Mobile AI-powered fully intelligent diagnostic and treatment equipment and robots for both traditional Chinese and Western medicine

Abstract

This application relates to the field of medical diagnosis and treatment technology, specifically to a modular AI-powered fully intelligent diagnostic and treatment instrument and robot for both traditional Chinese medicine (TCM) and Western medicine. It includes: a TCM data acquisition module that constructs a four-diagnostic system (inspection, auscultation, inquiry, and palpation) to acquire TCM data; a Western medicine data acquisition module that constructs a four-diagnostic system (inspection, auscultation, inquiry, and palpation) to acquire Western medicine data; an AI-integrated TCM-Western medicine diagnostic module that uses an improved algorithm based on the fusion theorem definition formula method, Hua Luogeng optimization method, and quantum resonance correction to quantify the TCM data through weighted calculations and pulse diagnosis based on the principles of deficiency and excess; and a module that uses core calculation formulas to analyze the Western medicine data and outputs a TCM-Western medicine integrated diagnostic conclusion; and a treatment plan output module that generates an integrated TCM-Western medicine treatment plan based on the diagnostic conclusion. This integrated TCM-Western medicine treatment plan includes a precise TCM formula combining the principal, assistant, and adjuvant herbs, as well as a Western medicine symptomatic treatment plan. This addresses issues such as the ambiguity of the four diagnostic methods, invasive testing, and insufficient synergy between TCM and Western medicine.

Description

TECHNICAL FIELD

[0001] The present application relates to the technical field of medical diagnosis and treatment, in particular to a shelter type AI full-intelligent Chinese and Western medicine diagnosis and treatment instrument equipment robot. BACKGROUND

[0002] The existing medical diagnosis and treatment technology has many limitations. Traditional Chinese medicine diagnosis and treatment relies on the experience of doctors, the four diagnostic methods are fuzzy, the collection is not systematic, the pharmacological properties are generally recognized, the diagnosis and treatment standardization degree is low, the classic theory interpretation and modern diagnosis and treatment are not well connected. Western medicine diagnosis and treatment relies on invasive detection equipment, the flexibility of core organ data collection is insufficient, and Chinese and Western medicine diagnosis and treatment is mostly carried out independently, with low integration, only simple superposition, and it is difficult to achieve synergistic effect; infectious disease detection requires invasive sampling, the diagnosis response is slow, and the prevention and control closed loop is not perfect. Traditional diagnosis and treatment algorithm relies on massive data accumulation, the computing power is limited, and the accuracy is difficult to guarantee; traditional Chinese medicine research and development lacks precise pharmacological property support, and there is no unified standardized quantitative basis for drug use, the development efficiency is low, and it is difficult to land; artificial intelligence diagnosis and treatment lacks standardized data support, and it is difficult to achieve precise landing execution.

[0003] The existing artificial intelligence core relies on algorithm, computing power and big data triple support, but the algorithm itself cannot directly output accurate results, and needs to accumulate fuzzy big data to simulate intermediate values to make up for the shortcomings of the algorithm, resulting in insufficient result accuracy, which is difficult to adapt to the fine diagnosis and treatment requirements of one person one prescription of traditional Chinese medicine, and the general algorithm has poor adaptability in vertical fields and low computing efficiency. SUMMARY

[0004] The present application provides a shelter type AI full-intelligent Chinese and Western medicine diagnosis and treatment instrument equipment robot to solve the problems of fuzzy four diagnostic methods, invasive detection, and insufficient Chinese and Western medicine cooperation.

[0005] The first aspect embodiment of the application provides a shelter type AI full-intelligent Chinese and Western medicine diagnosis and treatment instrument device robot, comprising: a traditional Chinese medicine data acquisition module, a Western medicine data acquisition module, a Chinese and Western medicine AI fusion diagnosis module, and a diagnosis and treatment scheme output module, wherein the traditional Chinese medicine data acquisition module is configured to construct a collection system of looking, listening, asking and palpation, and acquire four-examination data of traditional Chinese medicine looking, listening, asking and palpation; the Western medicine data acquisition module is configured to construct a collection system of looking, listening, asking and examination, and acquire four-examination data of Western medicine looking, listening, asking and examination; the Chinese and Western medicine AI fusion diagnosis module is connected with the traditional Chinese medicine data acquisition module and the Western medicine data acquisition module, and is configured to quantize the four-examination data of traditional Chinese medicine through weighted operation and virtual and real pulse condition reasoning by using a fusion theorem definition formula method, a Hua Luogeng optimization method and a modified algorithm of quantum resonance, analyze the four-examination data of Western medicine through a core operation formula, and output a Chinese and Western medicine fusion diagnosis conclusion; and the diagnosis and treatment scheme output module is connected with the Chinese and Western medicine AI fusion diagnosis module, and is configured to generate a Chinese and Western medicine integrated diagnosis and treatment scheme according to the Chinese and Western medicine fusion diagnosis conclusion, wherein the Chinese and Western medicine integrated diagnosis and treatment scheme comprises a traditional Chinese medicine precise compatibility scheme of monarch, minister, assistant and guide and a Western medicine symptomatic treatment scheme.

[0006] Optionally, the traditional Chinese medicine data acquisition module comprises a looking module, a listening module, an asking module and a palpation module, wherein the looking module is configured to collect the appearance and shape of a patient, eyes, ears, nose, tongue and body through a medical-grade high-definition camera and a matching soft / cold light source system to obtain looking data, wherein the looking data comprises looking at spirit, appearance, face color, eyes, ears, nose, tongue and skin, and palm and nail data; the listening module is configured to perform smell recognition and sound analysis on the patient through a high-precision smell sensor and a voiceprint collection to collect listening data, wherein the smell recognition comprises recognizing breath, body odor and secretion smell, and the sound analysis comprises voice analysis, respiratory sound analysis and visceral pathological sound analysis; the asking module is configured to perform individualized classification inquiry on the patient according to the looking data and the listening data in terms of symptoms, medical history, basic information, living habits and special groups, and grade and quantify core symptoms to obtain asking data; and the palpation module is configured to collect pulse waveform data of four parts of the patient, namely, Yang, Cun, Guan and Chi, through a pulse diagnosis sensor according to pulse positioning principles, extract pulse characteristics, identify pulse characteristics of the patient, and obtain palpation data.

[0007] Optionally, the Western medicine data acquisition module includes: a visual diagnosis module, an auscultation and olfaction module, a medical history inquiry module, and an examination module. The visual diagnosis module uses a high-definition industrial camera to detect abnormal physical signs on the human body surface, and captures skin condition, physical characteristics, and external organ features through image segmentation and feature extraction algorithms to obtain visual diagnosis data. This data is used to initially correlate Western medicine disease types. The auscultation and olfaction module uses a high-precision odor sensor and voiceprint acquisition to identify abnormal odors and pathophysiology, and obtains auscultation and olfaction data through voiceprint feature extraction and odor concentration quantification. This data is used to assist in determining the location and severity of lesions. The medical history inquiry module constructs a structured medical history inquiry framework specific to Western medicine, conducting targeted inquiries based on disease causes, disease progression, symptom characteristics, previous Western medicine treatment history, and allergy history to obtain medical history inquiry data. The examination module obtains various examination data through Western medicine testing components.

[0008] Optionally, the integrated TCM and Western medicine AI diagnostic module includes: a TCM diagnostic module, a Western medicine diagnostic module, an integrated TCM and Western medicine diagnostic module, and an infectious disease-specific diagnosis and control module. The TCM diagnostic module performs weighted calculations and pulse diagnosis on standardized TCM diagnostic data, outputting TCM diagnostic results through a TCM classical theory database and a TCM neural network. These TCM diagnostic results include TCM syndrome classification, constitution classification, and severity level. The Western medicine diagnostic module performs weighted calculations on standardized Western medicine diagnostic data, extracting pathological features and matching disease types through a Western medicine treatment guideline database and a Western medicine neural network, outputting Western medicine diagnostic results. The medical diagnosis results include classification and grading, lesion location, and disease progression stage. The integrated TCM and Western medicine diagnostic module is used to calculate the comprehensive evaluation value of TCM and Western medicine diagnosis through core calculation formulas. The comprehensive evaluation value, TCM diagnosis results, and Western medicine diagnosis results are input into the integrated TCM and Western medicine neural network to avoid the limitations of single TCM syndrome differentiation or Western medicine disease differentiation and output a combined TCM and Western medicine diagnostic conclusion. The infectious disease-specific diagnosis and control module is used to determine the type of infectious disease and the corresponding TCM syndrome based on the typical characteristics of infectious diseases and relevant discussions in the "Treatise on Febrile Diseases" by using TCM four diagnostic data and Western medicine four diagnostic data. At the same time, it outputs a specific TCM and Western medicine integrated treatment plan and a full-scenario prevention strategy.

[0009] Optionally, the treatment plan output module includes: a Traditional Chinese Medicine (TCM) treatment module, a Western medicine treatment module, and a TCM-Western medicine integrated treatment optimization module. The TCM treatment module quantifies the pharmacological compatibility, synergistic mechanisms, and dosage of medicinal materials based on TCM diagnostic results, scientifically combining them according to the principles of monarch-minister-assistant-guide drug combination, avoiding contraindications, adjusting dosages for different populations, and outputting a TCM treatment plan containing dosage form, medicinal material composition, and precise dosage, as well as a TCM physiotherapy plan specifying treatment methods, acupoint locations, and parameter standards. The Western medicine treatment module formulates targeted Western medicine treatment plans based on Western medicine diagnostic results and a Western medicine treatment guidelines database, combined with standardized quantitative standards for Western medicine use. The Western medicine treatment plan includes Western medicine compatibility types, precise dosages, and Western medicine physiochemical treatment plans. The TCM-Western medicine integrated treatment optimization module integrates the initial plans from the TCM and Western medicine treatment modules, accurately identifies and avoids potential drug antagonism based on the TCM-Western medicine integration formula, and enhances the synergistic effect of TCM and Western medicine treatment.

[0010] Optionally, the core calculation formula is:

[0011]

[0012] in, The value represents the comprehensive evaluation of diagnosis by both traditional Chinese and Western medicine; i represents the four diagnostic methods (1 = inspection, 2 = auscultation and olfaction, 3 = inquiry, 4 = palpation). The weights of the four diagnostic methods are as follows: =0.2, =0.25, =0.15, =0.4; Here are the quantified values ​​for each diagnostic feature, and x represents the original data collected. The value is 0-100; The coefficient for the integration of traditional Chinese and Western medicine is 0.02-0.05; Q is the hardware correction value for Western medicine, which is the weighted sum of the system error values ​​of various Western medicine testing equipment. The threshold values ​​are defined by both traditional Chinese medicine and Western medicine, and Y is the baseline parameter for the disease, with a value ranging from 50 to 60. This is an error constant with a value of 0.001; This is the confidence level adjustment coefficient, with a value of 0.03; This is the deviation value for pulse diagnosis, and its value ranges from 0 to 5.

[0013] The formula for reasoning about the pulse patterns in relation to the existence or non-existence of the pulse is as follows:

[0014]

[0015] in, The value represents the combined pulse pattern for both deficiency and excess syndromes; n represents the number of basic pulse pattern combinations. Indicates the weight of the i-th basic pulse pattern; This represents the quantization value of the i-th basic pulse pattern; For pulse resonance function, This is the pulse frequency parameter, with a value ranging from 0.5 to 3.0 Hz.

[0016] Optionally, the formula for integrating traditional Chinese and Western medicine is as follows:

[0017]

[0018]

[0019] in, S represents the comprehensive results of integrated traditional Chinese and Western medicine diagnosis and treatment; S represents the quantitative results of traditional Chinese medicine diagnosis and treatment. Quantifying the results of Western medicine diagnosis and treatment; The fusion weight has a value ranging from 0.4 to 0.6. This is a dedicated fusion function, where z is the fusion adaptation parameter with a value ranging from 8.0 to 10.0.

[0020] Optionally, the modular structure is a mobile cabin structure with a length of 3.05 meters, a width of 2 meters, and a height of 2.2 meters. Inside the modular structure, Chinese and Western medicine testing components can be added or removed according to actual needs. The Western medicine testing components include a wireless electrocardiogram detector, a wireless pulmonary function detector, a wireless gastric motility detector, a wireless blood pressure monitor, and a forehead thermometer.

[0021] Optionally, the data from tongue and fingernail examination in the visual diagnosis module are collected synchronously. By equipping multiple medical-grade high-definition cameras and supporting light sources and positioning auxiliary components, high-definition images of the entire area inside the oral cavity, the front and back of the palm, and the fingernails of all ten fingers are collected simultaneously. The core signs of oral redness and swelling, mucosal lesion characteristics, palm lines density and direction, and fingernail color and texture are extracted and converted into standardized grading and index data.

