constitutional pulse information, redness index, HRV information, body composition index information, and their correlations It is characterized in that it includes an objective data providing server that provides relationship information.
  • An objective method for diagnosing arm constitutions includes the steps of determining the validity of an 8 constitutional pulse for any one of the 8 constitutions transmitted through a pulse through an 8 constitutional pulse expert terminal;
  • the user's iris index received from the iris diagnosis expert terminal, the autonomic nerve activity of the autonomic nerve activity evaluation terminal, the user's body composition index received from the body composition index evaluation terminal, and the pulse received from the 8 constitutional pulse expert terminal It characterized in that it comprises the step of judging the validity of the results of the pulse by using the correlation of the redness index by constitution, autonomic nerve activity, body composition index, etc. by using the results.
  • the objective arm constitution diagnosis system and method uses iris indicators that can be easily and simply quantitatively evaluated, heart rate variability and body composition analysis to evaluate autonomic nerve activity, iris indicators and biosignals according to arm constitution. By diagnosing the body constitution objectively, it can be effectively used for treatment, food classification and regimen according to each constitution.
  • FIG. 1 is a schematic diagram of an objective arm constitution diagnosis system according to an embodiment of the present invention.
  • FIG. 2 is a block diagram illustrating the internal configuration of the objective arm constitution diagnosis server 100 of the objective arm constitution diagnosis system according to an embodiment of the present invention.
  • FIG. 3 is a block diagram illustrating the internal configuration of the objective data providing server 200 of the objective arm constitution diagnosis system according to an embodiment of the present invention.
  • FIG. 4 is a flowchart illustrating an objective arm constitution diagnosis method using an objective arm constitution diagnosis system according to an embodiment of the present invention.
  • FIG. 5 is a chart illustrating a method for examining the correlation between the iris index, body composition index, and HRV and the clinical characteristics of eight constitutions (Eight Constitution Medicine Type) in the objective arm constitution diagnosis method according to an embodiment of the present invention. .
  • FIG. 6 is a photograph showing an iris imaging method
  • FIG. 7 is a photograph showing the definition of ANWAR and PAR
  • FIG. 8 is a photograph showing markers of five iris constitutional analysis used to calculate or grade six iris parameters. am.
  • 9 to 12 are photographs showing NR in Geumyang constitution, TR in Geumeum constitution, lacunae in Mokyang constitution, and PD in soil constitution, respectively.
  • first, second, etc. are used to describe various elements, components, and/or sections, these elements, components, and/or sections are not limited by these terms. These terms are only used to distinguish one element, component, or sections from another. Accordingly, it goes without saying that the first element, the first element, or the first section mentioned below may be the second element, the second element, or the second section within the spirit of the present invention.
  • HRV heart rate variability for evaluating autonomic activity
  • BMI Body Mass Index
  • ANWR Autonomic Nerve Wreath Ratio
  • PAR pupil area ratio. (pupil area ratio)
  • ID is iris density
  • PD pigment dot
  • NR nerve ring
  • TR is toxic radii
  • TP Total Power
  • VLF Very Low Frequency
  • LF Low Frequency
  • HF High Frequency.
  • the arm constitution diagnosis server 100 objectively evaluates the user's constitution according to the user's request in the user terminal 10.
  • the 8 constitutional pulse information, Hongjae index, HRV information, body composition index information, and their correlation information collected from each objective data providing server 200 through the network 50 It is configured to generate objective arm constitution diagnosis information and provide it to the user terminal 10 through the network 50 .
  • the user terminal 10 may be a patient terminal that requires an objective arm constitution diagnosis, or may be an oriental medicine doctor terminal for accurately prescribing oriental medicine to the patient according to the objective arm constitution information.
  • the arm constitution diagnosis server 100 includes an information acquisition unit 110 that acquires iris index, body composition index, HRV, and pulse information of 8 constitutions from the user terminal 10 and the objective data providing server 200 .
  • the information generation unit 120 that determines the correlation between the information obtained through the information acquisition unit 110 and generates objective arm constitution diagnosis information with guaranteed objectivity, and the information generation unit 120
  • the objective information generated through ) is learned through the learning unit 150 to be described later, and the AI objective diagnosis unit 130 supporting the information generation unit 120 and the information generation unit 120 are generated through the A reclassification/correction unit 140 that reclassifies and corrects arm constitution information using the information provided by the AI objective diagnosis unit 130 for cases outside the statistical standard deviation range in the process of examining the objective validity of the information.
  • the information acquisition unit 110 the information generation unit 120 , the AI objective diagnosis unit 130 , and the database unit 170 for storing and registering information of the reclassification/correction unit 140 ) and a learning unit 150 for learning the information of the information generating unit 120 , the AI objective diagnosis unit 130 , and the reclassification/correction unit 140 .
  • the information generating unit 120 includes an 8 constitutional pulse validity review unit 121 that reviews the validity of the 8 constitutional pulse, an iris index/age correlation review unit 123 that reviews the correlation between the iris index and age, and the iris It may include an indicator/HRV correlation review unit 125 , a body composition index correlation review unit 127 for Hongjae index, and a correlation review unit 129 for each constitution.
  • the distribution by 8 constitutions is shown in the order of the frequency of soil, Mokyang, Geumeum, and Geumyang (similar to the distribution by 8 constitutions of subjects observed in the previous study of Jo and Kwon), with very few constitutions of Mokeum, Suyang, and Masturbation, and Toeum constitution. is not reported, the 8 constitutional pulse validity review unit 121 confirms the validity of the 8 constitutional pulse based on this statistical probability distribution standard.
  • the iris index / age correlation review unit 123 decreases PAR as the age of the entire subject increases, and PD increases. As age increases, PAR decreases, It can be judged that the validity is high when the PD increases.
  • the higher the ID the higher the LF/HF value, and the ID increases as the number of lacuna increases.
  • the Hongjae index body composition index correlation review unit 127 may determine that the greater the PAR, the greater the BMI, body weight, lean mass, and body fat mass.
  • the correlation review unit 129 for each constitution shows a positive correlation between NR and BMI in the Geumyang constitution, and a positive correlation between NR and skeletal muscle mass, body water, and weight in the Geumyang constitution, and ID and skeletal muscle mass in the Mokyang constitution. , a positive correlation with body water is shown, a negative correlation between PD and body fat percentage in soil constitution, and a positive correlation between PAR and lean body mass can be judged to be highly valid.
  • the correlation review unit 129 for each constitution shows a positive correlation between ID and LF/HF for Geumyang constitution, a positive correlation between TR and heart rate, and a negative correlation between PAR and LF/HF.
  • TR and LF/HF have a positive correlation
  • Mokyang constitution PAR, LF/HF and heart rate have a positive correlation
  • Geumyang constitution PAR and LF/HF have a negative correlation.
  • the AI objective diagnosis unit 130 learns the statistical probability information provided through the information generation unit 120 through the learning unit 150, but sets NR in the case of Geumyang and Geumeum constitution, and ID in the case of Mokyang constitution. In constitution, by judging PD as an index that can indicate the singularity of constitution, objectivity can be increased while reducing learning data.
  • the AI objective diagnosis unit 130 learns the statistical probability information provided through the information generation unit 120 through the learning unit 150, and 8 constitutional pulse information in case of deviation from the validity category, Using the Hongjae index, HRV information, body composition index information, and their correlation information, through the reclassification/correction unit 140, the reclassification operation and the correction operation are performed to determine Mokeum, Suyang, Masturbation, or exceptionally Toeum constitution The validity of the case can be increased.
  • the AI objective diagnosis unit 130 generally performs the iris index, body composition, and HRV analysis and the learning unit 150 for the case where the tendency of the results is different when the analysis is performed by dividing the constitution.
  • the information of the database unit 170 it is determined where to place the weights, so that the information generating unit 120 can provide more objective information through an objective diagnosis.
  • the AI objective diagnosis unit 130 shows that PAR and ANWR are important, and in the analysis of the iris index and HRV, there is an important correlation in LF/HF and HR
  • NR and TR are important in Geumyang and Geumeum in the analysis results by arm constitution, ID in Mokyang constitution, and PD in soil constitution, significant weighting factors are changed, and the reclassification/reporting
  • the government 140 may reclassify and correct it.
  • the AI objective diagnosis unit 130 allows the information generating unit 120 to learn the overall correlation analysis result and the significant index appearing for each constitution through the learning unit 150, so that the overall correlation analysis result and the significant index appearing for each constitution are significant.
  • the indicators are displayed differently, different iris indicators for each constitution may indicate a peculiarity of the constitution.
  • the AI objective diagnosis unit 130 causes the information generating unit 120 to change the autonomic nervous balance control differently because the autonomic nervous system responses are different when the two constitutions are at rest, even if different results are shown in some of the same indicators. Considering that it can be done, the diagnosis information of the arm constitution can be generated, and objectivity can be guaranteed based on big data.
  • the objective data providing server 200 shoots the iris, determines the parameters, generates an iris index by classifying each parameter, and the iris diagnosis expert terminal 210 that performs iris medical health diagnosis, and simply measures the heart rate variability.
  • the iris diagnosis expert terminal 210, the autonomic nerve activity evaluation terminal 230, the body composition index evaluation terminal 250, the 8 constitutional pulse expert terminal 270 and the objective arm constitution diagnosis in the objective data providing server 200 It may include a terminal communication unit 280 for controlling communication between the servers 100 and a terminal control unit 290 for controlling each of them.
  • the iris diagnosis expert terminal 210 includes an iris photographing unit 211 for photographing the iris, and a parameter determination unit 213 for determining a parameter for extracting medical information from the iris photographed by the iris photographing unit 211 . ), and the parameter-specific grade determination unit 215 that determines the parameter-specific grade that can provide meaningful medical information about the parameter, and the parameter-specific grade determination unit 215 according to the grade determined by the iris medically meaningful It may include an ANWR/PAR calculation unit 217 that calculates the ANWR and PAR (which will be described in detail later with reference to FIGS. 6 to 8 ).
  • the autonomic activity evaluation terminal 230 includes an HRV measuring unit 231 for measuring HRV and a parameter calculating unit 233 for calculating four frequency domain parameters using the HRV measured by the HRV measuring unit 231 . ) may be included.
  • the body composition index evaluation terminal 250 may include a BMI measurement unit 251 and a body composition index calculator 253 that calculates body composition indices using the BMI measurement information.
  • FIG. 4 is a flowchart illustrating an objective arm constitution diagnosis method using an objective arm constitution diagnosis system according to an embodiment of the present invention.
  • the objective arm constitution diagnosis method examines the validity of any one of the 8 constitutions transmitted by pulse through the 8 constitution pulse expert terminal 270 Received from the unit 121, it is determined whether the validity of the 8 constitutional pulse is within a statistical distribution range (S10).
  • any one of the transmitted constitutions is one of the distribution of 8 constitutions with high domestic statistical probability, such as Soil, Mokyang, Geumeum, and Geumyang constitutions
  • it is determined that the validity of the true pulse is high (S11)
  • S80 the objectivity is increased through the reclassification operation and the correction operation (S80), and it can be determined as an exceptional voice, yang, masturbation, or toeum constitution. have.
  • the iris index/age correlation review unit 123 uses the user age received through the user terminal 10 and the iris index characteristic received from the iris diagnosis expert terminal 210 to determine the age between the iris index and the age. A correlation may be determined (S20).
  • the iris index/age correlation review unit 123 can determine that there is validity when the PAR decreases and the PD increases as the age of the entire subject increases. and (S21), otherwise (S23), it is stored in the database unit 170 and the contents of the database unit 170 are learned through the AI objective diagnosis unit 130 and the learning unit 150, and the validity category in case of departure from It can be reclassified/corrected in consideration of the constitution through the reclassification/correction unit 140 (S70).
  • the redness index body composition index correlation review unit 127 uses the iris index characteristics received from the iris diagnosis expert terminal 210 and the body composition index received from the body composition index evaluation terminal 250 to determine the redness index and body composition. It may be determined whether the correlations of the indicators match (S30).
  • the Hongjae index body composition index correlation review unit 127 determines that the greater the PAR, the greater the BMI, body weight, lean mass, and body fat mass, and the larger the ANWR, the higher the validity is when the lean mass, body fat mass, and body fat percentage decrease (S31). , otherwise (S33), the database unit 170 stores it and learns the contents of the database unit 170 through the AI objective diagnosis unit 130 and the learning unit 150, and deviates from the validity category. about It can be reclassified/corrected in consideration of the constitution through the reclassification/correction unit 140 (S70).
  • the iris index/HRV correlation review unit 125 measures the iris index characteristics received from the iris diagnosis expert terminal 210 and the heart rate variability measurement unit 231 of the autonomic nerve activity evaluation terminal 230 . It can be determined whether the correlation between the iris index and the autonomic nerve activity is consistent with the autonomic nerve activity such as HRV calculated using the obtained heart rate variability (S40).
  • the higher the ID the higher the LF/HF value, and the ID increases as the number of lacuna increases.
  • the constitutional correlation review unit 129 includes the user's iris index received from the iris diagnosis expert terminal 210 , the autonomic nerve activity of the autonomic nerve activity evaluation terminal 230 , and the body composition index evaluation terminal 250 . ) and the user's body composition index received from the 8 constitutional pulse expert terminal 270, the correlation between the redness index for each constitution, autonomic nerve activity, body composition index, etc. can be reviewed (S50).
  • the correlation review unit 129 for each constitution shows a positive correlation between NR and BMI in the Geumyang constitution, and a positive correlation between NR and skeletal muscle mass, body water, and weight in the Geumyang constitution, and ID and skeletal muscle mass in the Mokyang constitution. , a positive correlation with body water is shown, a negative correlation between PD and body fat percentage in soil constitution, and a positive correlation between PAR and lean body mass can be judged to be highly valid (S51), and the constitution
  • the star correlation review unit 129 stores in the database unit 170 for the other case (S53) and learns the contents of the database unit 170 through the AI objective diagnosis unit 130 and the learning unit 150. Therefore, in case of deviation from the validity category, It can be reclassified/corrected in consideration of the constitution through the reclassification/correction unit 140 (S70).
  • the learning unit 150 learns the information stored in the database unit 170 with respect to the reclassified/corrected information in consideration of the constitution through the reclassification/correction unit 140 as described above, and the AI objective diagnosis unit (130) judges NR in the case of Geumyang and Geumeum constitution, ID in Mokyang constitution, and PD in soil constitution as an index that can indicate the singularity of constitution, reducing learning data and increasing objectivity.
  • the AI objective diagnosis unit 130 learns the statistical probability information provided through the information generation unit 120 through the learning unit 150, and 8 constitutional pulse information in case of deviation from the validity category, Using the Hongjae index, HRV information, body composition index information, and their correlation information, through the reclassification/correction unit 140, the reclassification operation and the correction operation are performed to determine Mokeum, Suyang, Masturbation, or exceptionally Toeum constitution The validity of the case can be increased.
  • the AI objective diagnosis unit 130 generally performs the iris index, body composition, and HRV analysis and the learning unit 150 for the case where the tendency of the results is different when the analysis is performed by dividing the constitution.
  • the information of the database unit 170 it is determined where to place the weights, so that the information generating unit 120 can provide more objective information through an objective diagnosis.
  • the AI objective diagnosis unit 130 shows that PAR and ANWR are important, and in the analysis of the iris index and HRV, there is an important correlation in LF/HF and HR
  • NR and TR are important in Geumyang and Geumeum in the analysis results by arm constitution, ID in Mokyang constitution, and PD in soil constitution, significant weighting factors are changed, and the reclassification/reporting
  • the government 140 may reclassify and correct it.
  • the AI objective diagnosis unit 130 allows the information generating unit 120 to learn the overall correlation analysis result and the significant index appearing for each constitution through the learning unit 150, so that the overall correlation analysis result and the significant index appearing for each constitution are significant.
  • the indicators are displayed differently, different iris indicators for each constitution may indicate a peculiarity of the constitution.
  • the AI objective diagnosis unit 130 causes the information generating unit 120 to change the autonomic nervous balance control differently because the autonomic nervous system responses are different when the two constitutions are at rest, even if different results are shown in some of the same indicators. Considering that it can be done, the diagnosis information of the arm constitution can be generated, and objectivity can be guaranteed based on big data.
  • the correlation between the iris index, body composition index, and HRV and the clinical characteristics of 8 constitutions is investigated.
  • the correlation between the iris index, body composition index, and HRV and the clinical characteristics of 8 constitutions is investigated.
  • FIG. 5 is a chart illustrating a method for examining the correlation between the iris index, body composition index, and HRV and the clinical characteristics of eight constitutions (Eight Constitution Medicine Type) in the objective arm constitution diagnosis method according to an embodiment of the present invention. .
  • the method of examining the correlation between the iris index, body composition index, and HRV and the clinical characteristics of 8 constitutions (Eight Constitution Medicine Type) in the objective arm constitution diagnosis method according to an embodiment of the present invention is February 20, 2018 Adult men and women who visited three oriental clinics in Seoul for 4 months from June 30, 2018 were recruited and surveyed for a total of 244 (40 men, 204 women, average 37.54 years ⁇ 8.50).
  • the clinical study subjects wore comfortable clothes and rested in a quiet room.
  • the iris imaging was performed after sitting toward the examiner at a predetermined position in front of the iris imaging machine.
  • 6 is a photograph showing an iris photographing method.
  • the iris camera is Dr. Camscope Pro LED (Sometech, Seoul, Korea) was used, and the length of the eyepiece was fixed at 65mm during iris photography to maintain a constant distance between the shooting lens (25x magnifying glass) and the iris. At this time, constant illumination was maintained by irradiating the iris with a continuous light source of 2000 lux (led lamp) while blocking external light. Since the large light reflection occurs for 0.2-0.5 seconds after light source stimulation, iris photography was taken 1 second after irradiating the continuous light source in order to minimize the large light reflection.
  • the captured images were saved in a certain size and format (960*720pixel, JPEG), and were analyzed using the measure tool of the Adobe photoshop program based on the six iris indices developed in previous studies.
  • the six iris indices are autonomic nerve wreath ratio (ANWR), pupil area ratio (PAR), iris density (ID), pigment dot (PD), and nerve ring (NR). ; consists of nerve ring, pain congestive gland (TR; toxic radii),
  • FIG. 7 is a photograph showing the definitions of ANWAR and PAR.
  • ANWAR means autonomic nerve wreath ratio
  • PAR means pupil area ratio
  • A represents the length of the Autonomic Nerve Wreath (ANW)
  • B means the length of the pupil including the length of the autonomic nerve ring
  • C includes the iris and pupil. It means the total length of the eye
  • D means the length of the pupil.