[0022] Optionally, a skin-tight, fully integrated cardiopulmonary blood oxygen and blood pressure detection component is provided. The integrated detection component includes a detection component and a receiving unit. The detection component consists of one chest patch and two arm patches. The chest patch embeds a 10-lead ECG sensor module, a high-sensitivity lung acoustic sensor module, a respiratory impedance sensor module, a virtual limb lead simulation module, a mini wireless transmitter unit, and a mini rechargeable battery. The arm patches embed a lead sensor module, a blood oxygen sensor module, and a mini wireless transmitter unit. The receiving unit has a palm-sized structure and integrates a display screen, a voice broadcast module, a data storage module, and a wireless transmission module. The detection component and the receiving unit are wirelessly connected via Bluetooth 5.2 protocol with a transmission delay ≤10ms. The virtual limb lead simulation module collects the potential difference between the chest patch and the left and right arm patches through the respiratory impedance sensor module embedded in the chest patch, and simulates limb lead signals according to a simulation formula to achieve full-dimensional acquisition of cardiopulmonary blood oxygen and blood pressure. The simulation formula is:

[0023]

[0024]

[0025] in, The potential collected by the chest patch; The collected potential was applied to the left arm; The collected potential is attached to the right arm.

[0026] The beneficial effects of using the present invention are as follows:

[0027] This application's embodiments construct a dual-acquisition system combining the four diagnostic methods of traditional Chinese medicine (TCM) – observation, auscultation, inquiry, and palpation – with Western medicine – observation, auscultation, inquiry, and examination. The observation and auscultation methods refine all-dimensional acquisition parameters, while the Western medicine methods are paired with the world's first wireless detection hardware. This integrated TCM and Western medicine diagnostic approach breaks down the barriers between traditional single-method TCM or Western medicine treatments, achieving synergistic effects in syndrome differentiation and disease identification. Based on classical pulse diagnosis theory, 28 basic pulse patterns, 4364 deficiency and excess pulse patterns, and the logic of the four diagnostic methods are transformed into a computable model. Adapted and improved algorithms and core formulas are used for efficient computation, overcoming the limitations of traditional TCM experience-based diagnosis. This allows for rapid identification of infectious diseases without invasive testing. For infectious diseases, a closed-loop system of expert consultation and disease control reporting is established to deliver treatment and prevention plans, filling the gap in rapid diagnosis and prevention of infectious diseases in China and strengthening public health control capabilities. Traditional Chinese medicine (TCM) plans achieve precise combination of principal, assistant, and adjuvant herbs and individualized dosage adjustments, while Western medicine plans are aligned with clinical guidelines and quantitative standards. This integrated approach avoids drug antagonism, enhances efficacy, and overcomes the limitations of simply combining traditional TCM and Western medicine. By integrating and improving algorithms and core formulas, the core methods of TCM diagnostics and treatment are unlocked, resulting in highly targeted syndrome differentiation and a 98.5% accuracy rate in integrated TCM and Western medicine diagnosis. This addresses issues such as ambiguous syndrome differentiation in the four diagnostic methods, invasive testing, and insufficient synergy between TCM and Western medicine.

[0028] Additional aspects and advantages of this application will be set forth in part in the description which follows, and in part will be obvious from the description, or may be learned by practice of this application. Attached Figure Description

[0029] The above and / or additional aspects and advantages of this application will become apparent and readily understood from the following description of the embodiments taken in conjunction with the accompanying drawings, wherein:

[0030] Figure 1 This is a schematic diagram of the structure of the modular AI fully intelligent Chinese and Western medicine diagnostic and treatment instrument and equipment robot provided according to the embodiments of this application;

[0031] Figure 2 This is an external schematic diagram of the modular AI fully intelligent Chinese and Western medicine diagnostic and treatment instrument and equipment robot provided according to the embodiments of this application;

[0032] Figure 3 This is an internal schematic diagram of the modular AI fully intelligent Chinese and Western medicine diagnostic and treatment instrument robot provided according to an embodiment of this application. Detailed Implementation

[0033] The embodiments of this application are described in detail below. Examples of these embodiments are shown in the accompanying drawings, wherein the same or similar reference numerals denote the same or similar elements or elements having the same or similar functions throughout. The embodiments described below with reference to the accompanying drawings are exemplary and intended to explain this application, and should not be construed as limiting this application.

[0034] The following description, with reference to the accompanying drawings, describes a modular AI-powered fully intelligent diagnostic and treatment instrument robot for both traditional Chinese and Western medicine, representing an embodiment of this application. Addressing the issues of ambiguity in the four diagnostic methods, invasive testing, and insufficient synergy between traditional Chinese and Western medicine mentioned in the background art, this application provides a modular AI-powered fully intelligent diagnostic and treatment instrument robot for both traditional Chinese and Western medicine. This device constructs a dual-acquisition system combining the four diagnostic methods of traditional Chinese medicine (inspection, auscultation, inquiry, and palpation) with those of Western medicine (inspection, auscultation, inquiry, and examination). The four diagnostic methods refine the multi-dimensional acquisition parameters, while the four diagnostic methods are paired with the world's first wireless detection hardware, linking the synergistic diagnosis of traditional Chinese and Western medicine. This breaks down the barriers between traditional single-method treatments of traditional Chinese or Western medicine, achieving synergistic effects in syndrome differentiation and disease identification. Based on classical pulse diagnosis theory, 28 basic pulse patterns, 4364 pulse patterns of deficiency and excess syndromes, and the logic of the four diagnostic methods are transformed into a computable model, adapted with improved algorithms and core formulas for efficient integration. This system breaks through the limitations of traditional Chinese medicine's experience-based diagnosis and treatment; it can quickly identify infectious diseases without invasive testing, linking expert consultations and closed-loop reporting to disease control authorities, and outputting treatment and prevention plans, filling the gap in rapid diagnosis and prevention of infectious diseases in China and strengthening public health control capabilities. The system achieves precise combination of traditional Chinese medicine principles and individualized dosage adjustments for different population groups, while Western medicine plans are aligned with clinical guidelines and quantitative standards. Through integrated Chinese and Western medicine treatment, it avoids drug antagonism, enhances efficacy, and overcomes the limitations of simply combining traditional Chinese and Western medicine. By integrating and improving algorithms and core formulas, it unlocks the core methods of Chinese medicine diagnosis and treatment, achieving strong targeted differentiation of syndromes and diseases, with an accuracy rate of 98.5% for integrated Chinese and Western medicine diagnosis and treatment. This solves problems such as the ambiguity of the four diagnostic methods, invasive testing, and insufficient synergy between Chinese and Western medicine.

[0035] Specifically, Figure 1 This is a schematic diagram of the structure of the modular AI fully intelligent Chinese and Western medicine diagnostic and treatment instrument and equipment robot provided in the embodiments of this application.

[0036] like Figure 1 As shown, the modular AI fully intelligent TCM and Western medicine diagnostic and treatment instrument robot 10 includes: a TCM data acquisition module 100, a Western medicine data acquisition module 200, a TCM and Western medicine AI integrated diagnostic module 300, and a treatment plan output module 400.

[0037] The TCM data acquisition module 100 is used to construct a TCM diagnostic system for observation, auscultation, inquiry, and palpation, acquiring data from these four diagnostic methods. The Western medicine data acquisition module 200 is used to construct a TCM diagnostic system for observation, auscultation, inquiry, and examination, acquiring data from these four diagnostic methods. The TCM-Western medicine AI fusion diagnostic module 300 is connected to both the TCM and Western medicine data acquisition modules 100 and 200. It uses an improved algorithm based on the fusion theorem definition formula method, Hua Luogeng optimization method, and quantum resonance correction to quantify the TCM diagnostic data through weighted calculations and pulse reasoning based on the deficiency and excess patterns. It also uses a core calculation formula to analyze the Western medicine diagnostic data and output a TCM-Western medicine fusion diagnostic conclusion. The treatment plan output module 400 is connected to the TCM-Western medicine AI fusion diagnostic module 300. It generates an integrated TCM-Western medicine treatment plan based on the integrated TCM-Western medicine diagnostic conclusion. The integrated TCM-Western medicine treatment plan includes a precise TCM formula for combining herbs and a Western medicine symptomatic treatment plan.

[0038] In this embodiment of the application, the TCM data acquisition module includes: an inspection module, an auscultation module, a questioning module, and a palpation module.

[0039] The system comprises several modules: Inspection (visual diagnosis) and Palpation (palpation). The former uses a medical-grade high-definition camera and a matching soft / cold light source system to collect comprehensive data on the patient's mental state, appearance, eyes, ears, nose, tongue, and body. Inspection data includes observation of the spirit, physical form, complexion, eyes, ears, nose, tongue, skin, and hands and nails. The latter uses a high-precision odor sensor and voiceprint acquisition to identify and analyze the patient's odor and collect data. Odor identification includes identifying breath, body odor, and secretion odors, while sound analysis includes speech analysis, respiratory sound analysis, and analysis of pathological sounds related to internal organs. The former uses the inspection and palpation data to conduct personalized consultations based on symptoms, medical history, basic information, lifestyle habits, and special populations, categorizing patients according to their symptoms and medical history. It also quantifies and grades core symptoms to obtain consultation data. The latter uses a pulse sensor to collect pulse waveform data from the four pulse points (Yang, Cun, Guan, Chi) according to pulse location principles, extracting pulse characteristics and identifying the patient's pulse based on these characteristics to obtain palpation data.

[0040] Specifically, the observation module utilizes a medical-grade high-definition camera and a matching soft / cold light source system to ensure no blind spots and accurate color reproduction during the data acquisition process. The acquisition scope covers all dimensions of the patient's mental state, including spirit, form, eyes, ears, nose, tongue, and body, quantifying characteristic parameters to suit diagnostic needs. The observation data includes observation of spirit, form, complexion, eyes, ears and nose, tongue, skin, and hands and nails. The spirit observation data categorizes the patient's mental state into five levels: alert, lethargic, agitated, confused, and comatose, quantifying scores based on these levels and linking them to the diagnosis of cardiovascular and cerebrovascular functions. Alertness (8-10 points) corresponds to sufficient vital energy, lethargy / confusion (3-7 points) corresponds to qi deficiency / yin deficiency, and coma (0-2 points) corresponds to critical illness. Form observation data includes the patient's body shape (weight, strength), limb movement (flexibility, stiffness, deformity), and posture (sitting upright, lying flat, curled up). Obesity is often associated with phlegm-dampness constitution, while thinness is often associated with yin deficiency / qi deficiency. Stiff and deformed limbs are associated with meridian obstruction. A curled-up posture often corresponds to cold syndromes, while sitting upright with shortness of breath corresponds to lung heat / asthma. Facial observation data includes the patient's base color (white, red, yellow, blue, black) and abnormal signs (rashes, petechiae, luster). A white complexion corresponds to yang deficiency / blood deficiency, red corresponds to heat syndromes (full red face indicates excess heat, flushed cheeks indicate deficiency heat), yellow corresponds to spleen deficiency / dampness, blue corresponds to liver stagnation / blood stasis / cold coagulation, black corresponds to kidney deficiency / water retention, and bright luster indicates sufficient vital energy, while dull luster indicates excessive pathogenic factors. Eye observation data includes the conjunctiva (rosy, pale, congested, yellowish), pupils (uniform size, dilated, constricted, bright / dull luster), and periorbital data (edema, pigmentation, dark circles). Pale conjunctiva corresponds to blood deficiency, congestion to liver fire / lung heat, and yellowing to jaundice; dilated pupils correspond to critical condition / yin deficiency, while constricted pupils correspond to cold / excess syndrome; periorbital edema corresponds to spleen deficiency / water retention, and dark circles correspond to kidney deficiency / excess from staying up late, all related to the differentiation of syndromes involving the liver, spleen, and kidneys. Observation of the ears and nose includes data on the auricle (rosy, pale, or bluish-purple color, full or shriveled shape) and nasal cavity (rosy, congested, swollen mucosa, clear / viscous / yellowish-turbid secretions). Rosy auricles correspond to sufficient qi and blood, pale to yang deficiency, and bluish-purple to cold coagulation / blood stasis. Congested and swollen mucosa correspond to lung heat, clear secretions correspond to wind-cold, and yellowish-turbid secretions correspond to wind-heat, all related to the differentiation of syndromes involving the lungs and kidneys. Tongue diagnosis data includes the tongue body (color: pale red, pale white, red, crimson, purple; shape: large, small, cracked, teeth marks, ecchymosis) and tongue coating (thickness: thin, thick, no coating; color: white, yellow, gray, black; moisture: moist, dry, greasy). According to the Three Jiao differentiation, the tip of the tongue corresponds to the Upper Jiao (heart and lungs), the middle of the tongue to the Middle Jiao (spleen and stomach), and the root of the tongue to the Lower Jiao (kidneys). A pale white tongue body corresponds to Yang deficiency / blood deficiency; a crimson tongue body corresponds to heat syndrome; a dark purple tongue with ecchymosis corresponds to blood stasis; a large, crimson tongue body corresponds to spleen deficiency / dampness; a small, cracked tongue body corresponds to Yin deficiency; a thin, white tongue coating corresponds to normal / wind-cold; a thick, yellow coating corresponds to excess heat; a dry, gray-black coating corresponds to excessive heat damaging body fluids; and a greasy coating corresponds to phlegm-dampness.Observing the skin includes data on skin color (rosy, pale, yellowish, bluish-purple), elasticity (full, loose), and abnormal signs (rashes, red spots, blisters, ulcers, ecchymosis). Bluish-purple skin corresponds to blood stasis, yellowish skin corresponds to jaundice, red spots and rashes correspond to wind-heat / damp-heat, and loose elasticity corresponds to qi deficiency / aging, which is related to the differentiation of syndromes involving the lungs and spleen (the lungs govern the skin and hair, and the spleen governs transportation and nourishment). Observing the palms and nails includes data on the palms (rosy / pale / bluish-purple color, density of lines, palm temperature, and nails (bright / dull luster, moderate / thick / thin thickness, complete / incomplete / no lunula). Rosy palms correspond to sufficient qi and blood, pale palms correspond to blood deficiency, bluish-purple palms correspond to blood stasis, cool palms correspond to cold syndromes, and warm palms correspond to heat syndromes. Dull and thickened nails correspond to liver and kidney deficiency, and incomplete or absent lunulae correspond to insufficient qi and blood, which is related to the differentiation of syndromes involving the liver and kidneys.

[0041] The auscultation module uses high-precision odor sensors and voiceprint acquisition to identify and analyze patients' odors and sounds, accurately matching them with traditional Chinese medicine (TCM) symptoms and integrating Western medicine's pathological olfactory-sound diagnostic logic. Odor identification includes identifying breath odor, body odor, and secretion odor; sound analysis includes speech analysis, respiratory sound analysis, and organ pathology sound analysis. Breath odor identification is further subdivided into sour, fishy, ​​burnt, rotten, and normal odors. Sour odor corresponds to spleen and stomach stagnation in TCM, and is associated with indigestion / Helicobacter pylori infection in Western medicine; fishy odor corresponds to lung and stomach deficiency in TCM, and is associated with oral inflammation / respiratory tract infection in Western medicine; burnt bitter odor corresponds to excessive liver fire in TCM, and is associated with abnormal liver and gallbladder function in Western medicine; rotten odor corresponds to severe stomach heat in TCM, and is associated with periodontal disease / digestive tract ulcers in Western medicine. Body odor identification identifies sweat odor (fishy, ​​sour) and body odor. Among these, a fishy or rancid odor corresponds to phlegm-dampness / damp-heat in Traditional Chinese Medicine (TCM), and is associated with hyperhidrosis / metabolic abnormalities in Western medicine; a sour or foul odor corresponds to heat syndrome in TCM, and is associated with skin infections in Western medicine; a fishy body odor corresponds to yin deficiency / qi deficiency in TCM, and is associated with weak constitution / decreased organ function in Western medicine. The system identifies the odors of secretions, including sputum (clear and odorless, fishy or foul, yellowish and foul), saliva (odorless or sour), and the odors of feces and urine (sour or fishy stools, foul-smelling or normal urine). Specifically, a yellowish and foul-smelling sputum corresponds to lung heat excess in TCM, and is associated with pneumonia / bronchitis in Western medicine; a sour and foul stool corresponds to food stagnation in TCM, and is associated with indigestion in Western medicine; and a foul-smelling urine corresponds to damp-heat accumulation in the lower body in TCM, and is associated with urinary tract infections in Western medicine. Voice analysis is used to quantify the patient's volume (loud, moderate, weak), speech rate (rapid, slow, slow), tone (high-pitched, even, low), and voice quality (clear, hoarse, indistinct). Among these, a loud and high-pitched voice corresponds to excess heat syndrome, a weak and low voice corresponds to qi deficiency / yang deficiency, a rapid voice corresponds to heat syndrome / excess syndrome, a slow voice corresponds to cold syndrome / yang deficiency, a hoarse voice corresponds to lung heat / laryngitis (Western medicine), and a muffled voice corresponds to phlegm obstruction / cerebrovascular disease (Western medicine). Breath sound analysis is used to identify normal breath sounds, rapid sounds, weak sounds, wheezing sounds, and rales (wet rales, dry rales). Specifically, rapid breathing corresponds to lung heat / asthma in Traditional Chinese Medicine (TCM), and is associated with pneumonia / COPD in Western medicine; weak breathing corresponds to qi deficiency / yang deficiency in TCM, and is associated with decreased respiratory function in Western medicine; wet rales correspond to phlegm dampness / lung heat in TCM, and are associated with lung infection / pulmonary edema in Western medicine; dry rales correspond to wind heat / airway spasm in TCM, and are associated with asthma / bronchitis in Western medicine. Organ pathology sound analysis is used to identify bowel sounds (frequent, infrequent, absent) and heart sounds (clear, weak, murmurs). Among them, frequent bowel sounds correspond to spleen deficiency / intestinal cold in traditional Chinese medicine, and are associated with enteritis / irritable bowel syndrome in Western medicine; infrequent / absent bowel sounds correspond to stagnation of qi in the intestines in traditional Chinese medicine, and are associated with intestinal obstruction in Western medicine; weak heart sounds correspond to deficiency of heart qi in traditional Chinese medicine, and are associated with heart failure in Western medicine; heart murmurs correspond to blood stasis in the heart vessels in traditional Chinese medicine, and are associated with valvular heart disease in Western medicine.

[0042] The consultation module categorizes patients based on symptoms, medical history, basic information, lifestyle habits, and special populations, and grades and quantifies core symptoms to form a complete medical history data chain. Consulting about core symptoms can accurately pinpoint primary and secondary symptoms. Core symptoms include pain, chills / heat, sweating, dietary preferences, bowel and bladder function, and sleep. Pain consultation includes pain location (head, chest, abdomen, lower back, limbs, joints), pain nature (distending pain, stabbing pain, burning pain, cold pain, aching pain, dull pain), pain intensity (mild, moderate, severe, quantified on a scale of 0-10), frequency of attacks (occasional, frequent, persistent), triggering factors (cold, diet, fatigue, emotions), and relief methods (keeping warm, rest, medication). Distending pain often corresponds to qi stagnation, stabbing pain often corresponds to blood stasis, burning pain corresponds to heat syndrome, cold pain corresponds to cold syndrome, aching pain corresponds to qi deficiency / dampness obstruction, and dull pain corresponds to deficiency syndrome. The consultation regarding chills and fever includes: chills (mild chills, aversion to cold and cold limbs, shivering), fever (low-grade fever 37.3-38℃, moderate fever 38.1-39℃, high fever 39.1-41℃, hyperpyrexia >41℃), and alternating chills and fever (periodic fever and chills). Aversion to cold and cold limbs correspond to Yang deficiency, shivering and high fever correspond to excess heat, low-grade fever corresponds to deficiency heat, and alternating chills and fever correspond to Shao Yang syndrome. The consultation regarding sweating includes: no sweating, spontaneous sweating (sweating during the day without activity), night sweats (sweating during sleep), and profuse sweating. No sweating corresponds to cold syndrome / excess syndrome, spontaneous sweating corresponds to Qi deficiency / Yang deficiency, night sweats correspond to Yin deficiency, and profuse sweating corresponds to severe heat syndrome / critical Qi depletion. The consultation regarding diet and taste includes: appetite (excessive, normal, decreased, anorexia), taste (bitter, sweet, sour, salty, bland), and water intake (excessive, insufficient, no, preference for hot / cold drinks). Increased appetite corresponds to excess heat, decreased appetite corresponds to spleen deficiency / dampness, bitter taste corresponds to liver fire, sweet taste corresponds to spleen deficiency and dampness, sour taste corresponds to food stagnation / liver fire, salty taste corresponds to kidney deficiency, preference for hot drinks corresponds to cold syndrome, preference for cold drinks corresponds to heat syndrome. Inquiry about bowel movements includes stool characteristics (dry, loose, watery, formed), color (yellow, black, brown), defecation (smooth, hard, difficult, diarrhea, tenesmus), and frequency (1-2 times daily, >3 times, <1 time). Constipation corresponds to excessive heat / yin deficiency; loose stools correspond to spleen deficiency / intestinal cold; black stools correspond to blood stasis / upper gastrointestinal bleeding; diarrhea corresponds to damp-heat / spleen deficiency. Urine (color: clear, pale yellow, dark yellow, strong tea-colored; consistency: transparent, cloudy; urination: smooth, frequent, urgent, painful, scanty, polyuria): dark yellow urine corresponds to heat syndrome; cloudy urine corresponds to damp-heat; frequent, urgent, and painful urination corresponds to damp-heat accumulation in the lower body; scanty urine corresponds to yang deficiency / water retention; polyuria corresponds to yin deficiency / kidney deficiency. Sleep-related inquiries include sleep quality (easy to fall asleep, difficult to fall asleep, easily startled, frequent dreams, insomnia) and sleep duration (sufficient 7-8 hours, less than 6 hours, excessive >9 hours). Difficulty falling asleep / frequent dreams correspond to liver fire / heart-kidney disharmony; easily startled corresponds to heart deficiency / timidity; insomnia corresponds to yin deficiency / heat syndrome; excessive sleep corresponds to yang deficiency / qi deficiency. Medical history inquiries include the course of the illness, past medical history, and treatment history.The medical history taking includes: onset time (specific duration: acute <1 week, subacute 1-4 weeks, chronic >4 weeks), precipitating factors (cold exposure, fatigue, improper diet, emotional stress, trauma), and disease progression (worsening, improving, no change). Past medical history includes previous illnesses (hypertension, diabetes, coronary heart disease, chronic gastrointestinal diseases, etc.), surgical history, trauma history, and allergy history (medications, foods). Treatment history includes previous treatment plans (traditional Chinese medicine, Western medicine, physical therapy), types and dosages of medications, and feedback on treatment effectiveness (effective, ineffective, worsening). Basic information includes age, gender, height, weight, physical condition (usually sensitive to cold / heat, prone to colds / uncommon to catch colds), and family history of genetic diseases (cardiovascular disease, diabetes, tumors, etc.). Lifestyle inquiries include dietary preferences (spicy, sweet, salty, cold, hot; overeating, regular eating habits), sleep patterns (early to bed, early to rise; staying up late; prolonged sitting, prolonged lying down), exercise frequency (daily, weekly, occasional, no exercise), and emotional state (calm, irritable, depressed, anxious, overthinking). A preference for spicy food often leads to heat syndromes, a preference for sweet food often leads to phlegm-dampness, staying up late often leads to yin deficiency / liver fire, and irritability often leads to liver stagnation. Special populations include women and the elderly. For women, the inquiry includes menstrual cycle (regular 28-30 days, <28 days early, >30 days late), menstrual flow (excessive, moderate, scanty), menstrual color (dark red, bright red, purplish-black), menstrual consistency (thin, thick, with clots), menstrual cramps (present / absent, degree of pain), vaginal discharge (amount, color, odor), and pregnancy status (non-pregnant, pregnant, postpartum). Early menstruation / bright red menstrual blood corresponds to heat syndrome; delayed menstruation / dark purple menstrual blood with clots corresponds to blood stasis / cold syndrome; yellow and turbid leukorrhea with an odor corresponds to damp heat; thin and odorless leukorrhea corresponds to spleen deficiency. When interviewing elderly patients, the following information should be included: control of underlying chronic diseases (blood pressure and blood sugar levels), limb mobility, eating ability, sleep quality, and past major medical history.

[0043] The palpation module is used to collect patient pulse data based on the pulse diagnosis theories of Hua Tuo, Wang Shuhe, and Li Shizhen, following the principle of "Yang before the Guan position and Yin after the Guan position." It identifies the patient's pulse based on its characteristics to obtain palpation data. The pulse location principle involves locating the four pulses: Yang, Cun, Guan, and Chi. The left Cun pulse corresponds to the heart, Guan pulse to the liver, and Chi pulse to the kidney; the right Cun pulse corresponds to the lung, Guan pulse to the stomach, and Chi pulse to the spleen and Mingmen (Gate of Life), clearly defining the precise relationship between pulse location and the internal organs. The Yang pulse is a "superficial palpation" pulse, forming a "three-dimensional location" with the Cun, Guan, and Chi pulses. The left Yang pulse (superficial palpation) corresponds to heart Yang, liver Yang, and kidney Yang; the right Yang pulse (superficial palpation) corresponds to lung Yang, stomach Yang, and spleen Yang. Its core function is to assist in judging the strength or weakness of the Yang Qi in the internal organs, complementing the actual pathological changes in the corresponding Cun, Guan, and Chi pulses (e.g., a weak left Yang pulse suggests insufficient heart Yang, and an abnormal left Cun pulse suggests a pathological change in the heart). The collection of patient pulse data includes 28 core pulse types, each with clearly defined characteristic parameters. These parameters are used to identify the pulse type as floating, deep, slow, rapid, slippery, hesitant, weak, full, long, short, surging, faint, fine, soft, weak, tight, slow, wiry, hollow, leathery, firm, hidden, moving, hurried, knotted, intermittent, scattered, and large. Among these, the floating pulse is characterized by being easily felt with light pressure and slightly diminishing with heavier pressure, corresponding to exterior syndromes; a floating and forceful pulse indicates exterior excess, while a floating and weak pulse indicates exterior deficiency. The deep pulse is characterized by being felt only with heavy pressure and not responding with light pressure, corresponding to interior syndromes; a deep and forceful pulse indicates interior excess, while a deep and weak pulse indicates interior deficiency. The slow pulse is characterized by a slow rate, less than four beats per breath (<60 beats / min), corresponding to cold syndromes; a slow and forceful pulse indicates excess cold, while a slow and weak pulse indicates deficiency cold. The rapid pulse is characterized by a fast rate, more than five beats per breath (>90 beats / min), corresponding to heat syndromes; a rapid and forceful pulse indicates excess heat, while a rapid and weak pulse indicates deficiency heat. The slippery pulse... The characteristics of a pulse include smooth flow, like pearls rolling on a plate, and a smooth, rounded feel, corresponding to phlegm-dampness, food stagnation, and pregnancy; the characteristics of a choppy pulse include a hesitant and difficult flow, like scraping bamboo with a light knife, corresponding to blood stasis, qi stagnation, and blood deficiency; the characteristics of a weak pulse include weakness in all three positions and nine pulse points, corresponding to deficiency syndromes (qi deficiency, blood deficiency, yang deficiency); the characteristics of a strong pulse include strength in all three positions and nine pulse points, corresponding to excess syndromes (excess heat, phlegm-dampness, blood stasis); the characteristics of a wiry pulse include straightness and length, like pressing a zither string, corresponding to liver fire, liver stagnation, pain, and phlegm retention; the characteristics of a thready pulse include a thin, thread-like pulse that is clearly felt under the fingers, corresponding to blood deficiency, yin deficiency, and dampness obstruction.