  • ANWAR is defined as A/B and PAR is defined as D/C.
  • Figure 8 shows the markers of the five iris constitutions used to calculate or grade the six iris parameters.
  • A indicates a lacuna or defect
  • B is a pigment spot (PD)
  • C is a nerve ring (NR)
  • D is an autonomic nerve area ratio (ANW)
  • E is a painful stasis line (TR).
  • iris density, pigment spots, nerve rings, and painful stasis were determined as four parameters, and significant grades were divided according to constitution for each parameter and shown in Table 1.
  • [Table 1] shows the classification of scales for iris density, pigment spots, neural rings, and toxic radii.
  • HRV was measured using a pulse wave tester (uBio Maccpa; UBIO Health Care, Suwon, Korea), and mean heart rate (HR) values were used through time domain analysis.
  • TP Total Power
  • VLF very low frequency
  • LF low frequency
  • HF high frequency
  • body mass index BMI
  • percent body fat percent body fat
  • total body water percent body fat
  • skeletal muscle mass percent body fat
  • fat free mass percent body fat
  • WHR waist-hip ratio
  • [Table 5] shows the human correlation between iris index, body mass index, and heart rate variability.
  • LF/HF is an index indicating the ratio of sympathetic and parasympathetic nerves, and increased LF/HF means dominance of the sympathetic nervous system.
  • NR and BMI were positively correlated, and in Geumyang constitution, NR and skeletal muscle mass, body water, and weight showed a positive correlation.
  • TR and heart rate showed a positive correlation. It is recognized that TR is caused by excessive contraction, relaxation, or prolonged fiber tension in the superficial iris fibers 11 . Therefore, an increase in TR can be inferred by hyperactivity of the sympathetic nervous system. PAR and LF/HF showed a negative correlation. In the Geum-eum constitution, a positive correlation between TR and LF/HF was found, suggesting a correlation between the increase of TR and the sympathetic nervous system as in the Geum-yang constitution. PAR, LF/HF, and heart rate showed a positive correlation in the shepherd's constitution. This is the opposite result of the negative correlation between PAR and LF/HF in Geumyang constitution. In soil constitution, a positive correlation was found between ID and LF/HF. This was the same as the result in Geumyang constitution.
  • [Table 14] shows the correlation between the Hongjae index, HRV, and BMI according to the 8 constitutions when analysis was performed by dividing the constitution.
  • 9 to 12 are photographs showing NR in Geumyang constitution, TR in Geumeum constitution, lacuna in Mokyang constitution, and PD in soil constitution, respectively.
  • the objective arm constitution diagnosis system and method uses iris indicators that can be easily and simply quantitatively evaluated, heart rate variability and body composition analysis to evaluate autonomic nerve activity, iris indicators and biosignals according to arm constitution. By diagnosing the body constitution objectively, it can be effectively used for treatment, food classification and regimen according to each constitution.

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Abstract

The present invention relates to an objective eight-constitution diagnosis system which can objectively diagnose the eight constitutions through correlation between an iris index and a biosignal according to the eight constitutions by using the quantitatively evaluable iris index, a heart rate variability that evaluates autonomic nerve activity, and body composition analysis. The system comprises: a user terminal to which a user requests eight-constitution diagnosis, and a treatment, food classification, and regimen according to the diagnosis; an eight-constitution diagnosis server for objectively diagnosing the user's constitution according to the user's request through the user's terminal and providing a customized prescription; and an objective data providing server connected to the user's terminal and the eight-constitution diagnosis server through a network and providing eight-constitution pulse information, an iris index, HRV information, body composition index information, and correlation information thereof, so as to enable the objective diagnosis and customized prescription by the eight-constitution diagnosis server.

Description

객관적인 팔체질 진단시스템 및 방법Objective arm constitution diagnosis system and method
본 발명은 객관적인 팔체질 진단시스템 및 방법에 관한 것으로, 보다 상세하게는 정량적으로 평가가능한 홍채지표, 자율신경 활성도를 평가하는 심박변이도 및 체성분 분석을 이용하여 팔체질에 따른 홍채지표와 생체 신호와의 상관성을 통해 객관적으로 팔체질을 진단할 수 있는 객관적인 팔체질 진단시스템 및 방법에 관한 것이다.The present invention relates to an objective arm constitution diagnosis system and method, and more specifically, to a quantitative evaluation of iris indicators, heart rate variability and body composition analysis to evaluate autonomic nerve activity, It relates to an objective arm constitution diagnosis system and method that can objectively diagnose arm constitution through correlation.
1960대 이후 한국의 권도원은 체질분류를 통하여 침치료를 정밀하게 하기 위하여 인간을 장부의 강약에 따라 팔체질(토음,토양,목음,목양,수음,수양,금음,금양)로 분류하였고, 현재도 한의학에서 널리 사용 중에 있다. 권도원의 팔체질은 사상체질과 다르거나 크게 편차가 있다.After the 1960s, Kwon Do-won of Korea classified humans into eight constitutions (Toeum, Soil, Mokeum, Mokyang, Masturbation, Suyang, Geumeum, Geumyang) according to the strength and weakness of the books in order to precisely classify acupuncture treatment through constitutional classification. It is also widely used in oriental medicine. Kwon Do-won's arm constitution is different from the Sasang constitution or there is a significant deviation.
이렇게 구분된 팔체질(8가지 체질)은 질병에 이환되는 생리, 병리의 기전도 달라 각 체질에 따라 치료법과 음식분류, 섭생법도 다르게 이루어진다. The eight constitutions (8 constitutions) that are divided in this way have different physiology and pathological mechanisms.
팔체질의학에서는 선천적 장부 기능의 불균형을 적불균형(適不均衡), 후천적인 병리상태, 즉 적불균형의 균형이 깨진 상태를 과불균형이라고 한다.In Eight Constitutional Medicine, the congenital imbalance of the book function is called jeok imbalance (適不均衡), and the acquired pathology, that is, the state where the balance of the fossa imbalance is broken is called hyperbalance.
자율신경 관점에서 팔체질에 따른 교감, 부교감신경의 활성도에 차이가 있다고 보고되었는데, 교감신경항진 체질군(금양, 금음, 수양, 수음)과 부교감신경항진 체질군(토양, 토음, 목양, 목음)이 그것이다 It has been reported that there is a difference in the activity of sympathetic and parasympathetic nerves according to the constitution of the arm from the point of view of the autonomic nervous system. this is it
팔체질의학에서 체질 분류는 일차적으로 맥진(脈診)을 통해 이루어지나, 체질맥진은 오랜 숙련과정이 필요하고, 숙련된 한의사의 체질진단이라도 맥진의 주관적인 평가에 근거하기 때문에 객관성이 떨어지는 문제점이 있다.In Pals constitutional medicine, constitutional classification is primarily done through pulse pulse, but constitutional pulse assessment requires a long skillful process, and even an experienced oriental medical doctor's constitutional diagnosis is based on subjective evaluation of the pulse, so there is a problem with low objectivity. .
한편, 홍채학은 홍채의 색상이나 구조적 특성 및 변화 즉 홍채 표지들의 분석을 통해 개인의 타고난 특성 및 기능적 상태를 분석하는 학문이다.On the other hand, iris studies is a study that analyzes the innate characteristics and functional state of an individual through the analysis of the color or structural characteristics and changes of the iris, that is, the iris markers.
홍채표지는 시간이 지남에 따라서 변화하지 않으며, 유전적 기질(temperament) 특성을 반영하므로 체질과 홍채간 연관성이 있을 수 있다. The iris marker does not change over time and reflects the genetic temperament, so there may be a relationship between the constitution and the iris.
또한, 자율신경계의 균형과 항상성이라는 개념은 인체 기능의 변화와 조절이라는 점에서 체질과 관련성이 있을 수 있으며, 심박변이도(Heart Rate Variability HRV)는 자율신경계의 기능을 비침습적이고 정량적으로 평가할 수 있는 방법으로, 신뢰성과 재현성이 비교적 높은 것으로 알려져 있다.In addition, the concept of balance and homeostasis of the autonomic nervous system may be related to constitution in that it is a change and regulation of human functions. This method is known to have relatively high reliability and reproducibility.
또한, 전기저항 측정식 체성분 분석(bioelectrical impedance analysis; BIA)은 인체에 미세한 전류들을 통과시켜 체내 저항 값(임피던스)을 측정하고 이것을 이용하여 인체를 구성하는 성분인 체수분, 무기질, 체지방량 등을 정량적으로 측정, 분석하는 것으로, 측정방법이 간단하고 측정시간이 짧기 때문에 임상에서 널리 이용되고 있다.In addition, bioelectrical impedance analysis (BIA) measures the resistance value (impedance) of the body by passing minute electric currents through the human body, and uses this to quantitatively measure the body water, minerals, body fat content, etc., which are components of the human body. Measuring and analyzing, the measurement method is simple and the measurement time is short, so it is widely used in clinical practice.
이와 같이 체질에 따른 자율신경, 홍채, 체성분의 특성 각각에 대해서는 보고되었으나, 이들간 연관성을 종합적으로 분석한 연구는 이루어지지 않았으며, 나아가, 팔체질에 대하여 숙련된 체질전문 한의사의 맥진을 통해 이루어지고, 팔체질의 객관성을 담보하기 위한 연구는 이뤄지지 않았다.As described above, each of the characteristics of autonomic nerve, iris, and body composition according to constitution has been reported, but a study that comprehensively analyzed the relationship between them has not been conducted. No research has been conducted to guarantee the objectivity of the body.
본 발명은 이러한 문제점을 해소하고자 안출된 것으로, 본 발명의 목적은 쉽고 간단하게 정량적으로 평가가능한 홍채지표, 자율신경 활성도를 평가하는 심박변이도 및 체성분 분석을 이용하여 팔체질에 따른 홍채지표와 생체 신호와의 상관성을 통해 객관적으로 팔체질을 진단하여, 각 체질에 따라 치료법과 음식분류, 섭생법에 효과적으로 이용할 수 있는 객관적인 팔체질 진단시스템 및 방법을 제공하는 것이다.The present invention has been devised to solve these problems, and an object of the present invention is to use iris indicators that can be easily and simply quantitatively evaluated, heart rate variability and body composition analysis to evaluate autonomic nerve activity, iris indicators and biosignals according to arm constitution. It aims to provide an objective diagnosis system and method for the body constitution that can be objectively diagnosed through correlation with the body constitution and can be effectively used for treatment, food classification, and regimen according to each constitution.
본 발명의 일 실시예에 다른 객관적인 팔체질 진단시스템은, 팔체질 진단 및 이에 따른 치료법과 음식분류, 섭생법을 요청하는 사용자의 사용자 단말; 상기 사용자 단말의 사용자의 요청에 따라 사용자 체질을 객관적으로 진단, 맞춤 처방을 하는 팔체질 진단서버; 및 상기 팔체질 진단서버가 객관적으로 진단, 맞춤처방할 수 있도록 상기 사용자 단말 및 상기 팔체질 진단서버와 네트워크를 통해 연결되며, 8체질 진맥정보, 홍재지표, HRV 정보, 체성분 지표 정보 및 이들의 상관관계 정보를 제공하는 객관적데이터제공서버를 포함하는 것을 특징으로 한다.An objective arm constitution diagnosis system according to an embodiment of the present invention includes: a user terminal of a user who requests a diagnosis of arm constitution and treatment, food classification, and regimen according to the diagnosis of the arm constitution; an arm constitution diagnosis server for objectively diagnosing a user's constitution according to a user's request of the user terminal and providing a customized prescription; And it is connected to the user terminal and the arm constitution diagnosis server through a network so that the arm constitution diagnosis server can objectively diagnose and provide customized prescription, and 8 constitutional pulse information, redness index, HRV information, body composition index information, and their correlations It is characterized in that it includes an objective data providing server that provides relationship information.
본 발명의 일 실시예에 다른 객관적인 팔체질 진단방법은, 8체질 진맥 전문가 단말을 통해서 진맥하여 전송된 8체질중 어느 하나의 체질에 대하여 8체질 진맥의 타당성을 판단하는 단계와, An objective method for diagnosing arm constitutions according to an embodiment of the present invention includes the steps of determining the validity of an 8 constitutional pulse for any one of the 8 constitutions transmitted through a pulse through an 8 constitutional pulse expert terminal;
사용자 단말을 통해 수신된 사용자 연령과, 상기 홍채 진단 전문가 단말로부터 수신된 홍채 지표 특성을 이용하여 홍채지표와 연령의 타당성을 판단하는 단계와, determining the validity of the iris index and age by using the user's age received through the user terminal and the iris index characteristic received from the iris diagnosis expert terminal;
상기 홍채 진단 전문가 단말로부터 수신된 홍채 지표 특성과, 체성분지수 평가단말로부터 수신된 체성분 지수를 이용하여 홍재지표와 체성분지표의 타당성을 판단하는 단계와, determining the validity of the iris index and the body composition index using the iris index characteristics received from the iris diagnosis expert terminal and the body composition index received from the body composition index evaluation terminal;
상기 홍채 진단 전문가 단말로부터 수신된 홍채 지표 특성과, 상기 심박변이도 측정부을 통해서 측정된 심박변이도를 이용하여 계산된 자율신경 활성도를 이용하여 홍채지표와 자율신경 활성도의 상관성을 이용하여 타당성을 판단하는 단계와, Determining validity by using the correlation between the iris index and autonomic activity by using the iris index characteristics received from the iris diagnosis expert terminal and the autonomic activity calculated using the heart rate variability measured by the heart rate variability measuring unit Wow,
상기 홍채 진단 전문가 단말로부터 수신된 사용자의 홍채지표와, 상기 자율신경 활성도 평가단말의 자율신경 활성도와, 상기 체성분지수 평가단말로부터 수신된 사용자의 체성분지수와, 상기 8체질 진맥 전문가 단말로부터 수신한 진맥 결과를 이용하여 체질별 홍재지표, 자율신경활성도, 체성분지수 등의 상관성을 이용하여 상기 진맥 결과의 타당성을 판단하는 단계를 포함하는 것을 특징으로 한다.The user's iris index received from the iris diagnosis expert terminal, the autonomic nerve activity of the autonomic nerve activity evaluation terminal, the user's body composition index received from the body composition index evaluation terminal, and the pulse received from the 8 constitutional pulse expert terminal It characterized in that it comprises the step of judging the validity of the results of the pulse by using the correlation of the redness index by constitution, autonomic nerve activity, body composition index, etc. by using the results.
본 발명의 일 실시예에 따른 객관적인 팔체질 진단시스템 및 방법은, 쉽고 간단하게 정량적으로 평가가능한 홍채지표, 자율신경 활성도를 평가하는 심박변이도 및 체성분 분석을 이용하여 팔체질에 따른 홍채지표와 생체 신호와의 상관성을 통해 객관적으로 팔체질을 진단하여, 각 체질에 따라 치료법과 음식분류, 섭생법에 효과적으로 이용할 수 있다.The objective arm constitution diagnosis system and method according to an embodiment of the present invention uses iris indicators that can be easily and simply quantitatively evaluated, heart rate variability and body composition analysis to evaluate autonomic nerve activity, iris indicators and biosignals according to arm constitution. By diagnosing the body constitution objectively, it can be effectively used for treatment, food classification and regimen according to each constitution.
도 1은 본 발명의 일 실시예에 따른 객관적인 팔체질 진단 시스템의 개략도이다.1 is a schematic diagram of an objective arm constitution diagnosis system according to an embodiment of the present invention.
도 2는 본 발명의 일 실시예에 따른 객관적인 팔체질 진단 시스템의 객관적인 팔체질 진단서버(100)의 내부 구성을 설명하는 블록도이다.2 is a block diagram illustrating the internal configuration of the objective arm constitution diagnosis server 100 of the objective arm constitution diagnosis system according to an embodiment of the present invention.
도 3은 본 발명의 일 실시예에 따른 객관적인 팔체질 진단 시스템의 객관적 데이터제공서버(200)의 내부 구성을 설명하는 블록도이다.3 is a block diagram illustrating the internal configuration of the objective data providing server 200 of the objective arm constitution diagnosis system according to an embodiment of the present invention.
도 4는 본 발명의 일 실시예에 따른 객관적인 팔체질 진단 시스템을 이용한 객관적인 팔체질 진단방법을 설명하는 플로우챠트이다. 4 is a flowchart illustrating an objective arm constitution diagnosis method using an objective arm constitution diagnosis system according to an embodiment of the present invention.
도 5는 본 발명의 일 실시예에 따른 객관적인 팔체질 진단방법에서 홍채 지표, 체성분 지수 및 HRV와 8체질의 임상특성(Eight Constitution Medicine Type)과의 상관관계성을 조사하는 방법을 설명하는 챠트이다. 5 is a chart illustrating a method for examining the correlation between the iris index, body composition index, and HRV and the clinical characteristics of eight constitutions (Eight Constitution Medicine Type) in the objective arm constitution diagnosis method according to an embodiment of the present invention. .
도 6는 홍채촬영방법을 나타내는 사진이고 도 7는 ANWAR 및 PAR의 정의를 나타내기 위한 사진이며, 도 8는 6개의 홍채 파라미터를 계산 또는 등급화하는데 사용된 5개의 홍체체질분석의 마커를 나타내는 사진이다.6 is a photograph showing an iris imaging method, FIG. 7 is a photograph showing the definition of ANWAR and PAR, and FIG. 8 is a photograph showing markers of five iris constitutional analysis used to calculate or grade six iris parameters. am.
도 9 내지 도 12는 각각 금양 체질에서의 NR, 금음 체질에서의 TR, 목양체질에서의 열공(lacunae), 토양체질에서의 PD를 나타내는 사진이다. 9 to 12 are photographs showing NR in Geumyang constitution, TR in Geumeum constitution, lacunae in Mokyang constitution, and PD in soil constitution, respectively.
본 발명의 이점 및 특징, 그리고 그것들을 달성하는 방법은 첨부되는 도면과 함께 상세하게 후술되어 있는 실시예들을 참조하면 명확해질 것이다. 그러나 본 발명은 이하에서 개시되는 실시예들에 한정되는 것이 아니라 서로다른 다양한 형태로 구현될 것이며, 단지 본 실시예들은 본 발명의 개시가 완전하도록 하며, 본 발명이 속하는 기술분야에서 통상의 지식을 가진 자에게 발명의 범주를 완전하게 알려주기 위해 제공되는 것이며, 본 발명은 청구항의 범주에 의해 정의될 뿐이다. 명세서 전체에 걸쳐 동일 참조 부호는 동일 구성 요소를 지칭한다.Advantages and features of the present invention and methods of achieving them will become apparent with reference to the embodiments described below in detail in conjunction with the accompanying drawings. However, the present invention is not limited to the embodiments disclosed below, but will be implemented in a variety of different forms, and only these embodiments allow the disclosure of the present invention to be complete, and common knowledge in the technical field to which the present invention belongs It is provided to fully inform the possessor of the scope of the invention, and the present invention is only defined by the scope of the claims. Like reference numerals refer to like elements throughout.