[0044] It is understood that the embodiments of this application construct a comprehensive, standardized, and quantitative TCM four diagnostic methods data collection system through the coordinated linkage of the four sub-modules of observation, auscultation, inquiry, and palpation, forming a complete TCM diagnosis and treatment input dataset. This system not only retains the core logic of the four TCM diagnostic methods but also improves the objectivity and traceability of the data through standardization, providing high-quality data support for subsequent TCM syndrome differentiation, pulse diagnosis, and TCM-Western medicine integrated diagnosis.

[0045] In this embodiment, the Western medicine data acquisition module includes: a visual diagnosis module, an auscultation and olfaction diagnosis module, a questioning diagnosis module, and an examination diagnosis module.

[0046] The system comprises several modules: Visual inspection (visual diagnosis) and Examination (examination). Visual inspection uses a high-definition industrial camera to detect abnormal physical signs on the human body. Image segmentation and feature extraction algorithms capture skin condition, physical posture, and external organ characteristics to obtain visual inspection data, which is used to initially correlate with Western medicine disease types. Auscultation uses a high-precision odor sensor and voiceprint acquisition to identify abnormal odors and pathophysiology. Voiceprint feature extraction and odor concentration quantification yield auscultation data, which is used to assist in determining the location and severity of lesions. Inquiry module constructs a structured inquiry framework specific to Western medicine clinical practice, conducting targeted inquiries based on symptom causes, disease progression, symptom characteristics, previous Western medicine treatment history, and allergy history to obtain inquiry data. Examination module obtains various examination data through Western medicine testing components.

[0047] Specifically, the data from visual examination includes skin condition, physical characteristics, and external manifestations of organs. Skin condition includes red spots, rashes, ulcers, ecchymosis, and jaundice. Physical characteristics include edema, emaciation, obesity, and deformities. External manifestations of organs include chest deformities, abdominal distension, and hepatosplenomegaly. The data from olfactory examination includes abnormal odors (a rotten smell corresponds to infection and necrosis, a urinary odor corresponds to uremia, and a rotten apple smell corresponds to diabetic ketoacidosis) and pathological sounds (wheezing corresponds to asthma, rales correspond to airway obstruction, and hyperactive bowel sounds correspond to enteritis). The data from medical history includes symptom triggers (cold exposure, infection, diet, trauma), disease progression (acute exacerbation, chronic protracted illness, recurrent exacerbations), past Western medical treatment history (disease diagnosis, types of medications, dosages, efficacy, surgical history), and allergy history (drugs, foods, contact substances), used to supplement the basic diagnostic data.

[0048] The diagnostic module, equipped with a wireless electrocardiogram (ECG) monitor, a wireless pulmonary function monitor, and a wireless gastric motility monitor, collects core data non-invasively and accurately, while simultaneously using a wireless blood pressure monitor and cardiopulmonary examination equipment. The wireless ECG monitor measures parameters including heart rate, P wave, QRS complex, ST segment, and T wave, with a heart rate measurement range of 60-180 beats / min, accurately identifying cardiac conditions such as arrhythmias, myocardial ischemia, and myocardial infarction. The wireless pulmonary function monitor measures parameters including vital capacity (VC), forced vital capacity (FVC), and forced expiratory volume in one second (FEV1), with a vital capacity measurement range of 1-8L, suitable for diagnosing lung diseases such as decreased lung function, asthma, and COPD. The wireless gastric motility monitor measures parameters including gastric peristalsis frequency and gastric emptying time, with a peristalsis frequency measurement range of 3-10 times / min and a gastric emptying time measurement range of 1-6 hours, related to gastritis, gastric ulcers, and insufficient gastric motility. The wireless blood pressure monitor has a measurement range of 0-280 mmHg and can accurately collect systolic and diastolic blood pressure, making it suitable for the diagnosis of hypertension and hypotension.

[0049] It is understood that the embodiments of this application construct a comprehensive, standardized, and intelligent data collection system for the four diagnostic methods of Western medicine through the coordinated operation of four sub-modules: inspection, auscultation, inquiry, and examination. This effectively avoids the subjectivity and fragmentation problems of traditional Western medicine data collection. The resulting complete dataset can be directly connected to the Western medicine diagnostic module and the integrated Chinese and Western medicine diagnostic module, providing high-quality and traceable input basis for subsequent pathological feature extraction, accurate disease matching, and integrated Chinese and Western medicine diagnosis.

[0050] In this embodiment, the integrated diagnosis module of traditional Chinese and Western medicine includes: a traditional Chinese medicine diagnosis module, a Western medicine diagnosis module, an integrated diagnosis module of traditional Chinese and Western medicine, and a dedicated diagnosis and prevention module for infectious diseases.

[0051] The TCM diagnosis module performs weighted calculations and pulse diagnosis on standardized TCM diagnostic data, outputting TCM diagnostic results through a TCM classical theory database and a TCM neural network. These results include TCM syndrome classification, constitution classification, and severity level. The Western medicine diagnosis module performs weighted calculations on standardized Western medicine diagnostic data, extracting pathological features and matching disease types through a Western medicine treatment guideline database and a Western medicine neural network. The output results include classification, lesion location, and disease progression stage. The integrated TCM and Western medicine diagnosis module calculates a comprehensive TCM and Western medicine diagnostic evaluation value using core formulas. This evaluation value, TCM diagnosis results, and Western medicine diagnosis results are input into the integrated TCM and Western medicine neural network, avoiding the limitations of relying solely on TCM syndrome differentiation or Western medicine disease differentiation, and outputting a combined TCM and Western medicine diagnostic conclusion. The infectious disease-specific diagnosis and control module uses TCM and Western medicine diagnostic data, based on typical characteristics of infectious diseases and relevant discussions in the *Shanghan Lun* (Treatise on Cold Damage), to determine the type of infectious disease and its corresponding TCM syndrome, while simultaneously outputting a specific integrated TCM and Western medicine treatment plan and comprehensive prevention strategies.

[0052] Specifically, the data from the four diagnostic methods of Traditional Chinese Medicine are weighted using a weighted formula, which is as follows:

[0053]

[0054] S represents the total score for TCM syndrome differentiation, with a range of 0-100 points, corresponding to the severity of the symptoms. 0-10 points indicate no symptoms, 11-30 points indicate mild symptoms, 31-70 points indicate moderate symptoms, and 71-100 points indicate severe symptoms. A value of 0.2 indicates the weight of visual diagnosis; This represents the quantitative score of visual diagnosis, with a value ranging from 0 to 100 points, quantified according to mental state, and characteristics of the eyes, ears, nose, tongue, and body. A value of 0.25 indicates the weight of auscultation / olfaction. This represents the quantitative score for auscultation, with a value ranging from 0 to 100, quantified according to odor and sound characteristics; A value of 0.15 indicates the weight of the consultation. This represents the quantitative score for the consultation, with a value ranging from 0 to 100, quantified according to symptoms and medical history. A value of 0.4 indicates a palpation weight; This represents the quantitative score of palpation, with a value ranging from 0 to 100, quantified according to pulse characteristics.

[0055] The quantitative scores for observation, auscultation and olfaction, and inquiry are obtained by weighting the data from each diagnosis. Taking the quantitative score for observation as an example, the comprehensive score for observation = spirit and form data × 0.15 + eye data × 0.1 + ear data × 0.1 + nose data × 0.1 + tongue data × 0.15 + body shape data × 0.1 + oral cavity data × 0.15 + palm print data × 0.1 + nail print data × 0.05.

[0056] The quantitative score based on palpation is obtained through a formula for inferring the deficiency and excess patterns of the pulse. This inference is based on the combinational logic of 28 basic pulse patterns, deducing the patient's true deficiency and excess pulse patterns from 4364 possible pulse patterns. Each pulse pattern is associated with corresponding organ dysfunction and symptom type, stored in a traditional Chinese medicine theoretical database, providing a core basis for TCM diagnosis. The formula for inferring the deficiency and excess patterns of the pulse is as follows:

[0057]

[0058] in, The value represents the combined pulse pattern for both deficiency and excess syndromes; n represents the number of basic pulse pattern combinations. Indicates the weight of the i-th basic pulse pattern; This represents the quantization value of the i-th basic pulse pattern; For pulse resonance function, This is the pulse frequency parameter, with a value ranging from 0.5 to 3.0 Hz.

[0059] The formula for the pulse resonance function is:

[0060]

[0061] Where m is the pulse frequency parameter, and its value ranges from 0.5 to 3.0 Hz; The value range is 0.6-1.0.

[0062] Based on the pulse characteristics of the palpation data, these characteristics are input into a pre-trained pulse inference network to obtain a 28-dimensional probability vector, representing the probability of belonging to each basic pulse type. The pulse inference network is a convolutional neural network trained using features from 28 basic pulse types. Within the network, the computational path is optimized using the Hua Luogeng optimization method, prioritizing the selection of the top 61.8% of core features (such as pulse amplitude variation coefficient and pulse rate stability) that contribute significantly to syndrome differentiation from the initial pulse characteristics, while eliminating redundant features. After selecting the core features, the Hua Luogeng optimization method is used to determine the weight distribution ratio of each core feature, perform multi-symptom probability calculations, establish disease logic associations, and obtain a probability value (ranging from 0 to 100). This probability value is the comprehensive pulse value for both real and virtual syndromes in the pulse inference formula.

[0063] Pulse resonance function By introducing the pulse frequency parameter *m*, the comprehensive value is nonlinearly corrected and optimized. Inspired by quantum resonance, this approach aims to simulate the pulse as a form of life energy vibration, and the regulatory effect of its overall harmonious state on local characteristics. The pulse resonance function is deeply integrated with the Hua Luogeng optimization method. Through mapping the physical meaning of the frequency parameter *m* and analyzing resonance modes, not only is the physiological rationality of pulse reasoning ensured, but the reasoning speed and computational efficiency are also significantly improved.

[0064] The pulse resonance function has two main functions. First, if a theoretical contradiction arises in the linear combination (such as "slow pulse" and "fast pulse" having high weights at the same time, which is almost impossible to coexist stably in actual physiology), F(m) will significantly attenuate the contradictory terms according to the true physical meaning of the frequency parameter m, ensuring that the reasoning result conforms to common sense in physiology.

[0065] The Hua Luogeng optimization method has already screened the core features (such as pulse amplitude variation coefficient and pulse rate stability) that contribute the most to the syndrome differentiation (61.8%). The pulse resonance function further filters contradictory combinations among the remaining features, reducing the weight of contradictory terms to near zero and avoiding the expansion of ineffective computational branches. This significantly improves computational efficiency during the feature selection stage, ensuring that the reasoning process conforms to physiological common sense while reducing redundant computation. Secondly, it analyzes the resonance mode of the entire pulse signal, enhancing the symptom dimension that best matches the current overall resonance state and suppressing secondary dimensions. The Hua Luogeng optimization method determines the weight allocation ratio of each core feature to avoid ineffective computation, while the pulse resonance function, based on the natural focusing effect of resonance modes, further optimizes the relative importance of each core feature, guiding the algorithm to prioritize probabilistic reasoning along the most likely symptom path, reducing the number of explorations of non-optimal paths. This significantly accelerates convergence in the multi-symptom probability calculation stage, ultimately making the syndrome differentiation more distinct and decisive, while improving overall computational efficiency by approximately 40% or more.

[0066] The Traditional Chinese Medicine (TCM) Theory Database is a database of TCM theoretical data that includes classic texts such as the "Huangdi Neijing" and "Shanghan Lun," pulse diagnosis theory, the four diagnostic methods and eight principles of syndrome differentiation, the rules of monarch-minister-assistant-guide drug combination, the nineteen incompatibilities and eighteen contraindications, and the rules of contraindications during pregnancy, and integrates the standards for the use of Chinese herbal medicines.

[0067] The TCM syndrome differentiation total score, the pulse comprehensive value of deficiency and excess syndromes, and the original TCM four diagnostic methods data are integrated to obtain a comprehensive diagnostic feature vector, which is then input into a TCM neural network. The TCM neural network includes a symptom element perception layer, a syndrome matching and pathogenesis combination layer, and a comprehensive decision-making layer. The element perception layer receives the input of the diagnostic feature vector and perceives the basic pathogenesis elements. The syndrome matching and pathogenesis combination layer evaluates the confidence level of the basic pathogenesis elements and judges the matching degree between the pathogenesis structure and the symptom type by combining the pathogenesis combination rules and syndrome determination criteria of the TCM theoretical database. The comprehensive decision-making layer selects the pathogenesis structure with the highest matching degree as the symptom type. By associating the constitution-related core indicators in the comprehensive diagnostic feature vector with the constitution determination system of the TCM theoretical database, the constitution type is completed. The severity level of the disease is divided by the TCM syndrome differentiation total score.

[0068] The Western Medicine Theory Database is a database that includes Western medicine disease diagnosis and treatment guidelines, organ physiological and pathological standards, physiochemical test parameters, and Western medicine matching rules. It also integrates medical-grade parameters of wireless blood pressure monitors and cardiopulmonary examinations, and incorporates traditional Chinese medicine theory data formed by combining Western medicine medication standards.

[0069] Similar to TCM diagnosis, the Western medicine diagnostic data is first weighted and integrated to obtain a total Western medicine syndrome differentiation score. The weights of the four diagnostic methods (inspection, auscultation and olfaction, inquiry, and palpation) correspond to the weights of the four diagnostic methods (inspection, auscultation and olfaction, inquiry, and palpation) in TCM. The total Western medicine syndrome differentiation score and the original Western medicine TCM diagnostic data are integrated to obtain a comprehensive diagnostic feature vector, which is then input into a Western medicine neural network to extract the pathophysiological state. The pathophysiological state is combined with the Western medicine theoretical database to determine the degree of disease matching. The type with the highest matching degree is selected as the disease type. After confirming the disease type, the classification and grading (e.g., hypertension grade 1 / 2 / 3, diabetes type 1 / 2) and the stage of disease progression (acute phase, remission phase, chronic phase) are determined based on the quantitative data of specific dimensions of the comprehensive diagnostic feature vector combined with the Western medicine theoretical database.

[0070] The comprehensive evaluation value of traditional Chinese and Western medicine diagnosis is calculated using the core calculation formula, which is:

[0071]

[0072] in, The value represents the comprehensive evaluation of diagnosis by both traditional Chinese and Western medicine; i represents the four diagnostic methods (1 = inspection, 2 = auscultation and olfaction, 3 = inquiry, 4 = palpation). The weights of the four diagnostic methods are as follows: =0.2, =0.25, =0.15, =0.4; Here are the quantified values ​​for each diagnostic feature, and x represents the original data collected. The value is 0-100; The coefficient for the integration of traditional Chinese and Western medicine is 0.02-0.05; Q is the hardware correction value for Western medicine, which is the weighted sum of the system error values ​​of various Western medicine testing equipment. The threshold values ​​are defined by both traditional Chinese medicine and Western medicine, and Y is the baseline parameter for the disease, with a value ranging from 50 to 60. This is an error constant with a value of 0.001; This is the confidence level adjustment coefficient, with a value of 0.03; This is the deviation value for pulse diagnosis, and its value ranges from 0 to 5.

[0073] The weighting of the four diagnostic methods was based on statistics from 1200 clinical cases in internal medicine, respiratory medicine, and gastroenterology. Palpation contributed 40%, auscultation and olfaction 25%, inspection 20%, and inquiry 15%. SPSS verification showed that P<0.05, indicating statistical significance.

[0074] The P-value is the pulse inference deviation value, which is calculated based on the difference between the pulse characteristics of the collected data and those of the standard population. Specifically, a quantitative database of standard pulse patterns in Traditional Chinese Medicine (TCM) for different constitutions and age groups (including baseline parameters for the cun, guan, chi, and yang pulses) is first established. The pulse characteristics of the collected palpation data are then compared with the standard pulse patterns of the corresponding populations in the quantitative database of standard pulse patterns in TCM to calculate the difference. Combined with feedback on pulse inference errors from clinical cases, a weighted algorithm is used to correct the difference and obtain the P-value.

[0075]

[0076] The equipment parameters include: wireless electrocardiograph (error ≤ 0.5, weight 0.3), wireless pulmonary function instrument (error ≤ 0.3, weight 0.25), wireless gastric motility instrument (error ≤ 0.4, weight 0.25), and wireless blood pressure monitor (error ≤ 0.2, weight 0.2).

[0077] For example, if the errors of each device are 0.4, 0.2, 0.3, and 0.1 respectively, then Q = 0.4 × 0.3 + 0.2 × 0.25 + 0.3 × 0.25 + 0.1 × 0.2 = 0.265.

[0078] It should be noted that the core calculation formula is based on quantitative data from the four diagnostic methods of traditional Chinese medicine, corrected by hardware data from Western medicine, and optimized by the Hua Luogeng optimization method. The final output is the R value based on the probability ranking of a multi-disease database. This involves quantifying the characteristics of various diagnostic methods in Traditional Chinese Medicine (TCM), which are directly correlated with TCM syndrome types and thus map to multiple related diseases. Among these mapped related diseases, the mapping relationship between the syndrome type and the disease is dynamically adjusted using TCM and Western medicine theoretical databases. The P-value is calculated using the core calculation formula to determine the hypothetical R-value. The calculated hypothetical R-values ​​are then sorted from high to low using the Hua Luogeng optimization method. The top N R-values ​​with the highest probability and their corresponding diseases are output as the diagnostic conclusions of integrated traditional Chinese and Western medicine.

[0079] The infectious disease-specific diagnosis and control module utilizes data from both Traditional Chinese Medicine (TCM) and Western medicine's four diagnostic methods. Based on typical characteristics of infectious diseases (aligning with the descriptions of severe chills and fever in the *Shanghan Lun*, accompanied by severe lung heat, respiratory discomfort, and skin signs such as red spots and rashes), it links with data from cardiopulmonary and temperature collection modules. This eliminates the need for invasive sampling and testing, accurately identifying known infectious diseases (such as influenza and hand-foot-mouth disease) and simultaneously outputting TCM syndromes (excessive lung heat, external pathogenic factors, damp-heat accumulation, etc.) and Western medicine classifications (mild, moderate, severe). For unknown abnormal symptoms, due to their chills, fever, severe lung heat, and high infectivity, they are directly classified as infectious diseases, quickly pinpointing the treatment direction. The determination of known infectious diseases is based on both TCM and Western medicine dimensions. For example, the Western medicine dimensions for COVID-19 infection are fever ≥37.3℃ / forehead thermometer and respiratory rate ≥22 breaths / min / lung acoustic imaging; the TCM dimensions are a crimson tongue with a yellow coating / inspection, a rapid and forceful pulse / pulse rate ≥95 beats / min, and no unusual breath odor. In Western medicine, influenza A is characterized by fever ≥38.5℃ and a voiceprint-based dry cough characteristic value ≥0.7; in Traditional Chinese Medicine, it is characterized by a red tongue tip, a floating and rapid pulse / pulse rate of 85-95 beats / minute, and poor sweating.

[0080] The integrated diagnosis and treatment plan output module generates targeted integrated traditional Chinese and Western medicine treatment plans (traditional Chinese medicine uses herbs to clear heat, promote lung function, detoxify, and prevent disease according to the principles of monarch, minister, assistant, and guide; Western medicine formulates antiviral and anti-inflammatory treatment plans based on symptoms), as well as a full-scenario prevention plan (personal protection guidelines: wear masks, disinfect frequently, and avoid gatherings; group prevention and control strategies: environmental disinfection, close contact tracing, and health monitoring), which are simultaneously pushed to the execution end for implementation.

[0081] It is understood that this application's embodiments, through weighted calculations of standardized data from the four diagnostic methods of Traditional Chinese Medicine (TCM) and pulse diagnosis, combined with a database of classical TCM theories and neural networks, output precise TCM syndrome classifications, constitution classifications, and severity levels of illness. Through weighted calculations of standardized data from the four diagnostic methods of Western medicine, and with the help of a database of Western medicine treatment guidelines and neural networks, pathological features are extracted, disease types are matched, and the classification, lesion location, and disease progression stage of Western medicine diseases are clarified. A comprehensive evaluation value for TCM and Western medicine diagnoses is calculated using core calculation formulas, and a deep integration of the two diagnostic systems is achieved by combining a TCM-Western medicine fusion neural network. This completely avoids the shortcomings of vague TCM syndrome differentiation or the limitation of Western medicine disease differentiation to local lesions, outputting a combined TCM-Western medicine diagnostic conclusion that combines holistic syndrome differentiation with empirical support. Based on TCM and Western medicine four diagnostic data, combined with typical characteristics of infectious diseases and relevant discussions in the *Shanghan Lun* (Treatise on Cold Damage), the type of infectious disease and its corresponding TCM syndrome are accurately determined, and a customized TCM-Western medicine integrated treatment plan and a full-scenario prevention strategy are simultaneously output. This provides an integrated and precise solution for the diagnosis and treatment of routine diseases and the prevention and control of infectious diseases, significantly improving diagnostic efficiency and prevention and control effectiveness.

[0082] In this embodiment, the treatment plan output module includes: a traditional Chinese medicine treatment module, a Western medicine treatment module, and a traditional Chinese and Western medicine integrated treatment optimization module.

[0083] The TCM treatment module quantifies the pharmacological compatibility, synergistic mechanisms, and dosage of medicinal materials based on TCM diagnostic results. It scientifically combines herbs according to the principles of monarch-minister-assistant-guide compatibility, avoiding contraindications, adjusting dosages for different populations, and outputting TCM treatment plans containing dosage forms, herbal compositions, and precise dosages, as well as TCM physiotherapy plans with clear treatment methods, acupoint locations, and parameter standards. The Western medicine treatment module develops targeted Western medicine treatment plans based on Western medicine diagnostic results and a database of Western medicine treatment guidelines, combined with standardized and quantitative standards for Western medicine use. These plans include the type of Western medicine compatibility, precise dosage, and Western medicine physiochemical treatment protocols. The TCM-Western medicine integrated treatment optimization module integrates the initial plans from the TCM and Western medicine treatment modules, accurately identifying and avoiding potential drug antagonism based on the TCM-Western medicine integration formula, and enhancing the synergistic effect of TCM and Western medicine treatment.

[0084] Specifically, the TCM treatment module obtains the syndrome classification, constitution classification, and severity level of the disease from the TCM diagnosis results and outputs TCM treatment plans and physiotherapy plans through drug property and pharmacology neurons, drug compatibility incompatibility neurons, and standardized drug use neurons.

[0085] The pharmacology neuron system uses a Traditional Chinese Medicine (TCM) theoretical database to convert the properties (cold, hot, warm, cool, neutral), meridian tropism (liver, heart, spleen, lung, kidney, etc.), and efficacy (clearing heat, dispelling cold, tonifying qi, promoting blood circulation, etc.) of each Chinese herbal medicine into a quantitative value of 0-100. Based on TCM diagnostic results, the system uses a cosine similarity algorithm to calculate the compatibility between the herbs and the syndrome / constitution, and selects core herbs with a compatibility greater than a target threshold to form a candidate herbal medicine library.

[0086] The compatibility taboo neurons are scientifically compatible according to the principle of monarch, minister, assistant, and guide in traditional Chinese medicine compatibility, avoiding taboos such as the nineteen incompatible medicinals and eighteen antagonisms, pregnancy, etc. Among them, the monarch drug targets the main diseases and syndromes, the minister drug is used to assist the monarch drug, the assistant drug is used to restrict toxicity or reconcile the properties of medicinals, and the guide drug is used to direct the medicinal power. The weights of the principle of monarch, minister, assistant, and guide in compatibility are: the weight of the monarch drug is 0.4, the weight of the minister drug is 0.3, the weight of the assistant drug is 0.15, and the weight of the guide drug is 0.15. In the taboo verification link, by comparing the taboo rule library in the traditional Chinese medicine theory database, compatibility taboo combinations such as "eighteen antagonisms" (such as licorice being antagonistic to kansui) and "nineteen incompatible medicinals" (such as sulfur being incompatible with mirabilite) are automatically identified and excluded. For pregnant people, medicinal materials such as peach kernels and safflower that promote blood circulation and remove blood stasis are excluded to ensure the safety of compatibility.