비록 제1, 제2 등이 다양한 소자, 구성요소 및/또는 섹션들을 서술하기 위해서 사용되나, 이들 소자, 구성요소 및/또는 섹션들은 이들 용어에 의해 제한되지 않음은 물론이다. 이들 용어들은 단지 하나의 소자, 구성요소 또는 섹션들을 다른 소자, 구성요소 또는 섹션들과 구별하기 위하여 사용하는 것이다. 따라서, 이하에서 언급되는 제1 소자, 제1 구성요소 또는 제1 섹션은 본 발명의 기술적 사상 내에서 제2 소자, 제2 구성요소 또는 제2 섹션일 수도 있음은 물론이다.It should be understood that although first, second, etc. are used to describe various elements, components, and/or sections, these elements, components, and/or sections are not limited by these terms. These terms are only used to distinguish one element, component, or sections from another. Accordingly, it goes without saying that the first element, the first element, or the first section mentioned below may be the second element, the second element, or the second section within the spirit of the present invention.
본 명세서에서 사용된 용어는 실시예들을 설명하기 위한 것이며 본 발명을 제한하고자 하는 것은 아니다. 본 명세서에서, 단수형은 문구에서 특별히 언급하지 않는 한 복수형도 포함한다. 명세서에서 사용되는 "포함한다(comprises)" 및/또는 "이루어지다(made of)"는 언급된 구성요소, 단계, 동작 및/또는 소자는 하나 이상의 다른 구성요소, 단계, 동작 및/또는 소자의 존재 또는 추가를 배제하지 않는다.The terminology used herein is for the purpose of describing the embodiments and is not intended to limit the present invention. As used herein, the singular also includes the plural unless specifically stated otherwise in the phrase. As used herein, "comprises" and/or "made of" refers to a referenced component, step, operation and/or element of one or more other components, steps, operations and/or elements. The presence or addition is not excluded.
다른 정의가 없다면, 본 명세서에서 사용되는 모든 용어(기술 및 과학적 용어를 포함)는 본 발명이 속하는 기술분야에서 통상의 지식을 가진 자에게 공통적으로 이해될 수 있는 의미로 사용될 수 있을 것이다. 또 일반적으로 사용되는 사전에 정의되어 있는 용어들은 명백하게 특별히 정의되어 있지 않는 한 이상적으로 또는 과도하게 해석되지 않는다.Unless otherwise defined, all terms (including technical and scientific terms) used herein may be used with the meaning commonly understood by those of ordinary skill in the art to which the present invention belongs. In addition, terms defined in a commonly used dictionary are not to be interpreted ideally or excessively unless clearly defined in particular.
이때, 명세서 전체에 걸쳐 동일 참조 부호는 동일 구성 요소를 지칭하며, 처리 흐름도 도면들의 각 구성과 흐름도 도면들의 조합들은 컴퓨터 프로그램 인스트럭션들에 의해 수행될 수 있음을 이해할 수 있을 것이다. 이들 컴퓨터 프로그램 인스트럭션들은 범용 컴퓨터, 특수용 컴퓨터 또는 기타 프로그램 가능한 데이터 프로세싱 장비의 프로세서에 탑재될 수 있으므로, 컴퓨터 또는 기타 프로그램 가능한 데이터 프로세싱 장비의 프로세서를 통해 수행되는 그 인스트럭션들이 흐름도 구성(들)에서 설명된 기능들을 수행하는 수단을 생성하게 된다.In this case, the same reference numerals refer to the same elements throughout the specification, and it will be understood that each configuration of the process flowchart drawings and combinations of the flowchart drawings may be performed by computer program instructions. These computer program instructions may be embodied on a processor of a general purpose computer, special purpose computer, or other programmable data processing equipment, such that the instructions performed by the processor of the computer or other programmable data processing equipment are not described in the flowchart configuration(s). It creates a means to perform functions.
또한, 몇 가지 대체 실시예들에서는 구성들에서 언급된 기능들이 순서를 벗어나서 발생하는 것도 가능함을 주목해야 한다. 예컨대, 잇달아 도시되어 있는 두 개의 구성들은 사실 실질적으로 동시에 수행되는 것도 가능하고 또는 그 구성들이 때때로 해당하는 기능에 따라 역순으로 수행되는 것도 가능하다.It should also be noted that in some alternative embodiments it is also possible for the functions recited in the configurations to occur out of order. For example, it is possible that two configurations shown one after another may in fact be performed substantially simultaneously, or that the configurations may sometimes be performed in the reverse order according to the corresponding function.
본 명세서에 있어서, HRV는 자율신경 활성도를 평가하는 심박변이도(Heart Rate Variability), BMI는 신체질량지수(Body Mass Index), ANWR은 자율신경환 면적비율(Autonomic Nerve Wreath Ratio), PAR은 동공 면적 비율(pupil area ratio), ID는 홍채 밀도(iris density), PD는 색소반점(pigment dot), NR은 신경링(nerve ring), TR은 통증울혈선(toxic radii), TP는 총파워(Total Power), VLF는 극저주파수(Very Low Frequency), LF는 저주파수(Low Frequency), HF는 고주파수(High frequency)를 의미한다. In the present specification, HRV is heart rate variability for evaluating autonomic activity, BMI is Body Mass Index, ANWR is Autonomic Nerve Wreath Ratio, and PAR is pupil area ratio. (pupil area ratio), ID is iris density, PD is pigment dot, NR is nerve ring, TR is toxic radii, TP is Total Power ), VLF stands for Very Low Frequency, LF stands for Low Frequency, and HF stands for High Frequency.
이하, 본 발명에 대하여 첨부된 도면에 따라 보다 상세히 설명한다.Hereinafter, the present invention will be described in more detail with reference to the accompanying drawings.
도 1에 도시된 바와 같이, 본 발명의 제 1 실시예에 따른 객관적인 팔체질 진단시스템(1)은, 사용자 단말(10)에서 사용자의 요청에 따라 팔체질 진단서버(100)가 사용자 체질을 객관적으로 진단, 맞춤 처방을 할 수 있도록 네트워크(50)를 통해 각각의 객관적데이터제공서버(200)로부터 수집된 8체질 진맥정보, 홍재지표, HRV 정보, 체성분 지표 정보 및 이들의 상관관계 정보를 이용하여 객관적인 팔체질 진단정보 생성하고, 이를 네트워크(50)를 통해 사용자 단말(10)에 제공하도록 구성된다.As shown in Fig. 1, in the objective arm constitution diagnosis system 1 according to the first embodiment of the present invention, the arm constitution diagnosis server 100 objectively evaluates the user's constitution according to the user's request in the user terminal 10. By using the 8 constitutional pulse information, Hongjae index, HRV information, body composition index information, and their correlation information collected from each objective data providing server 200 through the network 50, It is configured to generate objective arm constitution diagnosis information and provide it to the user terminal 10 through the network 50 .
여기서 사용자 단말(10)은 객관적인 팔체질 진단이 필요한 환자 단말일 수도 있고, 상기 환자에게 객관적인 팔체질 정보에 따라 정확한 한의학 처방을 하기 위한 한의사 단말일 수도 있다.Here, the user terminal 10 may be a patient terminal that requires an objective arm constitution diagnosis, or may be an oriental medicine doctor terminal for accurately prescribing oriental medicine to the patient according to the objective arm constitution information.
보다 구체적으로, 상기 팔체질 진단서버(100)는 상기 사용자 단말(10) 및 상기 객관적데이터제공서버(200)로부터 홍채 지표, 체성분 지수 및 HRV와 8체질의 진맥정보를 획득하는 정보획득부(110)와, 상기 정보획득부(110)를 통해 획득된 정보들 사이의 상관관계성을 판단하여 객관성이 보증된 객관적인 팔체질 진단정보를 생성하는 정보생성부(120)와, 상기 정보생성부(120)를 통해 생성된 객관적인 정보를 후술하는 학습부(150)를 통해 학습하고, 상기 정보생성부(120)를 지원하는 AI 객관적 진단부(130)와, 상기 정보생성부(120)를 통해서 생성된 정보의 객관적 타당성을 검토하는 과정에서 통계학적 표준편차 범위를 벗어난 경우에 대하여 상기 AI 객관적 진단부(130)에서 제공하는 정보를 이용하여 팔체질 정보를 재분류 및 보정하는 재분류/보정부(140)와, 상기 정보획득부(110), 상기 정보생성부(120)와, 상기 AI 객관적 진단부(130)와, 상기 재분류/보정부(140)의 정보를 저장 등록하는 데이터베이스부(170)와, 상기 정보생성부(120), 상기 AI 객관적 진단부(130), 상기 재분류/보정부(140)의 정보를 학습하기 위한 학습부(150)를 포함할 수 있다.More specifically, the arm constitution diagnosis server 100 includes an information acquisition unit 110 that acquires iris index, body composition index, HRV, and pulse information of 8 constitutions from the user terminal 10 and the objective data providing server 200 . ) and the information generation unit 120 that determines the correlation between the information obtained through the information acquisition unit 110 and generates objective arm constitution diagnosis information with guaranteed objectivity, and the information generation unit 120 The objective information generated through ) is learned through the learning unit 150 to be described later, and the AI objective diagnosis unit 130 supporting the information generation unit 120 and the information generation unit 120 are generated through the A reclassification/correction unit 140 that reclassifies and corrects arm constitution information using the information provided by the AI objective diagnosis unit 130 for cases outside the statistical standard deviation range in the process of examining the objective validity of the information. ), the information acquisition unit 110 , the information generation unit 120 , the AI objective diagnosis unit 130 , and the database unit 170 for storing and registering information of the reclassification/correction unit 140 ) and a learning unit 150 for learning the information of the information generating unit 120 , the AI objective diagnosis unit 130 , and the reclassification/correction unit 140 .
한편, 상기 정보생성부(120)는 8체질 진맥의 타당성을 검토하는 8체질 진맥 타당성 검토부(121)와, 홍채지표와 연령의 상관성을 검토하는 홍채지표/연령상관성 검토부(123), 홍채지표/HRV 상관성 검토부(125), 홍재지표 체성분지표 상관성 검토부(127)와, 체질별 상관성 검토부(129)를 포함할 수 있다.On the other hand, the information generating unit 120 includes an 8 constitutional pulse validity review unit 121 that reviews the validity of the 8 constitutional pulse, an iris index/age correlation review unit 123 that reviews the correlation between the iris index and age, and the iris It may include an indicator/HRV correlation review unit 125 , a body composition index correlation review unit 127 for Hongjae index, and a correlation review unit 129 for each constitution.
이후 자세히 설명하는 실험예를 통해서 알 수 있는 바와 같이, 내국인들의 As can be seen through the experimental example described in detail later, the
8체질별 분포는 토양, 목양, 금음, 금양의 빈도 순(기존의 조와 권의 연구에서 관찰된 피험자의 8체질 별 분포와 유사함)으로 나타나며, 목음, 수양, 수음 체질은 아주 적고, 토음 체질은 보고되지 않는 바, 상기 8체질 진맥 타당성 검토부(121)는 이러한 통계학적 확률분포 기준으로 8체질 진맥의 타당성을 확인한다.The distribution by 8 constitutions is shown in the order of the frequency of soil, Mokyang, Geumeum, and Geumyang (similar to the distribution by 8 constitutions of subjects observed in the previous study of Jo and Kwon), with very few constitutions of Mokeum, Suyang, and Masturbation, and Toeum constitution. is not reported, the 8 constitutional pulse validity review unit 121 confirms the validity of the 8 constitutional pulse based on this statistical probability distribution standard.
물론, 토양, 목양, 금음, 금양 체질로 판단하는 경우에 판단의 타당성이 높다는 것이지, 목음, 수양, 수음, 또는 예외적으로 토음체질인 경우를 제외하는 것은 아니다.Of course, the validity of the judgment is high when judging by soil, mogyang, geumeum, and geumyang constitutions, and does not exclude the case of mogeum, yangyang, masturbation, or exceptionally toeum constitution.
상기 홍채지표/연령상관성 검토부(123)는 연령과 홍채지표의 단순회귀분석에서 전체 대상자의 연령이 증가함에 따라 PAR은 감소하고, PD는 증가하는 바, 연령이 증가함에 따라 PAR은 감소하고, PD가 증가하는 경우에 타당성이 높다고 판단할 수 있다In the simple regression analysis of age and iris indices, the iris index / age correlation review unit 123 decreases PAR as the age of the entire subject increases, and PD increases. As age increases, PAR decreases, It can be judged that the validity is high when the PD increases.
상기 홍채지표/HRV 상관성 검토부(125)는 ID가 증가할수록 LF/HF 수치가 높고, ID는 열공(lacuna)의 개수가 많을수록 증가하며, PAR은 클수록 심박수가 증가하고, 반대로 PD가 많을수록 심박수는 감소하는 경우에 타당성이 높다고 판단할 수 있다In the iris index/HRV correlation review unit 125, the higher the ID, the higher the LF/HF value, and the ID increases as the number of lacuna increases. The larger the PAR, the higher the heart rate. If it decreases, it can be judged that the validity is high.
상기 홍재지표 체성분지표 상관성 검토부(127)는 PAR이 클수록 BMI, 체중, 제지방량, 체지방량이 증가하고, ANWR이 클수록 제지방량과 체지방량, 체지방률이 감소하는 경우 타당성이 높다고 판단할 수 있다. The Hongjae index body composition index correlation review unit 127 may determine that the greater the PAR, the greater the BMI, body weight, lean mass, and body fat mass.
상기 체질별 상관성 검토부(129)는 금양체질에서 NR과 BMI의 양의 상관관계가 나타나며, 금음체질에서 NR과 골격근량, 체수분, 체중에서 양의 상관관계가 나타나고, 목양체질에서 ID와 골격근량, 체수분과의 양의 상관관계가 나타나며, 토양체질에서 PD와 체지방률의 음의 상관관계를 나타내며, PAR과 제지방량과의 양의 상관관계를 나타내면 타당성이 높다고 판단할 수 있다.The correlation review unit 129 for each constitution shows a positive correlation between NR and BMI in the Geumyang constitution, and a positive correlation between NR and skeletal muscle mass, body water, and weight in the Geumyang constitution, and ID and skeletal muscle mass in the Mokyang constitution. , a positive correlation with body water is shown, a negative correlation between PD and body fat percentage in soil constitution, and a positive correlation between PAR and lean body mass can be judged to be highly valid.
또한, 상기 체질별 상관성 검토부(129)는 금양체질에 대해 ID와 LF/HF의 양의 상관관계를 나타내고, TR과 심박수는 양의 상관관계를, PAR과 LF/HF는 음의 상관관계를 나타내고, 금은 체질에 대해 TR과 LF/HF의 양의 상관관계가 목양체질에서는 PAR과 LF/HF 및 심박수가 양의 상관관계를, 금양체질에서 PAR과 LF/HF가 음의 상관관계를 나타내며, 토양체질에서는 ID와 LF/HF간 양의 상관관계를 나타내면 타당성이 높다고 판단할 수 있다.In addition, the correlation review unit 129 for each constitution shows a positive correlation between ID and LF/HF for Geumyang constitution, a positive correlation between TR and heart rate, and a negative correlation between PAR and LF/HF. In gold and silver constitution, TR and LF/HF have a positive correlation, in Mokyang constitution, PAR, LF/HF and heart rate have a positive correlation, and in Geumyang constitution, PAR and LF/HF have a negative correlation. , it can be judged that the validity is high if the positive correlation between ID and LF/HF is shown in the soil constitution.
상기 AI 객관적 진단부(130)는 상기 정보생성부(120)를 통해서 제공되는 통계적 확률 정보를 상기 학습부(150)를 통해 학습하되, 금양, 금음체질의 경우 NR을, 목양체질에서는 ID를 토양체질에서는 PD를 체질의 특이점을 나타낼 수 있는 지표로 판단하여 학습 데이터를 줄이면서도 객관성을 높일 수 있다.The AI objective diagnosis unit 130 learns the statistical probability information provided through the information generation unit 120 through the learning unit 150, but sets NR in the case of Geumyang and Geumeum constitution, and ID in the case of Mokyang constitution. In constitution, by judging PD as an index that can indicate the singularity of constitution, objectivity can be increased while reducing learning data.
또한, 상기 AI 객관적 진단부(130)는 상기 정보생성부(120)를 통해서 제공되는 통계적 확률 정보를 상기 학습부(150)를 통해 학습하여, 타당성 범주로부터 이탈한 경우에 대해서 8체질 진맥정보, 홍재지표, HRV 정보, 체성분 지표 정보 및 이들의 상관관계 정보를 이용하여 상기 재분류/보정부(140)를 통해 재분류작업과 보정 작업을 통해서 목음, 수양, 수음, 또는 예외적으로 토음체질로 판단하는 경우에 대한 타당성을 높일 수 있다.In addition, the AI objective diagnosis unit 130 learns the statistical probability information provided through the information generation unit 120 through the learning unit 150, and 8 constitutional pulse information in case of deviation from the validity category, Using the Hongjae index, HRV information, body composition index information, and their correlation information, through the reclassification/correction unit 140, the reclassification operation and the correction operation are performed to determine Mokeum, Suyang, Masturbation, or exceptionally Toeum constitution The validity of the case can be increased.
또한, 상기 AI 객관적 진단부(130)는 일반적으로 홍채지표와 체성분, HRV 분석을 시행했을 때와 체질을 구분하여서 분석을 시행한 때의 결과의 경향성이 다르게 나타나는 경우에 대해서 학습부(150)를 이용하여 데이터베이스부(170)의 정보를 이용하여 가중치를 어디에 두어야 할지 여부를 판단하여 객관적 진단을 통하여 정보생성부(120)에서 보다 객관적인 정보를 제공하게 할 수 있다.In addition, the AI objective diagnosis unit 130 generally performs the iris index, body composition, and HRV analysis and the learning unit 150 for the case where the tendency of the results is different when the analysis is performed by dividing the constitution. By using the information of the database unit 170, it is determined where to place the weights, so that the information generating unit 120 can provide more objective information through an objective diagnosis.
예를들어, 상기 AI 객관적 진단부(130)는 체질 구분 전에 홍채지표와 체성분지표를 분석한 결과, PAR과 ANWR이 중요하게 나타나고, 홍채지표와 HRV와의 분석에서 LF/HF와 HR에서 중요한 상관관계를 갖는 것으로 나타나지만, 팔체질별 분석 결과에서는 금양, 금음 체질에서는 NR과 TR이, 목양체질은 ID가 토양체질은 PD에서 중요한 상관관계를 나타내는 것을 고려하여 유의미한 가중치 요소를 달리하여 상기 재분류/보정부(140)로 하여금 재분류 및 보정할 수 있다.For example, as a result of analyzing the iris index and the body composition index before the classification of the constitution, the AI objective diagnosis unit 130 shows that PAR and ANWR are important, and in the analysis of the iris index and HRV, there is an important correlation in LF/HF and HR However, considering that NR and TR are important in Geumyang and Geumeum in the analysis results by arm constitution, ID in Mokyang constitution, and PD in soil constitution, significant weighting factors are changed, and the reclassification/reporting The government 140 may reclassify and correct it.
상기 AI 객관적 진단부(130)는 상기 정보 생성부(120)로 하여금 전체적인 상관성 분석 결과와 체질별로 나타나는 유의한 지표를 학습부(150)를 통해서 학습하게 하여 전체적인 상관성 분석 결과와 체질별로 나타나는 유의한 지표가 각각 다르게 나타난 경우에, 체질마다 다른 홍채지표가 체질의 특이점을 나타내게 할 수 있다. The AI objective diagnosis unit 130 allows the information generating unit 120 to learn the overall correlation analysis result and the significant index appearing for each constitution through the learning unit 150, so that the overall correlation analysis result and the significant index appearing for each constitution are significant. When the indicators are displayed differently, different iris indicators for each constitution may indicate a peculiarity of the constitution.
또한 상기 AI 객관적 진단부(130)는 상기 정보 생성부(120)로 하여금 일부 동일한 지표에서 다른 결과가 나타다더라도 두 체질의 안정시의 자율신경계의 반응이 다르게 나타나 체질적인 자율신경 균형 조절을 다르게 할 수 있다는 점을 고려하여 팔체질 진단 정보를 생성할 수 있으며, 이에 대해서도 빅데이터에 근거하여 객관성이 담보될 수 있다. In addition, the AI objective diagnosis unit 130 causes the information generating unit 120 to change the autonomic nervous balance control differently because the autonomic nervous system responses are different when the two constitutions are at rest, even if different results are shown in some of the same indicators. Considering that it can be done, the diagnosis information of the arm constitution can be generated, and objectivity can be guaranteed based on big data.
상기 객관적데이터제공서버(200)는 홍채를 촬영, 파라미터를 결정하고, 파라미터별 등급 분류하여 홍재지표를 생성, 홍채의학적 건강 진단을 진행하는 홍채 진단 전문가 단말(210)과, 간단히 심박변이도를 측정하여 자율신경 활성도를 평가하는 자율신경 활성도 평가단말(230)과, 체성분을 평가하기 위한 체성분지수 평가단말(250), 사용자에 대하여 진맥을 진행하여 8체질 분류를 진행하는 8체질 진맥 전문가 단말(270)과, 상기 객관적데이터제공서버(200)내 홍채 진단 전문가 단말(210), 자율신경 활성도 평가단말(230), 체성분지수 평가단말(250), 8체질 진맥 전문가 단말(270)과 상기 객관적 팔체질 진단서버(100) 사이의 통신을 제어하는 단말 통신부(280) 및 이들 각각을 제어하는 단말제어부(290)를 포함할 수 있다.The objective data providing server 200 shoots the iris, determines the parameters, generates an iris index by classifying each parameter, and the iris diagnosis expert terminal 210 that performs iris medical health diagnosis, and simply measures the heart rate variability. An autonomic nerve activity evaluation terminal 230 for evaluating autonomic activity, a body composition index evaluation terminal 250 for evaluating body composition, and an 8 constitutional pulse expert terminal 270 for categorizing 8 constitutions by conducting a pulse for the user And, the iris diagnosis expert terminal 210, the autonomic nerve activity evaluation terminal 230, the body composition index evaluation terminal 250, the 8 constitutional pulse expert terminal 270 and the objective arm constitution diagnosis in the objective data providing server 200 It may include a terminal communication unit 280 for controlling communication between the servers 100 and a terminal control unit 290 for controlling each of them.
상기 홍채 진단 전문가 단말(210)은 홍채를 촬영하는 홍채 촬영부(211)와, 상기 홍채 촬영부(211)에 의해서 촬영된 홍채로부터 의학적 정보를 추출할 수 있는 파라미터를 결정하는 파라미터 결정부(213)과, 상기 파라미터에 대해서 유의미한 의학적 정보를 제공할 수 있는 파라미터별 등급을 결정하는 파라미터별 등급 결정부(215) 및, 상기 파라미터별 등급 결정부(215)에 의해서 결정된 등급에 따라서 홍채의학적으로 의미가 있는 ANWR과 PAR(이후에 도 6 내지 도 8를 참조하여 상세히 설명함)을 계산하는 ANWR/PAR 계산부(217)를 포함할 수 있다. The iris diagnosis expert terminal 210 includes an iris photographing unit 211 for photographing the iris, and a parameter determination unit 213 for determining a parameter for extracting medical information from the iris photographed by the iris photographing unit 211 . ), and the parameter-specific grade determination unit 215 that determines the parameter-specific grade that can provide meaningful medical information about the parameter, and the parameter-specific grade determination unit 215 according to the grade determined by the iris medically meaningful It may include an ANWR/PAR calculation unit 217 that calculates the ANWR and PAR (which will be described in detail later with reference to FIGS. 6 to 8 ).
또한, 상기 자율신경 활성도 평가단말(230)은 HRV를 측정하는 HRV 측정부(231)와 상기 HRV 측정부(231)에서 측정된 HRV를 이용하여 4개의 주파수 도메인 파라미터를 계산하는 파라미터 계산부(233)을 포함할 수 있다.In addition, the autonomic activity evaluation terminal 230 includes an HRV measuring unit 231 for measuring HRV and a parameter calculating unit 233 for calculating four frequency domain parameters using the HRV measured by the HRV measuring unit 231 . ) may be included.
상기 체성분지수 평가단말(250)은 BMI 측정부(251)와 상기 BMI 측정 정보를 이용하여 신체 성분 지수들을 계산하는 신체성분지수 계산부(253)를 포함할 수 있다.The body composition index evaluation terminal 250 may include a BMI measurement unit 251 and a body composition index calculator 253 that calculates body composition indices using the BMI measurement information.
이제 도 4를 참조하여 본 발명의 일 실시예에 따른 객관적인 팔체질 진단 시스템을 이용한 객관적인 팔체질 진단방법을 설명한다.Now, an objective arm constitution diagnosis method using an objective arm constitution diagnosis system according to an embodiment of the present invention will be described with reference to FIG. 4 .
도 4는 본 발명의 일 실시예에 따른 객관적인 팔체질 진단 시스템을 이용한 객관적인 팔체질 진단방법을 설명하는 플로우챠트이다. 4 is a flowchart illustrating an objective arm constitution diagnosis method using an objective arm constitution diagnosis system according to an embodiment of the present invention.
도 4에 도시된 바와 같이, 본 발명의 일 실시예에 따른 객관적인 팔체질 진단방법은, 8체질 진맥 전문가 단말(270)을 통해서 진맥하여 전송된 8체질중 어느 하나의 체질을 8체질 진맥 타당성 검토부(121)에서 수신하여 8체질 진맥의 타당성을 통계분포 범위내인지 여부로 판단한다(S10).As shown in FIG. 4 , the objective arm constitution diagnosis method according to an embodiment of the present invention examines the validity of any one of the 8 constitutions transmitted by pulse through the 8 constitution pulse expert terminal 270 Received from the unit 121, it is determined whether the validity of the 8 constitutional pulse is within a statistical distribution range (S10).
상기 전송된 8체질중 어느 하나의 체질이 국내 통계적 확률이 높은 8체질별 분포인 토양, 목양, 금음, 금양 체질 중 하나이면 진맥의 타당성이 높다고 판단하고(S11), 그렇지 않은 경우에는(S13)는 상기 AI 객관적 진단부(130)와 상기 학습부(150)를 통해 데이터베이스부(170)의 내용을 학습하여, 타당성 범주로부터 이탈한 경우에 대해서 8체질 진맥정보, 홍재지표, HRV 정보, 체성분 지표 정보 및 이들의 상관관계 정보를 이용하여 상기 재분류/보정부(140)를 통해 재분류작업과 보정 작업을 통해서(S80) 객관성을 높여서 예외적인 목음, 수양, 수음, 또는 토음체질로 판단할 수 있다.If any one of the transmitted constitutions is one of the distribution of 8 constitutions with high domestic statistical probability, such as Soil, Mokyang, Geumeum, and Geumyang constitutions, it is determined that the validity of the true pulse is high (S11), otherwise (S13) learns the contents of the database unit 170 through the AI objective diagnosis unit 130 and the learning unit 150, and 8 constitutional pulse information, redness index, HRV information, body composition index Through the reclassification/correction unit 140 using the information and their correlation information, the objectivity is increased through the reclassification operation and the correction operation (S80), and it can be determined as an exceptional voice, yang, masturbation, or toeum constitution. have.
이어서, 상기 홍채지표/연령상관성 검토부(123)는 상기 사용자 단말(10)을 통해 수신된 사용자 연령과, 상기 홍채 진단 전문가 단말(210)로부터 수신된 홍채 지표 특성을 이용하여 홍채지표와 연령의 상관성을 판단할 수 있다(S20).Next, the iris index/age correlation review unit 123 uses the user age received through the user terminal 10 and the iris index characteristic received from the iris diagnosis expert terminal 210 to determine the age between the iris index and the age. A correlation may be determined (S20).
상기 홍채지표/연령상관성 검토부(123)는 전체 대상자의 연령이 증가함에 따라 PAR은 감소하고, PD는 증가하면 타당성이 있는 것으로 판단할 수 있으므로, 연령별 홍채지표 특성이 일치하면 타당성이 있는 것으로 판단하고(S21), 그렇지 않은 경우에(S23) 데이터베이스부(170)에 저장하고 상기 AI 객관적 진단부(130)와 상기 학습부(150)를 통해 데이터베이스부(170)의 내용을 학습하여, 타당성 범주로부터 이탈한 경우에 대해서 재분류/보정부(140)를 통하여 체질을 고려하여 재분류/보정할 수 있다(S70).The iris index/age correlation review unit 123 can determine that there is validity when the PAR decreases and the PD increases as the age of the entire subject increases. and (S21), otherwise (S23), it is stored in the database unit 170 and the contents of the database unit 170 are learned through the AI objective diagnosis unit 130 and the learning unit 150, and the validity category in case of departure from It can be reclassified/corrected in consideration of the constitution through the reclassification/correction unit 140 (S70).
이어서, 상기 홍재지표 체성분지표 상관성 검토부(127)는 상기 홍채 진단 전문가 단말(210)로부터 수신된 홍채 지표 특성과, 상기 체성분지수 평가단말(250)로부터 수신된 체성분 지수를 이용하여 홍재지표와 체성분지표의 상관성이 일치하는지 여부를 판단할 수 있다(S30).Next, the redness index body composition index correlation review unit 127 uses the iris index characteristics received from the iris diagnosis expert terminal 210 and the body composition index received from the body composition index evaluation terminal 250 to determine the redness index and body composition. It may be determined whether the correlations of the indicators match (S30).
상기 홍재지표 체성분지표 상관성 검토부(127)는 PAR이 클수록 BMI, 체중, 제지방량, 체지방량이 증가하고, ANWR이 클수록 제지방량과 체지방량, 체지방률이 감소하는 경우 타당성이 높다고 판단할 수 있으며(S31), 그렇지 않은 경우에(S33) 데이터베이스부(170)에 저장하고 상기 AI 객관적 진단부(130)와 상기 학습부(150)를 통해 데이터베이스부(170)의 내용을 학습하여, 타당성 범주로부터 이탈한 경우에 대해서 재분류/보정부(140)를 통하여 체질을 고려하여 재분류/보정할 수 있다(S70).The Hongjae index body composition index correlation review unit 127 determines that the greater the PAR, the greater the BMI, body weight, lean mass, and body fat mass, and the larger the ANWR, the higher the validity is when the lean mass, body fat mass, and body fat percentage decrease (S31). , otherwise (S33), the database unit 170 stores it and learns the contents of the database unit 170 through the AI objective diagnosis unit 130 and the learning unit 150, and deviates from the validity category. about It can be reclassified/corrected in consideration of the constitution through the reclassification/correction unit 140 (S70).
이어서, 상기 홍채지표/HRV 상관성 검토부(125)는 상기 홍채 진단 전문가 단말(210)로부터 수신된 홍채 지표 특성과, 상기 자율신경 활성도 평가단말(230)의 심박변이도 측정부(231)을 통해서 측정된 심박변이도를 이용하여 계산된 HRV 등 자율신경 활성도를 이용하여 홍채지표와 자율신경 활성도가 상관성이 일치하는 여부를 판단할 수 있다(S40).Next, the iris index/HRV correlation review unit 125 measures the iris index characteristics received from the iris diagnosis expert terminal 210 and the heart rate variability measurement unit 231 of the autonomic nerve activity evaluation terminal 230 . It can be determined whether the correlation between the iris index and the autonomic nerve activity is consistent with the autonomic nerve activity such as HRV calculated using the obtained heart rate variability (S40).
상기 홍채지표/HRV 상관성 검토부(125)는 ID가 증가할수록 LF/HF 수치가 높고, ID는 열공(lacuna)의 개수가 많을수록 증가하며, PAR은 클수록 심박수가 증가하고, 반대로 PD가 많을수록 심박수는 감소하는 경우에 타당성이 높다고 판단할 수 있으며(S41), 그렇지 않은 경우에(S43) 데이터베이스부(170)에 저장하고 상기 AI 객관적 진단부(130)와 상기 학습부(150)를 통해 데이터베이스부(170)의 내용을 학습하여, 타당성 범주로부터 이탈한 경우에 대해서 재분류/보정부(140)를 통하여 체질을 고려하여 재분류/보정할 수 있다(S70).In the iris indicator/HRV correlation review unit 125, the higher the ID, the higher the LF/HF value, and the ID increases as the number of lacuna increases. The larger the PAR, the higher the heart rate. If it decreases, it can be determined that the validity is high (S41), and if not (S43), it is stored in the database unit 170, and the database unit ( 170) for the case of deviating from the validity category by learning the contents of It can be reclassified/corrected in consideration of the constitution through the reclassification/correction unit 140 (S70).
최종적으로, 상기 체질별 상관성 검토부(129)는 상기 홍채 진단 전문가 단말(210)로부터 수신된 사용자의 홍채지표와, 자율신경 활성도 평가단말(230)의 자율신경 활성도와, 체성분지수 평가단말(250)로부터 수신된 사용자의 체성분지수와, 상기 8체질 진맥 전문가 단말(270)로부터 수신한 진맥 결과를 이용하여 체질별 홍재지표, 자율신경활성도, 체성분지수 등의 상관성을 검토할 수 있다(S50).Finally, the constitutional correlation review unit 129 includes the user's iris index received from the iris diagnosis expert terminal 210 , the autonomic nerve activity of the autonomic nerve activity evaluation terminal 230 , and the body composition index evaluation terminal 250 . ) and the user's body composition index received from the 8 constitutional pulse expert terminal 270, the correlation between the redness index for each constitution, autonomic nerve activity, body composition index, etc. can be reviewed (S50).
상기 체질별 상관성 검토부(129)는 금양체질에서 NR과 BMI의 양의 상관관계가 나타나며, 금음체질에서 NR과 골격근량, 체수분, 체중에서 양의 상관관계가 나타나고, 목양체질에서 ID와 골격근량, 체수분과의 양의 상관관계가 나타나며, 토양체질에서 PD와 체지방률의 음의 상관관계를 나타내며, PAR과 제지방량과의 양의 상관관계를 나타내면 타당성이 높다고 판단할 수 있으며(S51), 상기 체질별 상관성 검토부(129)는 그렇지 않은 경우에 대해서(S53) 데이터베이스부(170)에 저장하고 상기 AI 객관적 진단부(130)와 상기 학습부(150)를 통해 데이터베이스부(170)의 내용을 학습하여, 타당성 범주로부터 이탈한 경우에 대해서 재분류/보정부(140)를 통하여 체질을 고려하여 재분류/보정할 수 있다(S70).The correlation review unit 129 for each constitution shows a positive correlation between NR and BMI in the Geumyang constitution, and a positive correlation between NR and skeletal muscle mass, body water, and weight in the Geumyang constitution, and ID and skeletal muscle mass in the Mokyang constitution. , a positive correlation with body water is shown, a negative correlation between PD and body fat percentage in soil constitution, and a positive correlation between PAR and lean body mass can be judged to be highly valid (S51), and the constitution The star correlation review unit 129 stores in the database unit 170 for the other case (S53) and learns the contents of the database unit 170 through the AI objective diagnosis unit 130 and the learning unit 150. Therefore, in case of deviation from the validity category, It can be reclassified/corrected in consideration of the constitution through the reclassification/correction unit 140 (S70).
또한, 상기 학습부(150)는 이와 같이 상기 재분류/보정부(140)를 통해서 체질을 고려하여 재분류/보정된 정보에 대하여 데이터베이스부(170)에 저장된 정보를 학습하여 상기 AI 객관적 진단부(130)가 금양, 금음체질의 경우 NR을, 목양체질에서는 ID를, 토양체질에서는 PD를 체질의 특이점을 나타낼 수 있는 지표로 판단하여 학습 데이터를 줄이면서도 객관성을 높여서 판단하게 할 수도 있다.In addition, the learning unit 150 learns the information stored in the database unit 170 with respect to the reclassified/corrected information in consideration of the constitution through the reclassification/correction unit 140 as described above, and the AI objective diagnosis unit (130) judges NR in the case of Geumyang and Geumeum constitution, ID in Mokyang constitution, and PD in soil constitution as an index that can indicate the singularity of constitution, reducing learning data and increasing objectivity.
또한, 상기 AI 객관적 진단부(130)는 상기 정보생성부(120)를 통해서 제공되는 통계적 확률 정보를 상기 학습부(150)를 통해 학습하여, 타당성 범주로부터 이탈한 경우에 대해서 8체질 진맥정보, 홍재지표, HRV 정보, 체성분 지표 정보 및 이들의 상관관계 정보를 이용하여 상기 재분류/보정부(140)를 통해 재분류작업과 보정 작업을 통해서 목음, 수양, 수음, 또는 예외적으로 토음체질로 판단하는 경우에 대한 타당성을 높일 수 있다.In addition, the AI objective diagnosis unit 130 learns the statistical probability information provided through the information generation unit 120 through the learning unit 150, and 8 constitutional pulse information in case of deviation from the validity category, Using the Hongjae index, HRV information, body composition index information, and their correlation information, through the reclassification/correction unit 140, the reclassification operation and the correction operation are performed to determine Mokeum, Suyang, Masturbation, or exceptionally Toeum constitution The validity of the case can be increased.