[0087] The medication standardization neurons judge the adult medication standard based on the severity level of the disease and the physiological characteristics of the population and the Huajingzhen medication standard, adjust the dosage for different populations, and output the traditional Chinese medicine plan and traditional Chinese medicine physiotherapy plan. Among them, the baseline dosage for adults is set with correction factors (0.7 for mild, 1.0 for moderate, 1.3 for severe) in combination with the severity level of the disease; the dosages for special populations are converted according to the following standards: the dosage for the elderly is 70%-80% of that for adults, and for children, it is converted according to age. For children aged 1-3, it is 30% of that for adults, for children aged 4-6, it is 60% of that for adults, and for children aged 7-12, it is 60%-70% of that for adults. The traditional Chinese medicine plan specifies the dosage form (paste, pill, decoction, powder), the composition of medicinal materials, and the accurate dosage; the traditional Chinese medicine physiotherapy plan specifies the treatment method (acupuncture, moxibustion, cupping), acupoint location, and operation parameters (such as moxibustion temperature, needle retention time).

[0088] For example, if the traditional Chinese medicine diagnosis result is excessive heat in the lungs with excess syndrome, the traditional Chinese medicine plan is: monarch drug (ephedra 6g, weight 0.4, dispersing lung qi to relieve asthma), minister drug (almond 9g, weight 0.3, relieving cough and resolving phlegm), assistant drug (scutellaria baicalensis 6g, weight 0.15, clearing heat and drying dampness), guide drug (licorice 3g, weight 0.15, harmonizing all medicinals), the dosage form is decoction, 1 dose per day, taken warm in 2 divided doses.

[0089] If the traditional Chinese medicine diagnosis result is deficiency-cold in the spleen and stomach, the traditional Chinese medicine plan is: monarch drug (dry ginger 6g, weight 0.4, warming the middle-jiao to dispel cold), minister drug (dangshen 12g, weight 0.3, tonifying qi and strengthening the spleen), assistant drug (atractylodes macrocephala 9g, weight 0.15, strengthening the spleen and eliminating dampness), guide drug (citrus reticulata 6g, weight 0.15, regulating qi and harmonizing the stomach), the dosage form is pill, 9g each time, 2 times a day.

[0090] Traditional Chinese medicine (TCM) physiotherapy treatments can include acupuncture, moxibustion, and cupping. For acupuncture, the following points are selected for lung heat syndrome: Feishu (BL13), Lieque (LU7), and Chize (LU5), with a needle depth of 0.5-1 cun and retention for 20 minutes using a balanced tonifying and reducing technique. For spleen and stomach deficiency-cold syndrome, Zusanli (ST36), Zhongwan (CV12), and Pishu (BL20) are selected, with a needle depth of 0.8-1.2 cun and retention for 30 minutes using a tonifying technique. For moxibustion, the following points are selected for cold syndrome: Guanyuan (CV4), Qihai (CV6), and Zusanli (ST36), with the moxa stick 3-5 cm away from the skin, for 15 minutes per point, maintaining a temperature of 40-45℃ to avoid burns. For cupping, the following points are selected for phlegm-dampness syndrome along the bladder meridian on the back, with cups left on for 10-15 minutes and negative pressure controlled at 0.03-0.05 MPa.

[0091] The Western medicine diagnostic module obtains the classification and grading of Western medicine diagnostic results, the location of lesions, and the stage of disease progression. It formulates Western medicine treatment plans by matching Western medicine to neurons and quantifying the use of Western medicine to neurons, including the type of Western medicine to match, the precise dosage, and the Western medicine physical and chemical treatment plan.

[0092] Among them, the Western medicine-matched neurons are based on the indications, targets, adverse reactions, contraindications, and pharmacokinetic parameters of drugs covered by the Western medicine theoretical database. The matching is based on the type of Western medicine that is directly related to the patient's current disease type (e.g., grade 1 / 2 hypertension, bacterial / viral pneumonia) and has a matching pharmacological effect.

[0093] Medication quantification neurons, based on disease severity and population demographics, output the type of Western medicine, precise dosage, and Western medical physical and chemical treatment plan according to Huajingzhen Western Medicine's medication standards. The Western medical physical and chemical treatment plan clearly defines the treatment method and parameter standards.

[0094] For example, when the Western medicine diagnosis is type 2 diabetes, mild, the recommended medication is metformin. The adult dose is 0.5g twice daily after meals; the elderly patient dose is 0.25g twice daily, with regular blood glucose monitoring. When the Western medicine diagnosis is acute pneumonia, the recommended medication is cefixime. The adult dose is 100mg twice daily; the child dose is 3-6mg / kg twice daily.

[0095] Physical and chemical treatment plans can be divided into nebulization therapy and minimally invasive treatment. For example, if the disease is an acute asthma attack, nebulization therapy is used, with budesonide suspension at a dose of 1 mg, added to 2 ml of normal saline, and inhaled via nebulization twice daily for 15 minutes each time. If the disease is gastric polyps, minimally invasive treatment is used, employing endoscopic polypectomy with surgical parameters of an endoscope diameter of 0.8 cm, a resection power of 50 W, and postoperative hemostasis and compression for 5 minutes.

[0096] The integrated traditional Chinese and Western medicine treatment optimization module receives both traditional Chinese medicine (TCM) and Western medicine treatment plans, and quantifies the treatment results of each plan. The quantification dimensions include six aspects: efficacy (symptom improvement rate), cost (total treatment expenditure), treatment course (time required for cure / relief), incidence of adverse reactions, and recurrence rate (follow-up for 3-6 months). The efficacy (symptom improvement rate) of the TCM treatment results is a weighted sum of the following three dimensions: syndrome differentiation suitability score, compatibility score, and dosage safety score. The syndrome differentiation suitability score is calculated based on the mean cosine similarity between the medicinal materials and the syndrome / constitution, as output by the pharmacology neurons. The compatibility score is assessed by the incompatibility neurons; full marks are awarded for combinations that fully comply with the weighting rules of the principal, assistant, adjuvant, and guide herbs and have no contraindications, while points are deducted proportionally for minor compatibility deviations. The dosage safety score is determined based on the population dosage adjustment rules of the standardized medication neurons; full marks are awarded for dosage adjustments that are completely compliant for special populations such as the elderly and children, while points are deducted for any risk of exceeding the dosage limit. The efficacy (symptom improvement rate) of the Western medicine treatment quantitative results is obtained by comprehensively considering the disease identification suitability score, dosage accuracy score, and contraindication avoidance rate score of the Western medicine treatment plan. It is a weighted sum of the data of these three dimensions. Among them, the disease identification suitability score is calculated based on the matching degree between the drug and the disease type and lesion site output by the Western medicine suitability neuron; the dosage accuracy score is evaluated by the drug use quantitative neuron. A perfect score is obtained if the dosage adjustment combined with the disease grade and population characteristics fully complies with the Huajingzhen Western medicine medication standard. If the dosage deviation exceeds 10%, points are deducted proportionally; the contraindication avoidance rate score is determined based on the patient's allergy history, liver and kidney function, etc. A perfect score is obtained if the contraindicated drugs are completely excluded. If there is a risk of contraindicated drugs, a score of 0 is directly given.

[0097] The potential antagonistic effects between drugs are identified based on the integrated formula of traditional Chinese and Western medicine, and a comprehensive diagnosis and treatment result integrating traditional Chinese and Western medicine is obtained. The integrated formula of traditional Chinese and Western medicine is as follows:

[0098]

[0099]

[0100] in, S represents the comprehensive results of integrated traditional Chinese and Western medicine diagnosis and treatment; S represents the quantitative results of traditional Chinese medicine diagnosis and treatment. Quantifying the results of Western medicine diagnosis and treatment; The fusion weight has a value ranging from 0.4 to 0.6. This is a dedicated fusion function, where z is the fusion adaptation parameter with a value ranging from 8.0 to 10.0.

[0101] The weighting of data fusion is dynamically adjusted based on the diagnosis and treatment scenario. For example, for chronic diseases and conditions requiring physical conditioning, A value of 0.6 is used, emphasizing the principles of TCM syndrome differentiation and treatment; this is specifically for acute infections and organic lesions. We set the value to 0.4 to balance the weights of traditional Chinese medicine and Western medicine treatments.

[0102] For example, for chronic spleen and stomach deficiency-cold syndrome, S=92, D=88, If we take 0.6 and z = 9.5, then F(z) = 1.0 + 0.02 × 9.5 = 1.19. =92×0.6+88×0.4×1.19=97.648.

[0103] The correlation parameters of the drug combination are calculated using the F(z) function to match conflict scenarios. Typical conflict scenarios include the risk of superimposed pharmacological effects, the risk of enhanced toxicity, and the risk of offsetting efficacy. When a potential antagonistic effect is detected (F(z) < 1), optimization is performed through drug substitution, dosage adjustment, and dosing interval optimization. When a synergistic effect is detected (F(z) > 1), the combination of the treatment plan is further strengthened. For example, when the patient has grade 2 hypertension (TCM: Liver Fire Excess Syndrome), the Western medicine chosen is nifedipine sustained-release tablets (20 mg once daily), and the TCM is combined with a liver-calming and yang-subduing decoction (Gastrodia elata 9g, Uncaria rhynchophylla 12g, etc.). The Western medicine lowers blood pressure quickly, while the TCM regulates the body's constitution and stabilizes blood pressure, avoiding the side effects of long-term use of Western medicine.

[0104] It is understood that the embodiments of this application utilize the logic of traditional Chinese medicine (TCM) diagnosis to quantify the appropriate use of medicinal materials, scientifically combine the principal, assistant, and adjuvant herbs, and adjust the dosage for individualized populations, outputting precise TCM prescriptions and standardized TCM physiotherapy plans. Targeted Western medicine prescriptions and physiochemical treatment plans are generated using Western medicine treatment guidelines and medication standards. Through the integration of TCM and Western medicine formulas, potential antagonistic risks between drugs are accurately identified and avoided, enhancing the synergistic effect of diagnosis and treatment. Ultimately, the individualization, standardization, and safety of treatment plans are achieved, overcoming the limitations of single TCM or Western medicine treatment plans while improving the accuracy, safety, and efficacy of clinical diagnosis and treatment, adapting to the needs of multiple clinical scenarios.

[0105] In this embodiment of the application, the modular structure is a mobile cabin structure with a length of 3.05 meters, a width of 2 meters, and a height of 2.2 meters. Inside the modular structure, Chinese and Western medicine testing components can be added or removed according to actual needs. Among them, the Western medicine testing components include a wireless electrocardiogram detector, a wireless pulmonary function detector, a wireless gastric motility detector, a wireless blood pressure monitor, and a forehead thermometer.

[0106] Specifically, such as Figure 2 The image shown is an external schematic diagram of a modular AI-powered fully intelligent diagnostic and treatment instrument and equipment robot for both traditional Chinese and Western medicine. Figure 3The image shows an internal schematic of a modular AI-powered fully intelligent diagnostic and treatment equipment robot for both traditional Chinese and Western medicine. This modular AI-powered fully intelligent diagnostic and treatment equipment robot can flexibly change location according to task requirements, including but not limited to disaster relief, primary healthcare institutions, and medical support points for large-scale events.

[0107] It should be noted that the integrated Western medicine testing components all use original wireless devices, which not only avoids the complex pipeline layout inside the cabin, but also improves space utilization and safety.

[0108] It is understood that the modular structure of this application embodiment can flexibly add or remove Western medicine testing components such as wireless electrocardiogram detectors, wireless pulmonary function detectors, wireless gastric motility detectors, wireless blood pressure monitors, and forehead thermometers according to the actual needs of different application scenarios such as routine diagnosis and treatment, infectious disease prevention and control, and diagnosis and treatment of difficult diseases. It can streamline the configuration and reduce equipment deployment costs and space occupation in simple scenarios such as primary medical institutions, and expand the components in complex scenarios such as tertiary hospitals and emergency medical rescue to achieve accurate collection of multi-dimensional Western medicine examination data.

[0109] In this embodiment of the application, the data of tongue examination and palm and nail examination of the visual diagnosis module are collected synchronously. By equipping multiple sets of medical-grade high-definition cameras and matching light sources and positioning auxiliary components, high-definition images of the entire area inside the oral cavity, the front and back of the palm, and the ten fingernails are collected synchronously. The core signs of oral redness and swelling, mucosal lesion characteristics, palm lines density and direction, and nail color and texture are extracted and converted into standardized grading and index data.

[0110] Specifically, the oral cavity acquisition camera needs to have a resolution of ≥12 megapixels, a focal length of 8-12mm, and be capable of macro shooting (minimum 3cm). It should be equipped with a 5500K ring-shaped cold light source, capable of 360° rotation, and have no blind spots. The palm / nail acquisition camera needs to have a resolution of ≥10 megapixels, a focal length of 5-10mm, support precise planar acquisition, and be equipped with a soft light source to reproduce texture and color accuracy. The camera should have a built-in image stabilization module, an image resolution of ≥4000×3000 pixels, a frame rate of ≥30 frames / second, a color deviation of ≤2%, and a contrast ratio of ≥1200:1, capable of capturing minute textures and lesions down to 0.1mm. Positioning aids include a medical sterile oral retractor (suitable for all users), a palm fixation holder (anti-slip positioning), and a nail positioning holder, ensuring stable acquisition without obstruction or interference.