또한, 상기 AI 객관적 진단부(130)는 일반적으로 홍채지표와 체성분, HRV 분석을 시행했을 때와 체질을 구분하여서 분석을 시행한 때의 결과의 경향성이 다르게 나타나는 경우에 대해서 학습부(150)를 이용하여 데이터베이스부(170)의 정보를 이용하여 가중치를 어디에 두어야 할지 여부를 판단하여 객관적 진단을 통하여 정보생성부(120)에서 보다 객관적인 정보를 제공하게 할 수 있다.In addition, the AI objective diagnosis unit 130 generally performs the iris index, body composition, and HRV analysis and the learning unit 150 for the case where the tendency of the results is different when the analysis is performed by dividing the constitution. By using the information of the database unit 170, it is determined where to place the weights, so that the information generating unit 120 can provide more objective information through an objective diagnosis.
예를들어, 상기 AI 객관적 진단부(130)는 체질 구분 전에 홍채지표와 체성분지표를 분석한 결과, PAR과 ANWR이 중요하게 나타나고, 홍채지표와 HRV와의 분석에서 LF/HF와 HR에서 중요한 상관관계를 갖는 것으로 나타나지만, 팔체질별 분석 결과에서는 금양, 금음 체질에서는 NR과 TR이, 목양체질은 ID가 토양체질은 PD에서 중요한 상관관계를 나타내는 것을 고려하여 유의미한 가중치 요소를 달리하여 상기 재분류/보정부(140)로 하여금 재분류 및 보정할 수 있다.For example, as a result of analyzing the iris index and the body composition index before the classification of the constitution, the AI objective diagnosis unit 130 shows that PAR and ANWR are important, and in the analysis of the iris index and HRV, there is an important correlation in LF/HF and HR However, considering that NR and TR are important in Geumyang and Geumeum in the analysis results by arm constitution, ID in Mokyang constitution, and PD in soil constitution, significant weighting factors are changed, and the reclassification/reporting The government 140 may reclassify and correct it.
상기 AI 객관적 진단부(130)는 상기 정보 생성부(120)로 하여금 전체적인 상관성 분석 결과와 체질별로 나타나는 유의한 지표를 학습부(150)를 통해서 학습하게 하여 전체적인 상관성 분석 결과와 체질별로 나타나는 유의한 지표가 각각 다르게 나타난 경우에, 체질마다 다른 홍채지표가 체질의 특이점을 나타내게 할 수 있다. The AI objective diagnosis unit 130 allows the information generating unit 120 to learn the overall correlation analysis result and the significant index appearing for each constitution through the learning unit 150, so that the overall correlation analysis result and the significant index appearing for each constitution are significant. When the indicators are displayed differently, different iris indicators for each constitution may indicate a peculiarity of the constitution.
또한 상기 AI 객관적 진단부(130)는 상기 정보 생성부(120)로 하여금 일부 동일한 지표에서 다른 결과가 나타다더라도 두 체질의 안정시의 자율신경계의 반응이 다르게 나타나 체질적인 자율신경 균형 조절을 다르게 할 수 있다는 점을 고려하여 팔체질 진단 정보를 생성할 수 있으며, 이에 대해서도 빅데이터에 근거하여 객관성이 담보될 수 있다. In addition, the AI objective diagnosis unit 130 causes the information generating unit 120 to change the autonomic nervous balance control differently because the autonomic nervous system responses are different when the two constitutions are at rest, even if different results are shown in some of the same indicators. Considering that it can be done, the diagnosis information of the arm constitution can be generated, and objectivity can be guaranteed based on big data.
이제 도 5를 참조하여 본 발명의 일 실시예에 따른 객관적인 팔체질 진단방법에서 홍채 지표, 체성분 지수 및 HRV와 8체질의 임상특성(Eight Constitution Medicine Type)과의 상관관계성을 조사하는 방법에 대해서 설명한다.Now, with reference to FIG. 5 , in the objective arm constitution diagnosis method according to an embodiment of the present invention, the correlation between the iris index, body composition index, and HRV and the clinical characteristics of 8 constitutions (Eight Constitution Medicine Type) is investigated. Explain.
도 5는 본 발명의 일 실시예에 따른 객관적인 팔체질 진단방법에서 홍채 지표, 체성분 지수 및 HRV와 8체질의 임상특성(Eight Constitution Medicine Type)과의 상관관계성을 조사하는 방법을 설명하는 챠트이다. 5 is a chart illustrating a method for examining the correlation between the iris index, body composition index, and HRV and the clinical characteristics of eight constitutions (Eight Constitution Medicine Type) in the objective arm constitution diagnosis method according to an embodiment of the present invention. .
<실험예><Experimental example>
본 발명의 일 실시예에 따른 객관적인 팔체질 진단방법에서 홍채 지표, 체성분 지수 및 HRV와 8체질의 임상특성(Eight Constitution Medicine Type)과의 상관관계성을 조사하는 방법은, 2018년 2월 20일부터 2018년 6월 30일까지 4개월간 서울 소재 3곳의 한의원에 내원한 성인 남녀를 모집하여 총 244명 (남자 40명, 여자 204 명, 평균 37.54세±8.50)에 대해서 조사하였다.The method of examining the correlation between the iris index, body composition index, and HRV and the clinical characteristics of 8 constitutions (Eight Constitution Medicine Type) in the objective arm constitution diagnosis method according to an embodiment of the present invention is February 20, 2018 Adult men and women who visited three oriental clinics in Seoul for 4 months from June 30, 2018 were recruited and surveyed for a total of 244 (40 men, 204 women, average 37.54 years ±8.50).
본 연구는 보건복지부 지정 공용기관 생명윤리위원회(Institute Review Board, IRB)의 승인을 받은 연구계획서에 따라 진행되었고(승인 번호: P01-201712-21-009). 연구 대상자 선정 기준 및 제외 기준은 다음과 같다. This study was conducted according to the research protocol approved by the Institute Review Board (IRB), a public institution designated by the Ministry of Health and Welfare (approval number: P01-201712-21-009). The criteria for selection and exclusion of study subjects are as follows.
1) 선정기준1) Selection criteria
(1) 만 20세 이상 70세 미만의 남녀(1) Men and women between the ages of 20 and 70
(2) 본인의 건강상태에 대하여 연구자와 충분히 의사소통을 할 수 있고 설문지를 직접 작성할 수 있는 자 (2) A person who can sufficiently communicate with the researcher about his or her health status and fill out the questionnaire directly
(3) 시각 기능에 이상이 없어 일상적 사회생활이 충분히 가능한 자(3) A person who is sufficiently capable of daily social life without any abnormality in visual function
(4) 본 임상시험에 참여할 것을 자발적으로 서면 동의하고, 시험 대상자 동의서에 서명한 자. (4) A person who voluntarily consented in writing to participate in this clinical trial and signed the consent form for the subject.
2) 제외기준2) Exclusion criteria
(1) 결막염, 안출혈, 녹내장 등 안질환이 있는 경우(1) If you have eye diseases such as conjunctivitis, ocular bleeding, or glaucoma
(2) 정신, 신경과약물을 복용하고 있는 경우(2) If you are taking psychiatric or neurological drugs
(3) 부정맥, 고혈압, 허혈성심질환, 폐렴, 상기도감염이 있는 경우(3) In case of arrhythmia, hypertension, ischemic heart disease, pneumonia, or upper respiratory tract infection
(4) 기타 홍채에 영향을 줄 수 있는 질환을 가진 경우(4) If you have other diseases that can affect the iris
실험예 1(홍채지표 분석)Experimental Example 1 (iris index analysis)
먼저 임상연구 대상자는 복장을 편안히 하고 조용한 실내에서 안정을 취하였다. 도 6에 도시된 바와 같이, 그 후 홍채촬영기 앞 일정한 위치에서 검사자를 향하여 착석한 후 홍채촬영을 진행하였다. First, the clinical study subjects wore comfortable clothes and rested in a quiet room. As shown in FIG. 6 , thereafter, the iris imaging was performed after sitting toward the examiner at a predetermined position in front of the iris imaging machine.
도 6는 홍채촬영방법을 나타내는 사진이다.6 is a photograph showing an iris photographing method.
홍채촬영기는 Dr. Camscope Pro LED (Sometech, Seoul, Korea)을 사용하였으며 홍채 촬영시 접안기 길이는 65mm로 고정하여 촬영렌즈(25배율 확대경)와 홍채 간에 일정한 거리를 유지하였다. 이 때 외부의 빛을 차단한 상태에서 2000lux의 지속광원(led lamp)을 홍채에 조사함으로써 일정한 조도를 유지하였다. 대광반사가 광원 자극 후 0.2-0.5초간 일어나므로, 대광반사를 최소화하기 위하여 홍채촬영은 지속광원을 조사하고 1초 후에 촬영하였다.The iris camera is Dr. Camscope Pro LED (Sometech, Seoul, Korea) was used, and the length of the eyepiece was fixed at 65mm during iris photography to maintain a constant distance between the shooting lens (25x magnifying glass) and the iris. At this time, constant illumination was maintained by irradiating the iris with a continuous light source of 2000 lux (led lamp) while blocking external light. Since the large light reflection occurs for 0.2-0.5 seconds after light source stimulation, iris photography was taken 1 second after irradiating the continuous light source in order to minimize the large light reflection.
촬영된 영상은 일정한 크기 및 형식 (960*720pixel, JPEG)으로 저장하였으며, 선행 연구에서 개발된 6가지의 홍채지표를 기준으로 하여 Adobe photoshop 프로그램의 measure tool을 이용하여 분석하였다. The captured images were saved in a certain size and format (960*720pixel, JPEG), and were analyzed using the measure tool of the Adobe photoshop program based on the six iris indices developed in previous studies.
6가지 홍채지표는 자율신경환 비율(ANWR; autonomic nerve wreath ratio), 동공 면적 비율(PAR; pupil area ratio), 홍채 밀도(ID; iris density), 색소반점(PD; pigment dot), 신경링(NR; nerve ring), 통증울혈선(TR; toxic radii)으로 구성된다, The six iris indices are autonomic nerve wreath ratio (ANWR), pupil area ratio (PAR), iris density (ID), pigment dot (PD), and nerve ring (NR). ; consists of nerve ring, pain congestive gland (TR; toxic radii),
도 7는 ANWAR 및 PAR의 정의를 나타내기 위한 사진이다.7 is a photograph showing the definitions of ANWAR and PAR.
ANWAR은 자율신경환 면적비율(autonomic nerve wreath ratio)을 의미하며, PAR은 동공면적비율(pupil area ratio)을 의미한다.ANWAR means autonomic nerve wreath ratio, and PAR means pupil area ratio.
여기서 “A”는 자율신경환의 길이(the length of the Autonomic Nerve Wreath; ANW)를 나타내며,“B”는 자율신경환의 길이를 포함하는 동공의 길이를 의미하며,“C”는 홍채와 눈동자를 포함하는 눈의 총 길이를 의미하며,“D”는 눈동자의 길이를 의미한다. ANWAR은 A/B로, PAR은 D/C로 정의된다.Here, “A” represents the length of the Autonomic Nerve Wreath (ANW), “B” means the length of the pupil including the length of the autonomic nerve ring, and “C” includes the iris and pupil. It means the total length of the eye, and “D” means the length of the pupil. ANWAR is defined as A/B and PAR is defined as D/C.
도 8는 6개의 홍채 파라미터를 계산 또는 등급화하는데 사용된 5개의 홍체체질분석의 마커를 나타낸다.Figure 8 shows the markers of the five iris constitutions used to calculate or grade the six iris parameters.
A는 열공 또는 결함을 나타내며, B는 색소반점(PD), C는 신경링(NR), D는 자율신경환면적비율(ANW)이고, E는 통증울혈선(TR)이다.A indicates a lacuna or defect, B is a pigment spot (PD), C is a nerve ring (NR), D is an autonomic nerve area ratio (ANW), and E is a painful stasis line (TR).
실험예 1의 홍채지표 분석 단계에 있어서, 4개의 파라미터로 홍채치밀도, 색소반점, 신경링, 통증울혈선을 결정하고, 파라미터별 체질에 따라 유의미한 등급을 나눠 표 1에 나타내었다.In the iris index analysis step of Experimental Example 1, iris density, pigment spots, nerve rings, and painful stasis were determined as four parameters, and significant grades were divided according to constitution for each parameter and shown in Table 1.
[표 1]은 홍채치밀도, 색소반점, 신경링 및 독성 반경에 대한 척도 구분을 나타낸다.[Table 1] shows the classification of scales for iris density, pigment spots, neural rings, and toxic radii.
홍채 밀도, 색소반점, 신경링 및 독성 반경에 대한 척도 구분Distinguish scales for iris density, pigment spots, neural rings, and toxic radii
파라미터parameter 등급 1grade 1 등급 2grade 2 등급 3grade 3 등급 4grade 4
홍재밀도(ID)Hong Jae-den (ID) 열공(lacuna) 무lacuna radish 1-3개 열공1-3 lacunae 4-6개 열공4-6 lacunae 7개 이상의 열공7 or more fissures
색소반점(PD)Pigment spots (PD) 색소반점 무no pigment spots 1개 색소반점1 pigment spot 2개 이상 열공2 or more fissures --
신경링(NR)Neural Ring (NR) 홍채 외주부의 1/4 이하의 신경링의 원형모양 발생Circular shape of the neural ring less than 1/4 of the outer periphery of the iris 홍채 외주부의 1/4 내지 4/5의 원형호의 신경링 발생Neural ring generation of 1/4 to 4/5 circular arcs of the outer periphery of the iris 홍채 외주부의 4/5 이상의 원형호의 신경링 발생Neural ring generation of 4/5 or more circular arcs in the outer periphery of the iris --
통증울혈선(TR)Pain Congestion Line (TR) 눈의 총반경의 1/5 길이 이하의 독성 반경 길이Toxic radius length less than 1/5 the total radius of the eye 눈의 총반경의 1/5 내지 1/3 길이의 독성 반경 길이Toxic radius length of 1/5 to 1/3 of the total radius of the eye 눈의 총반경의 1/3 길이 이상의 독성 반경 길이Toxic radius length at least 1/3 of the total radius of the eye --
[표 1]에서 4개의 파라미터중 홍재밀도(ID)만 4 등급으로 나누고 나머지 3개의 파라미터, 예컨대 색소반점(PD), 신경링(NR), 통증울혈선(TR)은 3등급으로 구분하였다.In [Table 1], only Hongjae density (ID) was divided into 4 grades, and the remaining 3 parameters, such as pigment spots (PD), nerve ring (NR), and pain congestion line (TR), were classified into 3 grades.
실험예 (2)(8체질 전문가 맥진)Experimental Example (2) (8 constitution expert pulse-jin)
실험예 2에 있어서, 임상년차 10년 이상의 8체질의학 전문 한의사 3명이 각각 세 곳의 한의원에서 8체질 맥진을 통하여 임상연구 대상자의 체질을 확인하였다.In Experimental Example 2, three oriental medical doctors specializing in constitutional medicine with more than 10 years of clinical experience confirmed the constitution of the clinical study subject through the pulsation of eight constitutions at three oriental clinics, respectively.
실험예 (3)(심박변이도 (HRV; Heart Rate Variability)검사)Experimental Example (3) (Heart Rate Variability (HRV) Test)
실험예 3에 있어서, HRV는 맥파검사기(uBio Maccpa; UBIO Health Care, Suwon, Korea)를 사용하여 측정하였고 시간 영역 분석을 통해 mean heart rate(HR) 수치를 사용하였다. In Experimental Example 3, HRV was measured using a pulse wave tester (uBio Maccpa; UBIO Health Care, Suwon, Korea), and mean heart rate (HR) values were used through time domain analysis.
그리고 주파수 영역 분석을 통하여 총 전력(TP; Total Power; 0.004-0.4 Hz), 초저주파(VLF; very low frequency; 0.004-0.04 Hz), 저주파(LF; low frequency; 0.04-0.15 Hz), 고주파(HF; high frequency; 0.15-0.4 Hz)를 추출하였으며, LF와 HF ratio(LF/HF)를 구하여 총 6가지를 분석하였다. And through frequency domain analysis, total power (TP; Total Power; 0.004-0.4 Hz), very low frequency (VLF; very low frequency; 0.004-0.04 Hz), low frequency (LF; low frequency; 0.04-0.15 Hz), high frequency ( HF; high frequency; 0.15-0.4 Hz) was extracted, and a total of six types were analyzed by obtaining the LF and HF ratio (LF/HF).
실험예 (4)(체성분 분석) Experimental Example (4) (Body composition analysis)
실험예 4에 있어서, 생체 임피던스(저항 값)를 이용한 체성분 분석기Inbody 370 (Biospace, Seoul, Korea)을 이용하여, 안경, 목걸이, 시계 등의 금속 부착물을 제거한 뒤 양말을 벗고 가벼운 옷차림으로 측정하였다. In Experimental Example 4, using a body composition analyzer Inbody 370 (Biospace, Seoul, Korea) using bioimpedance (resistance value), metal attachments such as glasses, necklaces, and watches were removed, socks were removed, and measurements were made in light clothing.
체성분 분석 지표 중 체질량지수(BMI; body mass index), 체지방률(percent body fat), 체수분(total body water), 골격근량(skeletal muscle mass), 제지방량(fat free mass), 체지방량(body fat mass), 체중(weight), 복부지방률(WHR; waist-hip ratio) 등 8가지의 지표를 분석하였다.Among the indicators of body composition analysis, body mass index (BMI), percent body fat, total body water, skeletal muscle mass, fat free mass, and body fat mass Eight indices such as , weight, and waist-hip ratio (WHR) were analyzed.
실험예 (1) 내지 (4)의 결과를 통계분석하여 홍채 파라미터, 신체성분 지수들 및 HRV 사이의 관계를 의학적 8체질에 따라 조사하였다.The results of Experimental Examples (1) to (4) were statistically analyzed to investigate the relationship between iris parameters, body composition indices, and HRV according to 8 medical constitutions.
통계 분석은 SPSS ver. 18.0 (IBM Co., Armonk, NY, USA) 을 사용하여 수행하였다. 첫째로 체질별 빈도수를 알아보기 위하여 기술통계를 진행하였으며, 둘째로 연령의 증가에 따라 홍채지표에 변화가 있는지를 분석하기 위해 연령을 독립변수로, 홍채지표를 종속변수로 하여 단일 회귀분석을 진행하였다. 셋째로 일반적으로 홍채지표와 생체지수와의 연관성이 있는지 분석하기 위해 홍채지표와 HRV, 홍채지표와 체성분지표와의 상관분석을 진행하였다. 마지막으로 전체 대상자를 8체질별로 그룹화 한 후, 각각의 체질군에서 홍채지표와 HRV, 홍채지표와 체성분지표와의 상관분석을 진행하였다. p<0.05 인 경우를 통계적으로 유의한 것으로 판정하였다.Statistical analysis was performed in SPSS ver. 18.0 (IBM Co., Armonk, NY, USA) was used. First, descriptive statistics were conducted to find out the frequency of each constitution. Second, a single regression analysis was performed with age as an independent variable and iris index as a dependent variable to analyze whether there is a change in the iris index with increasing age. did. Third, in order to analyze whether there is a relationship between the iris index and the biometric index, correlation analysis was performed between the iris index and HRV, and the iris index and the body composition index. Finally, after grouping all subjects by 8 constitutions, correlation analysis between iris index and HRV, iris index and body composition index was performed in each constitution group. A case of p<0.05 was determined to be statistically significant.
[표 2]는 체질별 빈도수를 기술통계를 진행하여 나타내었다. [Table 2] shows the frequency by constitution by proceeding with descriptive statistics.
8체질의 빈도수Frequency of 8 constitutions
체질constitution 빈도수frequency 퍼센트percent 유효 퍼센트effective percentage 누적 퍼센트cumulative percentage
토양soil 8383 34.034.0 34.034.0 34.034.0
목양shepherding 7373 29.929.9 29.929.9 63.963.9
금음forbidden 5050 20.520.5 20.520.5 84.484.4
금양golden 2626 10.710.7 10.710.7 95.195.1
수양weeping 55 2.02.0 2.02.0 97.197.1
수음masturbation 44 1.61.6 1.61.6 98.898.8
목음voice 33 1.21.2 1.21.2 100.0100.0
토음tom 00 00 00 100.0100.0
총합total 244244
[표 2]를 통해서 알 수 있는 바와 같이, 전체 임상연구 대상자 244명의 임상적 특징을 확인한 결과 8체질별 분포는 토양, 목양, 금음, 금양의 빈도 순으로 나타났다. 목음, 수양, 수음 체질은 5케이스 미만이었으며 토음체질은 보고되지 않아 분석에서 제외하였다. 이는 기존의 연구들에서 관찰된 피험자의 8체질 별 분포와 매우 유사하였다.As can be seen from [Table 2], as a result of confirming the clinical characteristics of all 244 subjects of the clinical study, the distribution by 8 constitutions was found in the order of frequency of soil, sheep, gold, and gold. Mokeum, Suyang, and Masturbation constitutions were less than 5 cases, and Toeum constitutions were not reported, so they were excluded from the analysis. This was very similar to the distribution of eight constitutions of subjects observed in previous studies.
244명의 8체질별 분포를 빈도 분석한 결과 토양부터 목양, 금음, 금양의 순서로 나타났다. 수양, 수음, 목음 체질은 5케이스 미만이었으며 토음체질은 보고되지 않아 수양, 수음, 목음, 토음 4가지 체질은 체질별 분석에서 제외하였다. As a result of frequency analysis of the distribution by 8 constitutions of 244 people, it was found in the order of Mokyang, Geumeum, and Geumyang from soil. Suyang, masturbation, and mokeum constitution was less than 5 cases, and toeum constitution was not reported, so the four constitutional constitutions were excluded from analysis by constitution.
이어서, 연령의 증가에 따라 홍채지표에 변화가 있는지를 분석하기 위해 연령을 종속변수로, 홍채지표를 독립변수로 하여 단일 회귀분석을 진행하였다.Then, a single regression analysis was performed with age as a dependent variable and iris as an independent variable to analyze whether there was a change in the iris index with the increase of age.
연령에 따른 홍채지표를 각각 단순 회귀분석으로 분석해 보았을 때, [표 3]및 [표 4]에 나타낸 바와 같이, 연령이 증가함에 따라 PAR은 감소하였으며(β=-1.001), PD는 증가하는 경향을(β=3.519)를 나타냈다.When each age-dependent iris index was analyzed by simple regression analysis, as shown in [Table 3] and [Table 4], PAR decreased with age (β = -1.001), and PD tended to increase. (β=3.519) was shown.
[표 3]은 나이를 종속변수로 하여 PD(색소반점)에 대하여 단순회귀분석을 진행한 결과를 나타내며, [표 4]는 나이를 종속변수로 하여 PAR(동공면적비율)에 대하여 단순회귀분석을 진행한 결과를 나타낸다. [Table 3] shows the results of simple regression analysis for PD (pigmented spots) with age as the dependent variable, and [Table 4] shows the simple regression analysis for PAR (pupillary area ratio) with age as the dependent variable. shows the results of the
연령과 홍채지표(PD)의 단순회귀분석Simple regression analysis of age and iris index (PD)
모델Model 비표준화 계수unnormalized coefficient 표준화계수standardization factor tt Sig.Sig.
BB Std.ErrorStd.Error BetaBeta
1One (상수)(a constant) 31.67331.673 1.9991.999 15.84815.848 0.0000.000
PD(등급)PD (grade) 3.5193.519 1.4391.439 0.1560.156 2.4462.446 0.0150.015
연령과 홍채지표(PAR)의 단순회귀분석Simple regression analysis of age and iris index (PAR)
모델Model 비표준화 계수unnormalized coefficient 표준화계수standardization factor tt Sig.Sig.
BB Std.ErrorStd.Error BetaBeta
1One (상수)(a constant) 226.519226.519 10.02610.026 22.59322.593 0.0000.000
PAR(비율)PAR (ratio) -1.001-1.001 0.2620.262 -0.239-0.239 -3.815-3.815 0.0000.000
이를 통해 연령과 홍채지표의 단순회귀분석에서 전체 대상자의 연령이 증가함에 따라 PAR은 감소하고, PD는 증가하는 것을 알 수 있으며, 일반적으로 연령이 증가함에 따라 PAR은 감소11 Ko BU, Ryu WY, Park WC. Pupil Size in the Normal Korean Population According to Age and Illuminance. Journal of Korean Ophthalmological Society. 2011; 52: 401-406하는 것으로 알려져 있으며, PD 또한 시간에 따라 변화하는 지표일 수 있다는 가능성을 제시한다. 이어서, 홍채지표와 생체지수와의 연관성이 있는지 분석하기 위해 홍채지표와 HRV, 홍채지표와 체성분지표와의 상관분석을 진행하여 [표 5]에 나타냈다.Through this, in simple regression analysis of age and iris indices, it can be seen that PAR decreases and PD increases as the age of all subjects increases. In general, PAR decreases as age increases 1 1 Ko BU, Ryu WY , Park WC. Pupil Size in the Normal Korean Population According to Age and Illuminance. Journal of Korean Ophthalmological Society. 2011; 52: 401-406, suggesting the possibility that PD may also be a time-varying indicator. Next, in order to analyze whether there is a correlation between the iris index and the biometric index, the correlation analysis between the iris index and HRV, and the iris index and the body composition index was performed and shown in [Table 5].
[표 5]는 홍체지표, 체질량지수 및 심박변이도 사이의 사람의 상관관계를 나탄내다.[Table 5] shows the human correlation between iris index, body mass index, and heart rate variability.
모든 대상자의 홍채지표와 체성분지표의 상관성 분석을 진행하였다. PAR은 BMI(r=0.179), 체지방률(r=0.250), 제지방량(r=0.376), 체지방량(r=0.249), 체중(r=0.171)과 양의 상관관계를 나타냈다. ANWR은 체지방률(r=-0.188)과 제지방량(r=-0.161), 체지방량(r=-0.164)과 음의 상관관계를 나타냈다. Correlation analysis was performed between the iris index and the body composition index of all subjects. PAR showed a positive correlation with BMI (r=0.179), body fat percentage (r=0.250), lean body mass (r=0.376), body fat mass (r=0.249), and body weight (r=0.171). ANWR showed a negative correlation with body fat percentage (r=-0.188), lean body mass (r=-0.161), and body fat mass (r=-0.164).
홍채지표와 HRV의 상관성 분석에서는 ID와 LF/HF가 양의 상관관계(r=0.166) PD와 HR은 음의 상관관계(r=-0.143)를 보였다. PAR과 HR은 양의 상관관계(r=0.169)를 나타냈다.In the correlation analysis between the iris index and HRV, ID and LF/HF showed a positive correlation (r=0.166), and PD and HR showed a negative correlation (r=-0.143). PAR and HR showed a positive correlation (r=0.169).
*P<0.05, ** P<0.01 홍체지표, 체질량지수 및 심박변이도 사이의 사람의 상관관계에 있어서 유의미한 상관관계를 *,**로 표시하였다. *P<0.05, **P<0.01 Significant correlations in human correlation between iris index, body mass index and heart rate variability were indicated by *,**.
홍체지표, 체질량지수 및 심박변이도 사이의 사람의 상관관계Human correlation between iris index, body mass index, and heart rate variability
ID (grade)ID (grade) PD (grade)PD (grade) NR (grade)NR (grade) TR (grade)TR (grade) ANWR(ratio)ANWR(ratio) PAR(ratio)PAR(ratio)
Body Composition IndicesBody Composition Indices BMI(kg/㎡)BMI(kg/㎡) -0.029-0.029 -0.071-0.071 0.0170.017 0.0520.052 -0.118-0.118 0.179**0.179**
Percent Body Fat (%)Percent Body Fat (%) -0.122-0.122 -0.111-0.111 0.0470.047 -0.009-0.009 -0.188**-0.188** 0.250**0.250**
Total body Water (l)Total body Water (l) 0.1180.118 0.0160.016 -0.027-0.027 0.0710.071 0.0410.041 0.0260.026
Skeletal Muscle Mass (kg)Skeletal Muscle Mass (kg) 0.1070.107 0.0330.033 -0.010-0.010 0.0850.085 0.0320.032 0.0170.017
Fat Free Mass (kg)Fat Free Mass (kg) -0.011-0.011 -0.058-0.058 0.0230.023 0.0140.014 -0.161*-0.161* 0.376**0.376**
Body Fat Mass (kg)Body Fat Mass (kg) -0.064-0.064 -0.092-0.092 0.0250.025 0.0340.034 -0.164*-0.164* 0.249**0.249**
Weight (kg)Weight (kg) 0.0450.045 -0.050-0.050 -0.004-0.004 0.0560.056 -0.072-0.072 0.171**0.171**
Waist-Hip ratioWaist-Hip ratio -0.017-0.017 -0.010-0.010 0.0000.000 -0.011-0.011 -0.106-0.106 0.0380.038
Heart Rate VariabilityHeart Rate Variability TP (㎡)TP (㎡) -0.024-0.024 -0.001-0.001 0.0220.022 -0.064-0.064 0.0470.047 0.0510.051
VLF (㎡)VLF (㎡) -0.025-0.025 -0.031-0.031 0.0570.057 -0.015-0.015 0.1170.117 0.0850.085
LF (㎡)LF (㎡) -0.008-0.008 -0.034-0.034 -0.064-0.064 -0.028-0.028 -0.078-0.078 -0.057-0.057
HF (㎡)HF (㎡) -0.106-0.106 0.0160.016 -0.029-0.029 -0.074-0.074 -0.010-0.010 -0.014-0.014
LF/HF (ratio)LF/HF (ratio) 0.166*0.166* -0.018-0.018 0.1000.100 0.0570.057 0.0420.042 0.0650.065
HR HR -0.046-0.046 -0.143*-0.143* -0.045-0.045 0.0440.044 -0.073-0.073 0.169**0.169**
이어서, 전체 대상자를 8체질별로 그룹화 한 후, 각각의 체질군에서 홍채지표와 HRV의 상관분석을 진행하여 [표 6] 내지 [표 9]에, 홍채지표와 체성분지표와의 상관분석을 진행하여 [표 10] 내지 [표 13]에 나타냈다. Then, after grouping all subjects by 8 constitutions, correlation analysis of iris index and HRV was performed in each constitution group, and correlation analysis between iris index and body composition index was performed in [Table 6] to [Table 9]. It was shown in [Table 10] - [Table 13].
이하 *P<0.05, ** P<0.01 홍체지표, 체질량지수 및 심박변이도 사이의 사람의 상관관계에 있어서 유의미한 상관관계를 *, **로 표시하였다. Hereinafter, *P<0.05, **P<0.01 Significant correlations in the human correlation between iris index, body mass index, and heart rate variability were indicated by * and **.
p<0.05 인 경우를 통계적으로 유의한 것으로 판정하였다. A case of p<0.05 was determined to be statistically significant.
각각의 체질군에서 홍채지표와 HRV의 상관분석을 금양체질, 금음체질, 목양체질, 토양체질에 대해 진행하였다.Correlation analysis of iris index and HRV in each constitution group was conducted for Geumyang constitution, Geumeum constitution, Mokyang constitution, and soil constitution.
1)금양체질1) Geumyang constitution
[표 6]을 통해서 알 수 있는 바와 같이, 금양체질에서는 ID와 LF/HF의 양의 상관관계(r=0.416)가 나타났다. TR과 HR은 양의 상관관계(r=0.488), VLF와는 음의 상관관계(r=-0.401), PAR과 LF/HF는 음의 상관관계(r=-0.399)가 나타났다.As can be seen from [Table 6], a positive correlation between ID and LF/HF (r=0.416) was shown in the Geumyang constitution. TR and HR were positively correlated (r=0.488), VLF was negatively correlated (r=-0.401), and PAR and LF/HF were negatively correlated (r=-0.399).
금양체질(N=26)에서 홍체지표 및 심박변이도 사이의 사람의 상관관계Human correlation between iris index and heart rate variability in Geumyang constitution (N=26)
ID(grade)ID(grade) PD (grade)PD (grade) NR (gradeNR (grade TR (grade)TR (grade) ANWR(ratio)ANWR(ratio) PAR(ratio)PAR(ratio)
TP (㎡)TP (㎡) 0.0590.059 -0.027-0.027 0.1700.170 -0.350-0.350 0.1310.131 0.1160.116
VLF (㎡)VLF (㎡) 0.0780.078 0.0700.070 0.0250.025 -0.401*-0.401* 0.2760.276 0.0890.089
LF (㎡)LF (㎡) 0.1890.189 -0.053-0.053 0.1700.170 -0.335-0.335 0.1350.135 -0.038-0.038
HF (㎡)HF (㎡) -0.090-0.090 -0.069-0.069 0.2230.223 -0.214-0.214 0.0020.002 0.2210.221
LF/HF (ratio)LF/HF (ratio) 0.416*0.416* 0.1290.129 0.1140.114 -0.199-0.199 0.2850.285 -0.399* -0.399 *
HRHR -0.239-0.239 0.0480.048 -0.184-0.184 0.488*0.488* -0.123-0.123 0.0360.036
2)금음체질2) Geumeum constitution
[표 7]을 통해서 알 수 있는 바와 같이, 금음체질에서는 toxic radii와 LF/HF의 양의 상관관계(r=0.331)가 나타났다.As can be seen from [Table 7], there was a positive correlation between toxic radii and LF/HF (r=0.331) in Geumeum constitution.
금음체질(N=50)에서 홍체지표 및 심박변이도 사이의 사람의 상관관계A person's correlation between iris index and heart rate variability in abstinence constitution (N=50)
ID(grade)ID(grade) PD (grade)PD (grade) NR (gradeNR (grade TR (grade)TR (grade) ANWR(ratio)ANWR(ratio) PAR(ratio)PAR(ratio)
TP (㎡)TP (㎡) 0.0410.041 -0.184-0.184 0.0950.095 -0.097-0.097 -0.069-0.069 0.1020.102
VLF (㎡)VLF (㎡) 0.1940.194 -0.030-0.030 0.0750.075 -0.161-0.161 0.0530.053 0.1750.175
LF (㎡)LF (㎡) 0.0120.012 -0.212-0.212 0.0350.035 0.1000.100 -0.029-0.029 0.1040.104
HF (㎡)HF (㎡) -0.277-0.277 -0.199-0.199 0.0430.043 -0.188-0.188 -0.272-0.272 -0.006-0.006
LF/HF (ratio)LF/HF (ratio) 0.2560.256 0.0470.047 0.0950.095 0.331* 0.331 * 0.2260.226 0.0670.067
HRHR -0.010-0.010 -0.259-0.259 -0.070-0.070 0.2390.239 -0.030-0.030 0.1750.175
3)목양체질[표 8]을 통해서 알 수 있는 바와 같이, 목양체질에서는 PAR과 LF/HF(r=0.314), HR(r=0.268)에서 양의 상관관계가 나타났다.3) As can be seen from the nature of the sheep [Table 8], positive correlations were found in PAR, LF/HF (r=0.314), and HR (r=0.268) in the constitution of the sheep.
목양체질(N=73)에서 홍체지표 및 심박변이도 사이의 사람의 상관관계A person's correlation between iris index and heart rate variability in sheep constitution (N=73)
ID(grade)ID(grade) PD (grade)PD (grade) NR (gradeNR (grade TR (grade)TR (grade) ANWR(ratio)ANWR(ratio) PAR(ratio)PAR(ratio)
TP (㎡)TP (㎡) -0.020-0.020 0.1010.101 -0.027-0.027 -0.135-0.135 0.0230.023 0.0460.046
VLF (㎡)VLF (㎡) -0.061-0.061 0.0800.080 0.0850.085 0.1090.109 0.2040.204 0.0000.000
LF (㎡)LF (㎡) -0.013-0.013 -0.051-0.051 -0.110-0.110 -0.048-0.048 -0.122-0.122 -0.100-0.100
HF (㎡)HF (㎡) -0.016-0.016 0.0330.033 -0.125-0.125 -0.168-0.168 0.0260.026 -0.044-0.044
LF/HF (ratio)LF/HF (ratio) -0.056-0.056 0.0370.037 0.2300.230 0.0010.001 -0.113-0.113 0.314** 0.314 **
HRHR 0.0370.037 -0.176-0.176 -0.003-0.003 0.0900.090 -0.062-0.062 0.268* 0.268 *
4) 토양체질4) Soil constitution
[표 9]를 통해서 알 수 있는 바와 같이, 토양체질에서는 ID와 LF/HF의 양의 상관관계가 나타났다.As can be seen from [Table 9], the positive correlation between ID and LF/HF was shown in soil constitution.