[0111] Before data collection, subjects must clean their mouths and palms, maintain a natural sitting posture, and have their heads and palms fixed to their respective supports. The data collection process is guided by voice commands, ensuring no foreign objects obstruct the detection area. High-resolution images are collected for different areas: For the oral cavity, images are sequentially collected for the mucosa (buccal and palate), gums, sublingual tissue, uvula, and tonsils, with 3-5 images collected for each area; for the palms, images are collected for both the front and back, focusing on the main palm lines (life line, wisdom line, and heart line), branch lines, palm color, and palm line density to comprehensively capture texture and color characteristics; for the nails, images are collected for all ten fingernails, covering nail color, nail bed condition, nail texture, thickness, and the presence of vertical / horizontal lines / white spots, with 2-3 clear images collected for each finger.

[0112] After preprocessing such as image stabilization and color restoration, the acquired high-definition images are used to extract core physical signs such as the degree of oral redness and swelling, mucosal lesion characteristics, palm lines and density, and nail color and texture. These are then converted into standardized grading and index data. The grading and index data are transmitted to the visual diagnosis module, where they, along with data on mental state, and physical signs of the eyes, ears, nose, and tongue, constitute the visual diagnosis data.

[0113] It is understood that the embodiments of this application achieve synchronous acquisition of tongue, palm, and nail data through the coordinated configuration of multiple sets of high-specification medical-grade cameras, customized light sources, and precise positioning auxiliary components. The positioning auxiliary components and standardized acquisition process ensure the stability, consistency, and non-interference of data collection across the entire population. By integrating standardized grading and index data with other visual diagnostic data such as mental state, eyes, ears, nose, tongue, and body, the limitations of traditional visual diagnosis, which relies on subjective experience and lacks quantitative evidence, are overcome. This improves the dimensions of visual diagnostic data and provides high-quality visual feature support for the integrated diagnosis of traditional Chinese and Western medicine.

[0114] In this embodiment, a skin-tight, fully integrated cardiopulmonary blood oxygen and blood pressure detection component is provided. The integrated detection component includes a detection component and a receiving unit. The detection component consists of one chest patch and two arm patches. The chest patch embeds a 10-lead ECG sensor module, a high-sensitivity lung acoustic sensor module, a respiratory impedance sensor module, a virtual limb lead simulation module, a mini wireless transmitter unit, and a micro rechargeable battery. The arm patches embed a lead sensor module, a blood oxygen sensor module, and a mini wireless transmitter unit. The receiving unit has a palm-sized structure and integrates a display screen, a voice broadcast module, a data storage module, and a wireless transmission module. The detection component and the receiving unit are wirelessly connected via Bluetooth 5.2 protocol with a transmission delay ≤10ms. The virtual limb lead simulation module collects the potential difference between the chest patch and the left and right arm patches through the respiratory impedance sensor module embedded in the chest patch, and simulates limb lead signals according to a simulation formula to achieve full-dimensional acquisition of cardiopulmonary blood oxygen and blood pressure. The simulation formula is as follows:

[0115]

[0116]

[0117] in, The potential collected by the chest patch; The collected potential was applied to the left arm; The collected potential is attached to the right arm.

[0118] Specifically, the detection component consists of three ultra-thin skin-adhesive patches: one for the chest and one for each arm. Each patch is ≤0.8mm thick, and the total weight is ≤15g, ensuring a seamless, unobtrusive fit under clothing and adaptability to various detection scenarios. The micro-rechargeable battery offers a runtime of ≥8 hours and supports Type-C magnetic fast charging, fully charging in just 15 minutes to meet continuous testing needs. The receiving unit features a palm-sized mini structure, measuring 8×6×2cm, allowing for handheld use or attachment to clothing. Real-time cloud upload of detection data is supported, enabling direct integration with the main system of modular AI-powered fully intelligent diagnostic and treatment instruments and robots for both traditional Chinese and Western medicine, meeting the data linkage requirements of medical scenarios.

[0119] This integrated testing component covers electrocardiogram (ECG) monitoring, pulmonary function testing, and blood oxygen and blood pressure monitoring. ECG monitoring accurately collects core ECG indicators such as heart rate, arrhythmia, and myocardial ischemia, covering common cardiac abnormalities. Pulmonary function testing monitors respiratory rate and pulmonary ventilation, and, combined with two highly sensitive lung sound sensor modules, identifies 12 types of abnormal lung sounds (including dry rales, wet rales, crackles, and wheezing), enabling precise grading of mild, moderate, and severe pneumonia and accurate location of inflammation. Blood oxygen and blood pressure monitoring, through the coordinated action of an arm patch and a chest patch sensor module, simultaneously completes non-invasive blood oxygen detection and dynamic blood pressure monitoring, with a blood pressure detection error ≤ ±2 mmHg, providing a one-stop solution for obtaining core cardiopulmonary blood oxygen and blood pressure indicators.

[0120] The working process of this skin-touch fully integrated cardiopulmonary blood oxygen and blood pressure monitoring component is as follows:

[0121] Simply apply the three patches to the corresponding detection locations on the patient's chest and left and right arms, ensuring they adhere to the skin; no professional operation is required.

[0122] The patch simultaneously collects ECG, lung sounds, respiration, and blood oxygen signals, and the virtual limb lead simulation module completes the limb lead data;

[0123] Multi-signal synchronous noise reduction technology purifies the core detection signal and transmits it to the receiving unit through a mini wireless transmitter unit;

[0124] The AI ​​algorithm on the receiving unit completes data analysis and generates test reports, abnormal indicator annotations, and pneumonia classification results;

[0125] The display screen shows the test results in real time, and the voice broadcasts the core diagnostic information. The data can be stored synchronously or uploaded to the associated medical system.

[0126] Specifically, the virtual limb lead simulation module completes the limb lead data by simulating ankle limb lead signals through the respiratory impedance sensing module built into the chest patch, achieving an equivalent acquisition effect to physical limb leads. The multi-signal synchronous noise reduction technology purifies the core detection signals by precisely filtering environmental noise, muscle interference, and redundant heartbeat signals through a multi-layer noise reduction chip, purifying the original lung sound, ECG signal, and blood oxygen signal.

[0127] It is understood that the embodiments of this application, through the skin-friendly and imperceptible design of the ultra-thin patch, combined with the palm-sized mini receiving unit, not only achieve non-invasive synchronous acquisition of ECG, pulmonary function, blood oxygen, and blood pressure in all dimensions, but also have the advantages of comfortable wear, no obtrusiveness under clothing, and convenient operation without the need for professional personnel, making them suitable for primary healthcare, home monitoring, and emergency scenarios.

[0128] The following is a detailed description of the modular AI-powered fully intelligent diagnostic and treatment equipment robot for both traditional Chinese and Western medicine, using specific embodiments:

[0129] A 32-year-old female patient, 160cm tall and weighing 52kg, with no history of chronic diseases or drug allergies, had irregular eating habits and preferred raw and cold foods. One week ago, she developed symptoms such as abdominal distension and pain, loose stools, cold limbs, and loss of appetite after being caught in the rain and getting chilled. The course of her illness was 7 days. She was treated according to this protocol.

[0130] The TCM data acquisition module completes data collection through the four diagnostic methods of observation, auscultation, inquiry, and palpation: The observation module, using a medical-grade high-definition camera and a cold light source system, captured the patient's symptoms of fatigue (lethargy, 5 points, corresponding to Qi deficiency), pale complexion (corresponding to Yang deficiency / blood deficiency), enlarged tongue with teeth marks, pale tongue body, and white, greasy tongue coating (corresponding to spleen deficiency and dampness), cool palm temperature, and incomplete lunulae on the nails (corresponding to insufficient Qi and blood). The weighted quantitative score for observation was 62 points. The auscultation module, using a high-precision sensor, identified the patient's weak voice (corresponding to Qi deficiency), smooth and normal breathing sounds, and no sour or rotten odor in the breath. The quantitative score for auscultation was 58 points. The inquiry module… The diagnosis module collected the patient's core symptoms according to the classification framework: abdominal distension and pain (mild, 3 points), loose stools (3-4 times a day), aversion to cold and cold limbs, loss of appetite, preference for hot drinks, no similar medical history, and irregular eating habits with a craving for raw and cold foods. The quantitative score of the consultation was 65 points. The palpation module collected the four pulses of Yang Cun, Guan, and Chi according to the principle of "the area before Guan is Yang and the area after Guan is Yin". The right Guan pulse (spleen and stomach) was deep, slow and weak, while the other pulses were normal. The pulse inference network output a 28-dimensional probability vector. The probabilities of "deep pulse" and "slow pulse" were 0.85 and 0.82, respectively. Substituting them into the pulse inference formula for deficiency and excess syndromes, the quantitative score of the palpation was calculated to be 56 points.

[0131] The Western medicine data acquisition module collects data synchronously: the inspection module captures the patient's thin physique, no abdominal distension, and no skin abnormalities through a high-definition industrial camera; the auscultation module identifies hyperactive bowel sounds (corresponding to enteritis); the inquiry module confirms the cause of the cold and dietary preferences; the examination module measures the gastric peristalsis frequency of 3 times / min (below the normal range) through a wireless gastric motility detector, the blood pressure of 110 / 70 mmHg (normal) through a wireless blood pressure monitor, and the heart rate of 72 beats / min (normal) through a wireless electrocardiogram detector.

[0132] The Traditional Chinese Medicine (TCM) diagnostic module calculates the total TCM syndrome differentiation score S = 0.2×62 + 0.25×58 + 0.15×65 + 0.4×56 = 12.4 + 14.5 + 9.75 + 22.4 = 59.05 points using a weighted formula based on the four diagnostic methods: Spleen and Stomach Deficiency-Cold Syndrome, Qi Deficiency Constitution, and Moderate Severity. The Western Medicine (WMT) diagnostic module integrates the data from the four diagnostic methods with equal weights, resulting in a total Western Medicine syndrome differentiation score of 61 points. It extracts pathological features (decreased gastric motility and hyperactive bowel sounds) through a Western Medicine neural network, matches them to a Western Medicine treatment guideline database, and outputs the Western Medicine diagnostic conclusion: Functional Dyspepsia (Spleen and Stomach Deficiency Type), Mild Severity, Stomach and Duodenum Lesions, and Chronic Stage of Disease Progression. The integrated TCM and Western medicine diagnostic module inputs the core calculation formula to calculate the comprehensive evaluation value of TCM and Western medicine diagnosis. After matching calculation, the probability value of "spleen and stomach deficiency and cold syndrome + functional dyspepsia" reaches 94%. Finally, the integrated TCM and Western medicine diagnostic conclusion is output: Western medicine is functional dyspepsia (mild), TCM is spleen and stomach deficiency and cold syndrome (moderate), and the core pathogenesis is spleen and stomach qi deficiency and internal obstruction of cold evil.

[0133] Based on the diagnostic results, the TCM treatment module uses pharmacology neurons to screen for herbs with a compatibility score ≥80, such as dried ginger, codonopsis, atractylodes macrocephala, and tangerine peel. The compatibility incompatibilities neurons are used to determine the compatibility based on the weights of the principal, assistant, adjuvant, and guide herbs (principal 0.4, assistant 0.3, adjuvant 0.15, guide 0.15): Principal herb: dried ginger 4.2g (warming the middle and dispelling cold, adult standard dose 6g×0.7; since no special population adjustment was made for the patient, the standard dose was followed); assistant herb: codonopsis 8.4g (tonifying qi and strengthening the spleen, standard dose 12g×0.7); adjuvant herb: atractylodes macrocephala 6.3g (strengthening the spleen and removing dampness, standard dose 9g×0.7); guide herb: tangerine peel 4.2g (regulating qi and harmonizing the stomach, standard dose 6g×0.7). The dosage form is a decoction, one dose per day divided into two warm doses. Simultaneously, a physiotherapy plan is output: moxibustion at Zhongwan, Zusanli, and Guanyuan acupoints, 15 minutes per acupoint, with the temperature controlled at 42℃. The quantitative result for Traditional Chinese Medicine (TCM) diagnosis and treatment was 94.1 points. The Western medicine treatment module matched Western medicine with probiotics (Bifidobacterium triple live bacteria capsules) to neurons. Medication quantification determined the dosage based on the severity of the condition (mild) and population characteristics: 2 capsules each time, 3 times a day, after meals; the physical and chemical treatment plan included abdominal hot compresses for 20 minutes each time, twice a day. The quantitative result for Western medicine diagnosis and treatment was 97.8 points. The TCM-Western medicine integrated treatment optimization module targets chronic digestive system diseases, with integrated weighting... =0.6, fusion adaptation parameter z=9.2 points, exclusive fusion function (F(z)=1.18, calculated as follows) =94.1×0.6+97.8×0.4×1.18=

[0134] The score of 56.46 + 46.1616 = 102.6216 points indicates a significant synergistic effect. No adjustment to the type or dosage of medication is necessary; the timing of administration should be optimized: the traditional Chinese medicine decoction and probiotics should be taken one hour apart, followed by abdominal hot compresses 30 minutes after moxibustion. The final integrated treatment plan will specify the dosage, frequency, and interval of medications, as well as the parameters for physical therapy procedures.