토양체질(N=83)에서 홍체지표 및 심박변이도 사이의 사람의 상관관계Human correlation between iris index and heart rate variability in soil constitution (N=83)
ID(grade)ID(grade) PD (grade)PD (grade) NR (gradeNR (grade TR (grade)TR (grade) ANWR(ratio)ANWR(ratio) PAR(ratio)PAR(ratio)
TP (㎡)TP (㎡) -0.089-0.089 -0.091-0.091 -0.019-0.019 0.100 0.100 -0.011-0.011 0.099 0.099
VLF (㎡)VLF (㎡) -0.127-0.127 -0.215-0.215 0.0390.039 -0.011-0.011 -0.052-0.052 0.203 0.203
LF (㎡)LF (㎡) 0.002 0.002 -0.167-0.167 -0.052-0.052 0.107 0.107 -0.054-0.054 0.094 0.094
HF (㎡)HF (㎡) -0.129-0.129 0.057 0.057 -0.094-0.094 0.143 0.143 0.023 0.023 0.034 0.034
LF/HF (ratio)LF/HF (ratio) 0.242* 0.242 * -0.122-0.122 0.080 0.080 -0.028-0.028 -0.036-0.036 -0.051-0.051
HRHR -0.137-0.137 -0.176-0.176 -0.002-0.002 -0.110-0.110 -0.057-0.057 0.130 0.130
각각의 체질군에서 홍채지표와 체성분지표 상관분석을 금양체질, 금음체질, 목양체질, 토양체질에 대해 진행하였다.In each constitution group, correlation analysis of the iris index and body composition index was conducted for Geumyang constitution, Geumeum constitution, Mokyang constitution, and soil constitution.
1) 금양체질1) Geumyang constitution
[표 10]에서 알 수 있는 바와 같이, 금양체질에서는 NR과 BMI의 양의 상관관계(r=0.481)가 나타났다.As can be seen from [Table 10], a positive correlation between NR and BMI (r=0.481) was shown in the Geumyang constitution.
금양체질(N=26)에서 홍체지표 및 체성분지표 사이의 사람의 상관관계A person's correlation between iris index and body composition index in Geumyang constitution (N = 26)
ID(grade)ID(grade) PD (grade)PD (grade) NR (grade)NR (grade) TR (grade)TR (grade) ANWR(ratio)ANWR(ratio) PAR(ratio)PAR(ratio)
BMI (kg/㎡)BMI (kg/㎡) -0.001-0.001 0.1110.111 0.481* 0.481 * 0.1440.144 0.0620.062 0.0440.044
Percent Body Fat (%)Percent Body Fat (%) -0.032-0.032 0.0660.066 0.3320.332 -0.090-0.090 -0.030-0.030 0.1370.137
Total body Water (l)Total body Water (l) 0.1430.143 -0.055-0.055 -0.024-0.024 0.1520.152 0.1010.101 -0.066-0.066
Skeletal Muscle Mass (kg)Skeletal Muscle Mass (kg) 0.1530.153 -0.051-0.051 -0.030-0.030 0.1510.151 0.0990.099 -0.061-0.061
Body Fat Mass (kg)Body Fat Mass (kg) -0.136-0.136 -0.197-0.197 0.3030.303 0.1940.194 -0.263-0.263 0.1740.174
Body Fat Mass (kg)Body Fat Mass (kg) -0.079-0.079 -0.004-0.004 0.3770.377 -0.076-0.076 0.0780.078 0.1660.166
Weight (kg)Weight (kg) 0.1430.143 -0.025-0.025 0.2630.263 0.1230.123 0.1110.111 0.0240.024
Waist-Hip ratioWaist-Hip ratio -0.119-0.119 -0.114-0.114 -0.130-0.130 -0.176-0.176 0.1150.115 0.1370.137
2) 금음체질[표 11]에서 알 수 있는 바와 같이, 금음체질에서는 TR과 BMI의 양의 상관관계(r=0.418)가 나타났으며, NR과 골격근량(r=0.434), 체수분(r=0.438), 체중(r=0.333)에서 양의 상관관계가 나타났으며, PAR과 제지방량은 양의 상관관계(r=0.297)가 나타났다.2) As can be seen from Geumeum constitution [Table 11], there was a positive correlation between TR and BMI (r=0.418) in Geumeum constitution, NR, skeletal muscle mass (r=0.434), and body water (r= 0.438), body weight (r=0.333) showed a positive correlation, and PAR and lean mass showed a positive correlation (r=0.297).
금음체질(N=50)에서 홍체지표 및 체성분지표 사이의 사람의 상관관계A person's correlation between the iris index and the body composition index in abstinence constitution (N = 50)
ID(grade)ID(grade) PD (grade)PD (grade) NR (grade)NR (grade) TR (grade)TR (grade) ANWR(ratio)ANWR(ratio) PAR(ratio)PAR(ratio)
BMI (kg/㎡)BMI (kg/㎡) -0.156-0.156 0.1110.111 0.1580.158 0.418**0.418** -0.135-0.135 0.1230.123
Percent Body Fat (%)Percent Body Fat (%) -0.112-0.112 0.0640.064 -0.215-0.215 0.1420.142 -0.277-0.277 0.1410.141
Total body Water (l)Total body Water (l) -0.120-0.120 -0.060-0.060 0.434**0.434** 0.1650.165 0.1290.129 0.0780.078
Skeletal Muscle Mass (kg)Skeletal Muscle Mass (kg) -0.114-0.114 -0.066-0.066 0.438**0.438** 0.1670.167 0.1430.143 0.0790.079
Body Fat Mass (kg)Body Fat Mass (kg) 0.1250.125 -0.012-0.012 -0.027-0.027 0.0460.046 -0.068-0.068 0.297*0.297*
Body Fat Mass (kg)Body Fat Mass (kg) -0.100-0.100 0.0840.084 0.0030.003 0.2250.225 -0.249-0.249 0.1760.176
Weight (kg)Weight (kg) -0.154-0.154 0.0100.010 0.333*0.333* 0.2670.267 -0.061-0.061 0.1760.176
Waist-Hip ratioWaist-Hip ratio -0.139-0.139 0.2070.207 -0.048-0.048 0.1020.102 -0.267-0.267 0.0420.042
3)목양체질3) Shepherd constitution
[표 12]를 통해서 알 수 있는 바와 같이, 목양체질에서는 ID와 체수분(r=0.292), 골격근량(r=0.290)의 양의 상관관계가 나타났다. ANWR과 제지방량은 음의 상관관계(r=-0.270), PAR과 제지방량(r=0.424), 체지방량(r=0.283), 체지방률(r=0.264)은 양의 상관관계가 나타났다.As can be seen from [Table 12], the positive correlation between ID, body water (r=0.292), and skeletal muscle mass (r=0.290) was shown in the sheep constitution. ANWR and lean mass were negatively correlated (r=-0.270), and PAR and lean mass (r=0.424), body fat mass (r=0.283), and body fat percentage (r=0.264) were positively correlated.
목양체질(N=73)에서 홍체지표 및 체성분지표 사이의 사람의 상관관계Human correlation between iris index and body composition index in the sheep constitution (N = 73)
ID(grade)ID(grade) PD (grade)PD (grade) NR (grade)NR (grade) TR (grade)TR (grade) ANWR(ratio)ANWR(ratio) PAR(ratio)PAR(ratio)
BMI (kg/㎡)BMI (kg/㎡) -0.011-0.011 -0.088-0.088 0.0370.037 -0.018-0.018 -0.046-0.046 0.2040.204
Percent Body Fat (%)Percent Body Fat (%) -0.226-0.226 -0.147-0.147 0.2300.230 0.0410.041 -0.068-0.068 0.264* 0.264 *
Total body Water (l)Total body Water (l) 0.292*0.292* 0.1220.122 -0.176-0.176 -0.057-0.057 -0.031-0.031 -0.001-0.001
Skeletal Muscle Mass (kg)Skeletal Muscle Mass (kg) 0.290*0.290* 0.1200.120 -0.173-0.173 -0.062-0.062 -0.029-0.029 -0.003-0.003
Body Fat Mass (kg)Body Fat Mass (kg) -0.005-0.005 -0.074-0.074 -0.057-0.057 -0.025-0.025 -0.270*-0.270* 0.424**0.424**
Body Fat Mass (kg)Body Fat Mass (kg) -0.033-0.033 -0.067-0.067 0.0840.084 0.0170.017 -0.097-0.097 0.283*0.283*
Weight (kg)Weight (kg) 0.1820.182 0.0440.044 -0.071-0.071 -0.029-0.029 -0.078-0.078 0.1640.164
Waist-Hip ratioWaist-Hip ratio 0.0940.094 0.1010.101 0.1320.132 0.0360.036 -0.046-0.046 -0.082-0.082
4)토양체질[표 13]을 통해서 알 수 있는 바와 같이, 토양체질에서는 PD와 체지방률의 음의 상관관계(r=-0.244), PAR과 제지방량과의 양의 상관관계(r=0.356)가 나타났다. 4) As can be seen from the soil constitution [Table 13], in the soil constitution, there was a negative correlation between PD and body fat percentage (r=-0.244) and a positive correlation between PAR and lean mass (r=0.356). appear.
토양체질(N=83)에서 홍체지표 및 체성분지표 사이의 사람의 상관관계Human correlation between iris index and body composition index in soil constitution (N = 83)
ID(grade)ID(grade) PD (grade)PD (grade) NR (grade)NR (grade) TR (grade)TR (grade) ANWR(ratio)ANWR(ratio) PAR(ratio)PAR(ratio)
BMI (kg/㎡)BMI (kg/㎡) -0.025-0.025 -0.112-0.112 -0.063-0.063 -0.026-0.026 -0.068-0.068 0.0160.016
Percent Body Fat (%)Percent Body Fat (%) -0.162-0.162 -0.244*-0.244* 0.0040.004 -0.066-0.066 -0.214-0.214 0.1730.173
Total body Water (l)Total body Water (l) 0.1250.125 0.0240.024 -0.096-0.096 0.0540.054 0.222* 0.222 * -0.064-0.064
Skeletal Muscle Mass (kg)Skeletal Muscle Mass (kg) 0.0790.079 0.0690.069 -0.033-0.033 0.1100.110 0.1800.180 -0.096-0.096
Body Fat Mass (kg)Body Fat Mass (kg) -0.082-0.082 -0.084-0.084 0.0250.025 0.0380.038 -0.016-0.016 0.356**0.356**
Body Fat Mass (kg)Body Fat Mass (kg) -0.138-0.138 -0.184-0.184 -0.004-0.004 0.0280.028 -0.136-0.136 0.1040.104
Weight (kg)Weight (kg) 0.0180.018 -0.124-0.124 -0.095-0.095 0.0200.020 0.0770.077 0.0390.039
Waist-Hip ratioWaist-Hip ratio -0.006-0.006 -0.017-0.017 0.0130.013 -0.089-0.089 -0.014-0.014 -0.146-0.146
전술한 실험예들을 요약하면, 체질 구분 없이 홍채지표와 체성분지표, HRV와의 상관성 분석을 진행했을 때, 홍채지표와 체성분지표 분석에서는 PAR이 클수록BMI, 체중, 제지방량, 체지방량이 증가하였는데, 이는 기존 출원인의 특허에 개시된 바와 같이, PAR이 체수분, 단백질, 무기질 등 제지방량 및 기초대사량과 유의한 정의 상관관계가 있었던 부분과 일치하였다. ANWR이 클수록 제지방량과 체지방량, 체지방률은 감소하였다. ANWR의 안쪽은 동공조임근에 의해 조절되고, 바깥쪽은 동공확대근에 의해 조절된다.To summarize the above-described experimental examples, when the correlation analysis between the iris index, body composition index, and HRV was performed regardless of constitution, in the analysis of the iris index and body composition index, the greater the PAR, the greater the BMI, weight, lean mass, and body fat mass. As disclosed in the applicant's patent, PAR coincided with the portion in which body water, protein, and minerals had a significant positive correlation with lean mass and basal metabolic rate. As ANWR increased, lean mass, body fat mass, and body fat percentage decreased. The inner side of the ANWR is controlled by the sphincter, and the outer side is controlled by the dilator muscle.
동공조임근이 있는 자율신경환 안쪽의 영역이 상대적으로 넓으면, 부교감신경계의 지속적인 긴장이 많음을 의미하며, 그러나 교감신경이 항진시에도 식욕 증가로 인한 체지방이 증가할 수 있으므로, 이에 대해서는 재분류 및 보정이 필요하다. If the area inside the autonomic ring where the sphincter is located is relatively wide, it means that there is a lot of constant tension in the parasympathetic nervous system. correction is needed
홍채지표와 HRV와의 상관성 분석에서는 ID가 증가할수록 LF/HF 수치가 높아졌다. ID는 열공(lacuna)의 개수가 많을수록 증가하며, ID가 증가할수록 외향적인 경향을 보이며, 임12은 ID가 높을수록 자율성이 높고, 대담한 경향을 보인다고 하였다. LF/HF는 교감신경과 부교감신경의 비율을 나타내는 지표로, 증가된 LF/HF는 교감신경계의 우세를 의미한다.In the correlation analysis between the iris index and HRV, the LF/HF value increased as the ID increased. ID does with the more extroverted tendencies, and increased the number of breaks (lacuna), ID is increased more, Im 12 has a high autonomy, the higher the ID, and boindago daring trends. LF/HF is an index indicating the ratio of sympathetic and parasympathetic nerves, and increased LF/HF means dominance of the sympathetic nervous system.
PAR은 클수록 심박수가 증가하고, 반대로 PD가 많을수록 심박수는 감소하였는데, 연령과 마찬가지로 심박수와 관련해서도 PAR과 PD는 반대의 경향성을 나타내었다. The higher the PAR, the higher the heart rate, and the more PD, the lower the heart rate.
한편, 팔체질에 따른 홍채지표와 체성분 지표간 상관성 분석에서는, [표 14]에 나타낸 바와 같이, 체질별로 상이한 상관성을 나타냈다. On the other hand, in the correlation analysis between the iris index and the body composition index according to the body constitution, as shown in [Table 14], different correlations were shown for each constitution.
금양체질에서는 NR과 BMI의 양의 상관관계가 나타났으며, 금음체질에서는 NR과 골격근량, 체수분, 체중에서 양의 상관관계가 나타났다. In Geumyang constitution, NR and BMI were positively correlated, and in Geumyang constitution, NR and skeletal muscle mass, body water, and weight showed a positive correlation.
Larsson의 연구에서는 NR이 많은 사람이 적은 사람보다 충동을 제어하는 능력이 낮다고 보고하였다.Larsson's study reported that people with more NR had a lower ability to control impulses than those with less.
따라서 금양, 금음 체질의 경우 NR이 증가할수록 충동을 제어하는 능력이 낮아 상대적으로 체중이나 BMI의 증가가 나타나는 것으로 보인다. Therefore, in the case of Geumyang and Geumeum constitutions, as the NR increases, the ability to control impulses decreases, indicating a relative increase in weight or BMI.
목양체질에서는 ID와 골격근량, 체수분과의 양의 상관관계가 나타났다. 토양체질에서는 PD와 체지방률의 음의 상관관계, PAR과 제지방량과의 양의 상관관계가 나타났다. 이는 일반적으로 체질을 분류하지 않고 분석했을 때는 나오지 않았던 결과이며 따라서 금양, 금음체질의 경우 NR이, 목양체질에서는 ID가, 토양체질에서는 PD가 체질의 특이점을 나타낼 수 있는 지표일 가능성을 생각해 볼 수 있다. There was a positive correlation between ID, skeletal muscle mass, and body water in the shepherd's constitution. In soil constitution, there was a negative correlation between PD and body fat percentage, and a positive correlation between PAR and lean mass. This is a result that was not generally obtained when the constitution was analyzed without classification. Therefore, it is possible to consider the possibility that NR in the case of Geumyang and Geumeum, ID in the case of Mokyang, and PD in the case of soil constitution are indicators that can indicate the peculiarities of constitution. have.
팔체질에 따른 홍채지표와 HRV의 상관성 분석에서도, 체질별로 상이한 상관성을 나타냈다. 금양체질에서는 체질 분류 전의 결과와 동일하게 ID와 LF/HF의 양의 상관관계가 나타났다. In the analysis of the correlation between the iris index and HRV according to the body constitution, different correlations were shown for each constitution. In Geumyang constitution, the positive correlation between ID and LF/HF was shown as before the constitutional classification.
TR과 심박수는 양의 상관관계를 보였다. TR은 홍채 표층 섬유의 과도한 수축, 이완 혹은 장기간 섬유긴장으로 인해 발생된다고 인식된다11. 따라서 TR의 증가는 교감신경의 항진을 유추해 볼 수 있다. PAR과 LF/HF는 음의 상관관계가 나타났다. 금음체질에서는 TR과 LF/HF의 양의 상관관계가 나타나 금양체질과 마찬가지로 TR의 증가와 교감신경 항진의 연관성을 생각해 볼 수 있었다. 목양체질에서는 PAR과 LF/HF, 심박수가 양의 상관관계를 나타냈다. 이는 금양체질에서 PAR과 LF/HF가 음의 상관관계를 나타낸 것과 반대의 결과이다. 토양체질에서는 ID와 LF/HF간 양의 상관관계가 나타났다. 이는 금양체질에서의 결과와 동일하였다. TR and heart rate showed a positive correlation. It is recognized that TR is caused by excessive contraction, relaxation, or prolonged fiber tension in the superficial iris fibers 11 . Therefore, an increase in TR can be inferred by hyperactivity of the sympathetic nervous system. PAR and LF/HF showed a negative correlation. In the Geum-eum constitution, a positive correlation between TR and LF/HF was found, suggesting a correlation between the increase of TR and the sympathetic nervous system as in the Geum-yang constitution. PAR, LF/HF, and heart rate showed a positive correlation in the shepherd's constitution. This is the opposite result of the negative correlation between PAR and LF/HF in Geumyang constitution. In soil constitution, a positive correlation was found between ID and LF/HF. This was the same as the result in Geumyang constitution.
[표 14]는 체질을 구분하여서 분석을 시행한 때의 8체질에 따른 홍재지표, HRV 및 BMI 사이의 상관관계를 나타낸다.[Table 14] shows the correlation between the Hongjae index, HRV, and BMI according to the 8 constitutions when analysis was performed by dividing the constitution.
[규칙 제91조에 의한 정정 18.09.2020] 
Figure WO-DOC-TABLE-14
[Correction 18.09.2020 under Rule 91]
Figure WO-DOC-TABLE-14
일반적으로 홍채지표와 체성분, HRV 분석을 시행했을 때와 [표 14]를 통해서 알 수 있는 바와 같이, 체질을 구분하여서 분석을 시행한 때는 결과의 경향성이 다르게 나타났다. In general, when analyzing the iris index, body composition, and HRV, and as can be seen from [Table 14], when the analysis was performed by dividing the constitution, the tendency of the results was different.
도 9 내지 도 12는 각각 금양 체질에서의 NR, 금음 체질에서의 TR, 목양체질에서의 열공(lacuna), 토양체질에서의 PD를 나타내는 사진이다. 9 to 12 are photographs showing NR in Geumyang constitution, TR in Geumeum constitution, lacuna in Mokyang constitution, and PD in soil constitution, respectively.
체질 구분 전의 홍채지표와 체성분지표 분석 결과, PAR과 ANWR이 유의하게 나타난 반면, 팔체질별 분석 결과에서는 금양, 금음 체질에서는 NR과 TR이, 목양체질은 ID가 토양체질은 PD에서 유의한 상관관계가 나타났다. 홍채지표와 HRV와의 분석에서는 LF/HF와 HR에서 유의한 관계가 나타나는 경향을 보였다.As a result of the analysis of the iris index and body composition index before constitutional classification, PAR and ANWR showed significant correlations, whereas in the analysis results by arm constitution, NR and TR were significant in Geumyang and Geumeum constitution, ID in Mokyang constitution, and soil constitution in PD. has appeared Analysis of the iris index and HRV showed a tendency to show a significant relationship between LF/HF and HR.
전체적으로 상관성 분석 결과와 체질별로 나타나는 유의한 지표가 각각 다르게 나타났는데, 이는 체질마다 다른 홍채지표가 체질의 특이점을 나타냄을 알 수 있다.As a whole, the correlation analysis results and the significant indicators for each constitution were different, indicating that the different iris indicators for each constitution indicate the peculiarity of the constitution.
또한 일부 동일한 지표에서 다른 결과가 나타난 것은, 두 체질의 안정시의 자율신경계의 반응이 다르게 나타나며, 이는 체질적인 자율신경 균형 조절이 다르게 나타날 수 있다는 것을 알 수 있다. In addition, some of the same indicators showed different results, indicating that the autonomic nervous system responses at rest of the two constitutions are different, and it can be seen that the constitutional autonomic nervous system balance control may appear differently.
본 발명의 일 실시예에 따른 객관적인 팔체질 진단시스템 및 방법은, 쉽고 간단하게 정량적으로 평가가능한 홍채지표, 자율신경 활성도를 평가하는 심박변이도 및 체성분 분석을 이용하여 팔체질에 따른 홍채지표와 생체 신호와의 상관성을 통해 객관적으로 팔체질을 진단하여, 각 체질에 따라 치료법과 음식분류, 섭생법에 효과적으로 이용할 수 있다.The objective arm constitution diagnosis system and method according to an embodiment of the present invention uses iris indicators that can be easily and simply quantitatively evaluated, heart rate variability and body composition analysis to evaluate autonomic nerve activity, iris indicators and biosignals according to arm constitution. By diagnosing the body constitution objectively, it can be effectively used for treatment, food classification and regimen according to each constitution.

Claims (13)

  1. 팔체질 진단 및 이에 따른 치료법과 음식분류, 섭생법을 요청하는 사용자의 사용자 단말;a user terminal of a user who requests a diagnosis of the body constitution and treatment, food classification, and regimen according to the diagnosis;
    상기 사용자 단말의 사용자의 요청에 따라 사용자 체질을 객관적으로 진단, 맞춤 처방을 하는 팔체질 진단서버; 및 an arm constitution diagnosis server for objectively diagnosing a user's constitution according to a user's request of the user terminal and providing a customized prescription; and
    상기 팔체질 진단서버가 객관적으로 진단, 맞춤처방할 수 있도록 상기 사용자 단말 및 상기 팔체질 진단서버와 네트워크를 통해 연결되며, 8체질 진맥정보, 홍재지표, HRV 정보, 체성분 지표 정보 및 이들의 상관관계 정보를 제공하는 객관적데이터제공서버를 포함하는 객관적 팔체질 진단시스템.It is connected to the user terminal and the arm constitution diagnosis server through a network so that the arm constitution diagnosis server can objectively diagnose and provide customized prescription, and 8 constitutional pulse information, redness index, HRV information, body composition index information, and their correlation An objective arm constitution diagnosis system including an objective data providing server that provides information.
  2. 제 1 항에 있어서,The method of claim 1,
    상기 팔체질 진단서버는 상기 사용자 단말 및 상기 객관적데이터제공서버로부터 홍채 지표, 체성분 지수 및 HRV와 8체질의 진맥정보를 획득하는 정보획득부와, 상기 정보획득부를 통해 획득된 정보들 사이의 상관관계성을 판단하여 객관성이 보증된 객관적인 팔체질 진단정보를 생성하는 정보생성부와, 상기 정보생성부를 통해 생성된 객관적인 정보를 학습하는 학습부와, 상기 정보생성부를 인공지능을 이용하여 지원하는 AI 객관적 진단부와, 상기 정보생성부를 통해서 생성된 정보의 객관적 타당성을 검토하여, 통계학적 표준편차 범위를 벗어난 경우에 대하여 상기 AI 객관적 진단부에서 제공하는 정보를 이용하여 팔체질 정보를 재분류 및 보정하는 재분류/보정부와, 상기 정보획득부, 상기 정보생성부와, 상기 AI 객관적 진단부와, 상기 재분류/보정부의 정보를 저장 등록하는 데이터베이스를 포함하는 객관적 팔체질 진단시스템.The arm constitution diagnosis server includes an information acquisition unit that acquires iris index, body composition index, HRV, and pulse information of 8 constitutions from the user terminal and the objective data providing server, and a correlation between the information obtained through the information acquisition unit An information generating unit that determines gender and generates objective arm constitution diagnosis information with guaranteed objectivity, a learning unit learning the objective information generated through the information generating unit, and an AI objective supporting the information generating unit using artificial intelligence By examining the objective validity of the information generated through the diagnosis unit and the information generating unit, reclassifying and correcting the arm constitution information using the information provided by the AI objective diagnosis unit for cases outside the statistical standard deviation range An objective arm constitution diagnosis system comprising a reclassification/correction unit, the information acquisition unit, the information generation unit, the AI objective diagnosis unit, and a database for storing and registering information of the reclassification/correction unit.
  3. 제 2 항에 있어서,3. The method of claim 2,
    상기 정보생성부는 8체질 진맥의 타당성을 검토하는 8체질 진맥 타당성 검토부와, 홍채지표와 연령의 상관성을 검토하는 홍채지표/연령상관성 검토부와, 홍채지표와 자율신경 활성도의 상관성을 검토하는 홍채지표/HRV 상관성 검토부와, 홍채지표와 체성분 지표의 상관성을 검토하는 홍재지표 체성분지표 상관성 검토부와, 체질별 홍채지표, 자율신경 활성도, 체성분 지표를 검토하는 체질별 상관성 검토부를 포함하는 객관적 팔체질 진단시스템.The information generating unit includes an 8 constitutional pulse validity review unit that reviews the validity of 8 constitutional pulses, an iris index/age correlation review section that reviews the correlation between the iris index and age, and an iris that reviews the correlation between the iris index and autonomic nerve activity An objective arm comprising an index/HRV correlation review unit, a body composition index correlation review unit for Hongjae index that examines the correlation between iris index and body composition index, and a constitutional correlation review unit to review iris index, autonomic nerve activity, and body composition index by constitution body diagnosis system.
  4. 제 1 항 내지 제 3 항 중 어느 한 항에 따른 객관적 팔체질 진단시스템을 이용한 객관적 팔체질 진당방법에 있어서, In the objective arm constitution diagnosis method using the objective arm constitution diagnosis system according to any one of claims 1 to 3,
    8체질 진맥 전문가 단말을 통해서 진맥하여 전송된 8체질중 어느 하나의 체질에 대하여 8체질 진맥의 타당성을 판단하는 단계와, Determining the validity of the pulse of the 8 constitutions for any one of the 8 constitutions transmitted by pulse through the 8 constitutional pulse expert terminal;
    사용자 단말을 통해 수신된 사용자 연령과, 상기 홍채 진단 전문가 단말로부터 수신된 홍채 지표 특성을 이용하여 홍채지표와 연령의 타당성을 판단하는 단계와, determining the validity of the iris index and age by using the user's age received through the user terminal and the iris index characteristic received from the iris diagnosis expert terminal;
    상기 홍채 진단 전문가 단말로부터 수신된 홍채 지표 특성과, 체성분지수 평가단말로부터 수신된 체성분 지수를 이용하여 홍재지표와 체성분지표의 타당성을 판단하는 단계와, determining the validity of the iris index and the body composition index using the iris index characteristics received from the iris diagnosis expert terminal and the body composition index received from the body composition index evaluation terminal;
    상기 홍채 진단 전문가 단말로부터 수신된 홍채 지표 특성과, 상기 심박변이도 측정부을 통해서 측정된 심박변이도를 이용하여 계산된 자율신경 활성도를 이용하여 홍채지표와 자율신경 활성도의 상관성을 이용하여 타당성을 판단하는 단계와, Determining validity by using the correlation between the iris index and autonomic activity by using the iris index characteristics received from the iris diagnosis expert terminal and the autonomic activity calculated using the heart rate variability measured by the heart rate variability measuring unit Wow,
    상기 홍채 진단 전문가 단말로부터 수신된 사용자의 홍채지표와, 상기 자율신경 활성도 평가단말의 자율신경 활성도와, 상기 체성분지수 평가단말로부터 수신된 사용자의 체성분지수와, 상기 8체질 진맥 전문가 단말로부터 수신한 진맥 결과를 이용하여 체질별 홍재지표, 자율신경활성도, 체성분지수 등의 상관성을 이용하여 상기 진맥 결과의 타당성을 판단하는 단계를 포함하는 객관적 팔체질 진당방법.The user's iris index received from the iris diagnosis expert terminal, the autonomic nerve activity of the autonomic nerve activity evaluation terminal, the user's body composition index received from the body composition index evaluation terminal, and the pulse received from the 8 constitutional pulse expert terminal An objective arm constitution diagnosis method comprising the step of judging the validity of the true pulse result using correlations such as redness index for each constitution, autonomic nerve activity, and body composition index using the results.
  5. 제 4 항에 있어서,5. The method of claim 4,
    상기 8체질 진맥의 타당성을 판단하는 단계는 수신된 진맥 체질이 토양, 목양, 금음, 금양 체질 중 하나이면 타당성이 있는 것으로 판단하는 단계와, The step of judging the validity of the eight constitutional pulses includes the steps of determining that there is validity if the received true pulse constitution is one of soil, sheep, gold, and gold constitution;
    상기 홍채지표와 연령상관성을 통해 타당성을 판단하는 단계는 사용자의 연령이 증가함에 따라 PAR은 감소하고, PD는 증가하면 타당성이 있는 것으로 판단하는 단계를 포함하는 객관적 팔체질 진당방법.The step of determining the validity through the correlation between the iris index and the age includes determining that the PAR decreases as the age of the user increases and the PD increases as the validity is determined.
  6. 제 5 항에 있어서,6. The method of claim 5,
    상기 홍채지표와 자율신경 활성도의 상관성을 이용하여 타당성을 판단하는 단계는 ID가 증가할수록 LF/HF 수치가 높고, ID는 열공(lacuna)의 개수가 많을수록 증가하며, PAR은 클수록 심박수가 증가하고, 반대로 PD가 많을수록 심박수는 감소하는 경우에 타당성이 높다고 판단하는 단계를 포함하는 객관적 팔체질 진당방법.In the step of determining validity using the correlation between the iris index and autonomic activity, the higher the ID, the higher the LF/HF value, the higher the ID, the greater the number of lacunas, the larger the PAR, the higher the heart rate. Conversely, an objective arm constitution promotion method comprising the step of judging that the higher the PD, the higher the validity when the heart rate decreases.
  7. 제 5 항에 있어서,6. The method of claim 5,
    상기 홍재지표와 체성분지표의 상관성을 이용하여 타당성을 판단하는 단계는 PAR이 클수록 BMI, 체중, 제지방량, 체지방량이 증가하고, ANWR이 클수록 제지방량과 체지방량, 체지방률이 감소하는 경우 타당성이 높다고 판단하는 객관적 팔체질 진당방법.The step of judging the validity using the correlation between the Hongjae index and the body composition index is to determine that the greater the PAR, the higher the BMI, body weight, lean mass, and body fat mass. Objective arm constitution advancement method.
  8. 제 5 항에 있어서,6. The method of claim 5,
    상기 체질별 홍재지표, 자율신경활성도, 체성분지표 상관성을 이용하여 타당성을 판단하는 단계는 금양체질에서 NR과 BMI의 양의 상관관계가 나타나며, 금음체질에서 NR과 골격근량, 체수분, 체중에서 양의 상관관계가 나타나고, 목양체질에서 ID와 골격근량, 체수분과의 양의 상관관계가 나타나며, 토양체질에서 PD와 체지방률의 음의 상관관계를 나타내며, PAR과 제지방량과의 양의 상관관계를 나타내면 타당성이 높다고 판단하는 단계를 포함하는 객관적 팔체질 진당방법.In the step of judging the validity using the correlation of the Hongjae index, autonomic nerve activity, and body composition index for each constitution, a positive correlation between NR and BMI is shown in the Geumyang constitution, and NR and skeletal muscle mass, body water, and body weight are positive in the Geum-eum constitution. The correlation is shown, the positive correlation between ID, skeletal muscle mass, and body water is shown in the sheep constitution, the negative correlation between PD and body fat percentage in the soil constitution, and the positive correlation between PAR and lean mass is shown to be valid. An objective method of advancing the body constitution including the step of judging that this is high.
  9. 제 8 항에 있어서,9. The method of claim 8,
    상기 체질별 홍재지표, 자율신경활성도, 체성분지표 상관성을 이용하여 타당성을 판단하는 단계는 금양체질에 대해 ID와 LF/HF의 양의 상관관계를 나타내고, TR과 심박수는 양의 상관관계를, PAR과 LF/HF는 음의 상관관계를 나타내고, 금은 체질에 대해 TR과 LF/HF의 양의 상관관계가 목양체질에서는 PAR과 LF/HF 및 심박수가 양의 상관관계를, 금양체질에서 PAR과 LF/HF가 음의 상관관계를 나타내며, 토양체질에서는 ID와 LF/HF간 양의 상관관계를 나타내면 타당성이 높다고 판단하는 객관적 팔체질 진당방법.The step of judging the validity using the correlation of the redness index, autonomic nerve activity, and body composition index for each constitution represents a positive correlation between ID and LF/HF for Geumyang constitution, and a positive correlation between TR and heart rate, PAR and LF/HF showed a negative correlation, and for gold and silver, the positive correlation of TR and LF/HF for constitution was positive for PAR, LF/HF, and heart rate in Mokyang constitution, and PAR to PAR and LF/HF in Geumyang constitution. LF/HF shows a negative correlation, and in soil constitution, if it shows a positive correlation between ID and LF/HF, then it is an objective method of advancing the eight constitutions that is judged to be highly valid.
  10. 제 9 항에 있어서,10. The method of claim 9,
    상기 8체질 진맥정보, 홍재지표, HRV 정보, 체성분 지표 정보 및 이들의 상관관계 정보를 이용하여 타당성이 떨어진다고 판단되는 경우에 데이터베이스부에 저장된 정보를 학습하여 인공지능을 이용하여 재분류/보정하는 단계를 포함하는 객관적 팔체질 진당방법.Reclassifying/correcting the information stored in the database unit using artificial intelligence by learning the information stored in the database when it is determined that the validity is low using the 8 constitutional pulse information, the redness index, HRV information, the body composition index information, and their correlation information An objective method of advancing the arm constitution, including
  11. 제 10 항에 있어서,11. The method of claim 10,
    학습부는 재분류/보정부를 통해서 체질을 고려하여 재분류/보정된 정보에 대하여 상기 데이터베이스부에 저장된 정보를 학습하여 상기 AI 객관적 진단부가 금양, 금음체질의 경우 NR을, 목양체질에서는 ID를, 토양체질에서는 PD를 체질의 특이점을 나타낼 수 있는 지표로 판단하게 하는 객관적 팔체질 진당방법.The learning unit learns the information stored in the database unit for the reclassified/corrected information in consideration of the constitution through the reclassification/correction unit, and the AI objective diagnosis unit obtains NR in the case of Geumyang and Geumeum constitution, ID in the case of Mokyang constitution, and soil In constitution, it is an objective arm constitution diagnosis method that judges PD as an index that can indicate the peculiarity of constitution.
  12. 제 11 항에 있어서,12. The method of claim 11,
    상기 인공지능을 이용하여 재분류/보정하는 단계는 체질 구분 전에 홍채지표와 체성분지표를 분석한 결과, PAR과 ANWR이 중요하게 나타나고, 홍채지표와 HRV와의 분석에서 LF/HF와 HR에서 중요한 상관관계를 나타내지만, 팔체질별 분석 결과에서는 다른 상관관계를 나타내는 경우에 금양, 금음 체질에서는 NR과 TR을, 목양체질은 ID를, 토양체질에서는 PD를 중요한 상관관계를 나타내는 것으로 가중치 요소를 달리하여 재분류 및 보정하는 단계를 포함하는 객관적 팔체질 진당방법.As a result of analyzing the iris index and body composition index before classification, the reclassification/correction step using the artificial intelligence showed that PAR and ANWR were important, and LF/HF and HR were important in the analysis of the iris index and HRV. However, in the case of different correlations in the analysis results for each body constitution, NR and TR in the Geumyang and Geumeum constitutions, ID in the Mokyang constitution, and PD in the soil constitution were important correlations. An objective method for advancing the arm constitution, including the step of classifying and correcting it.
  13. 제 11 항에 있어서,12. The method of claim 11,
    상기 인공지능을 이용하여 재분류/보정하는 단계는 전체적인 상관성 분석 결과와 체질별로 나타나는 유의한 지표를 학습하게 하여 전체적인 상관성 분석 결과와 체질별로 나타나는 유의한 지표가 각각 다르게 나타난 경우에, 체질마다 다른 홍채지표를 체질의 특이점으로 사용하는 객관적 팔체질 진당방법.The step of reclassifying/correcting using the artificial intelligence makes it possible to learn the overall correlation analysis result and the significant index appearing for each constitution. An objective method of advancing the body constitution using indicators as a singularity of the constitution.
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