[0135] In summary, this application's embodiments quantify patient condition data through the constructed data collection system of traditional Chinese and Western medicine's four diagnostic methods. Using a unique algorithm (weighted summation of the four diagnostic methods, pulse diagnosis reasoning, and core formula), it achieves automated and standardized reasoning and compatibility analysis from data to syndrome differentiation, and from syndrome differentiation to prescription, outputting personalized treatment plans with precise dosages (e.g., 4.2g of dried ginger) and rigorous compatibility. By accurately identifying and avoiding potential drug antagonism risks through the integration of traditional Chinese and Western medicine formulas, it avoids the limitations of slow-acting single-method treatment of traditional Chinese medicine and the inability of single-method Western medicine to address the root cause. Furthermore, through synergistic effects, it shortens symptom relief time, greatly improving the efficiency and quality of diagnosis and treatment of complex diseases in primary care and emergency scenarios.

[0136] In the description of this specification, the references to terms such as "one embodiment," "some embodiments," "example," "specific example," or "some examples," etc., indicate that a specific feature, structure, material, or characteristic described in connection with that embodiment or example is included in at least one embodiment or example of this application. In this specification, the illustrative expressions of the above terms do not necessarily refer to the same embodiment or example. Furthermore, the specific features, structures, materials, or characteristics described may be combined in any suitable manner in one or more embodiments or examples. Moreover, without contradiction, those skilled in the art can combine and integrate the different embodiments or examples described in this specification, as well as the features of different embodiments or examples.

[0137] Furthermore, the terms "first" and "second" are used for descriptive purposes only and should not be construed as indicating or implying relative importance or implicitly specifying the number of technical features indicated. Thus, a feature defined as "first" or "second" may explicitly or implicitly include at least one of that feature. In the description of this application, "N" means at least two, such as two, three, etc., unless otherwise explicitly specified.

[0138] Any process or method described in the flowchart or otherwise herein can be understood as representing a module, segment, or portion of code comprising one or more N executable instructions for implementing custom logic functions or processes, and the scope of the preferred embodiments of this application includes additional implementations in which functions may be performed not in the order shown or discussed, including substantially simultaneously or in reverse order depending on the functions involved, as should be understood by those skilled in the art to which embodiments of this application pertain.

[0139] It should be understood that the various parts of this application can be implemented using hardware, software, firmware, or a combination thereof. In the above embodiments, the N steps or methods can be implemented using software or firmware stored in memory and executed by a suitable instruction execution system. For example, if implemented in hardware as in another embodiment, it can be implemented using any one or a combination of the following techniques known in the art: discrete logic circuits having logic gates for implementing logical functions on data signals, application-specific integrated circuits (ASICs) having suitable combinational logic gates, programmable gate arrays (PGAs), field-programmable gate arrays (FPGAs), etc.

[0140] Those skilled in the art will understand that all or part of the steps of the methods in the above embodiments can be implemented by a program instructing related hardware. The program can be stored in a computer-readable storage medium, and when executed, the program includes one or a combination of the steps of the method embodiments.

Claims

1. A modular AI-powered fully intelligent diagnostic and treatment instrument and robot for both traditional Chinese and Western medicine, characterized in that: include: The system includes a Traditional Chinese Medicine (TCM) data acquisition module, a Western Medicine (WC) data acquisition module, a TCM-Western Medicine AI-integrated diagnostic module, and a treatment plan output module. The TCM data acquisition module is used to construct a diagnostic system for observation, auscultation, inquiry, and palpation, and to acquire data from these four diagnostic methods. The Western medicine data acquisition module is used to construct an inspection, auscultation, inquiry and examination data acquisition system to obtain data from the four diagnostic methods of Western medicine: inspection, auscultation, inquiry and examination. The integrated diagnosis module of traditional Chinese and Western medicine is connected to the traditional Chinese medicine data acquisition module and the Western medicine data acquisition module. It is used to quantify the traditional Chinese medicine four diagnostic data through weighted calculation and pulse diagnosis reasoning of deficiency and excess syndromes by using the improved algorithm of the fusion theorem definition formula method, Hua Luogeng optimization method and quantum resonance correction. It also performs dialectical analysis on the Western medicine four diagnostic data through the core calculation formula and outputs the integrated diagnosis conclusion of traditional Chinese and Western medicine. The diagnosis and treatment plan output module is connected to the integrated diagnosis module of traditional Chinese and Western medicine, and is used to generate an integrated diagnosis and treatment plan of traditional Chinese and Western medicine based on the integrated diagnosis conclusion of traditional Chinese and Western medicine. The integrated diagnosis and treatment plan of traditional Chinese and Western medicine includes a precise combination of traditional Chinese medicine prescriptions and a symptomatic treatment plan of Western medicine.

2. The modular AI-powered fully intelligent diagnostic and treatment instrument and equipment robot for traditional Chinese and Western medicine as described in claim 1, characterized in that, The TCM data acquisition module includes: an inspection module, an auscultation module, a questioning module, and a palpation module. The observation module is used to collect the patient's mental state, eyes, ears, nose, tongue and body in all dimensions through a medical-grade high-definition camera and a matching soft light / cold light source system to obtain observation data. The observation data includes observation of mental state, appearance, complexion, eyes, ears and nose, tongue diagnosis, skin, and palm and nail data. The auscultation module is used to identify odors and analyze sounds of patients through a high-precision odor sensor and voiceprint acquisition, and to collect auscultation data. The odor identification includes identifying breath odor, body odor, and secretion odor, and the sound analysis includes speech analysis, respiratory sound analysis, and visceral pathological sound analysis. The consultation module is used to conduct personalized consultations for patients based on symptoms, medical history, basic information, lifestyle habits, and special populations according to the visual and auscultatory data, and to classify and quantify the core symptoms to obtain consultation data. The palpation module is used to collect pulse waveform data of the patient's pulse at four points (Yang, Cun, Guan, Chi) using a pulse sensor according to the principle of pulse location, extract pulse characteristics, identify the patient's pulse according to the pulse characteristics, and obtain palpation data.

3. The modular AI-powered fully intelligent diagnostic and treatment instrument and equipment robot for traditional Chinese and Western medicine as described in claim 1, characterized in that, The Western medicine data acquisition module includes: an inspection module, an auscultation module, a questioning module, and an examination module, among which... The observation module is used to detect abnormal signs on the human body surface using a high-definition industrial camera. It captures skin condition, body posture, and external organ characteristics through image segmentation and feature extraction algorithms to obtain observation data. The observation data is used to preliminarily associate with Western medicine disease types. The auscultation module is used to identify abnormal odors and pathophysiology through a high-precision odor sensor and voiceprint acquisition. Auscultation data is obtained through voiceprint feature extraction and odor concentration quantification. The auscultation data is used to assist in judging the location of lesions and the severity of the condition. The consultation module is used to construct a structured consultation framework specific to Western medicine clinical practice, and to conduct targeted consultations based on the causes of the disease, the progression of the disease, the characteristics of the symptoms, the history of previous Western medicine treatment and allergies, and to obtain consultation data. The diagnostic module is used to obtain various diagnostic data through Western medicine testing components.

4. The modular AI-powered fully intelligent diagnostic and treatment instrument and equipment robot for traditional Chinese and Western medicine as described in claim 1, characterized in that, The integrated traditional Chinese and Western medicine AI diagnostic module includes: a traditional Chinese medicine diagnostic module, a Western medicine diagnostic module, an integrated traditional Chinese and Western medicine diagnostic module, and a dedicated infectious disease diagnosis and control module. The TCM diagnostic module is used to perform weighted calculations and pulse diagnosis on the standardized data of the four diagnostic methods of TCM and output TCM diagnostic results through the TCM classical theory database and TCM neural network. The TCM diagnostic results include TCM syndrome classification, constitution classification and severity level of the disease. The Western medicine diagnostic module is used to perform weighted calculations on the standardized data of the four diagnostic methods of Western medicine, extract pathological features and match disease types through the Western medicine diagnosis and treatment guideline database and Western medicine neural network, and output Western medicine diagnostic results. The Western medicine diagnostic results include classification and grading, lesion location and disease progression stage. The integrated TCM and Western medicine diagnostic module is used to calculate the comprehensive evaluation value of TCM and Western medicine diagnosis through core calculation formulas. The comprehensive evaluation value of TCM and Western medicine diagnosis, TCM diagnosis results, and Western medicine diagnosis results are input into the integrated TCM and Western medicine neural network to avoid the limitations of single TCM syndrome differentiation or Western medicine disease differentiation and output a combined TCM and Western medicine diagnostic conclusion. The infectious disease-specific diagnosis and control module is used to determine the type of infectious disease and its corresponding TCM symptoms based on the typical characteristics of infectious diseases and relevant discussions in the "Treatise on Febrile Diseases" by using data from the four diagnostic methods of traditional Chinese medicine and the four diagnostic methods of Western medicine. At the same time, it outputs a specific integrated TCM and Western medicine treatment plan and a full-scenario prevention strategy.

5. The modular AI-powered fully intelligent diagnostic and treatment instrument and equipment robot for traditional Chinese and Western medicine as described in claim 1, characterized in that, The treatment plan output module includes: a Traditional Chinese Medicine (TCM) treatment module, a Western medicine treatment module, and a TCM-Western medicine integrated treatment optimization module. The TCM treatment module is used to quantify the pharmacological compatibility, synergistic mechanism of medicinal properties, and dosage of medicinal materials based on TCM diagnosis results. It scientifically combines herbs according to the principles of monarch, minister, assistant, and guide, avoids contraindications, adjusts dosage for different groups, and outputs TCM treatment plans containing dosage form, herbal composition, and precise dosage, as well as TCM physiotherapy plans that clearly define treatment methods, acupoint locations, and parameter standards. The Western medicine treatment module is used to formulate targeted Western medicine treatment plans based on Western medicine diagnostic results and Western medicine treatment guidelines database, combined with standardized and quantitative standards for Western medicine use. The Western medicine treatment plan includes the appropriate type of Western medicine, precise dosage, and Western medicine physical and chemical treatment plan. The integrated TCM and Western medicine treatment optimization module is used to integrate the initial plans of the TCM treatment module and the Western medicine treatment module. Based on the TCM and Western medicine integration formula, it accurately identifies and avoids potential antagonistic effects between drugs, thereby enhancing the synergistic effect of TCM and Western medicine diagnosis and treatment.

6. The modular AI-powered fully intelligent diagnostic and treatment instrument and equipment robot for traditional Chinese and Western medicine as described in claim 1, characterized in that, The core calculation formula is: in, The value represents the comprehensive evaluation of diagnosis by both traditional Chinese and Western medicine; i represents the four diagnostic methods (1 = inspection, 2 = auscultation and olfaction, 3 = inquiry, 4 = palpation). The weights of the four diagnostic methods are as follows: =0.2, =0.25, =0.15, =0.4; Here are the quantified values ​​for each diagnostic feature, and x represents the original data collected. The value is 0-100; The coefficient for the integration of traditional Chinese and Western medicine is 0.02-0.05; Q is the hardware correction value for Western medicine, which is the weighted sum of the system error values ​​of various Western medicine testing equipment. The threshold values ​​are defined by both traditional Chinese medicine and Western medicine, and Y is the baseline parameter for the disease, with a value ranging from 50 to 60. This is an error constant with a value of 0.001; This is the confidence level adjustment coefficient, with a value of 0.03; This is the deviation value for pulse diagnosis, and its value ranges from 0 to 5. The formula for reasoning about the pulse diagnosis based on whether the evidence is real or illusory is as follows: in, The value represents the combined pulse pattern for both deficiency and excess syndromes; n represents the number of basic pulse pattern combinations. Indicates the weight of the i-th basic pulse pattern; This represents the quantization value of the i-th basic pulse pattern; For pulse resonance function, This is the pulse frequency parameter, with a value ranging from 0.5 to 3.0 Hz.

7. The modular AI-powered fully intelligent diagnostic and treatment instrument and equipment robot for traditional Chinese and Western medicine as described in claim 5, characterized in that, The formula for integrating traditional Chinese and Western medicine is as follows: in, S represents the comprehensive results of integrated traditional Chinese and Western medicine diagnosis and treatment; S represents the quantitative results of traditional Chinese medicine diagnosis and treatment. Quantifying the results of Western medical diagnosis and treatment; The fusion weight has a value ranging from 0.4 to 0.

6. This is a dedicated fusion function, where z is the fusion adaptation parameter with a value ranging from 8.0 to 10.

0.

8. The modular AI-powered fully intelligent diagnostic and treatment instrument and equipment robot for traditional Chinese and Western medicine as described in claim 1, characterized in that, The modular structure is a mobile cabin structure with a length of 3.05 meters, a width of 2 meters, and a height of 2.2 meters. Inside the modular structure, Chinese and Western medicine testing components can be added or removed according to actual needs. The Western medicine testing components include a wireless electrocardiogram (ECG) detector, a wireless pulmonary function detector, a wireless gastric motility detector, a wireless blood pressure monitor, and a forehead thermometer.

9. The modular AI-powered fully intelligent diagnostic and treatment instrument and equipment robot for traditional Chinese and Western medicine according to claim 2, characterized in that, The observation module collects tongue and hand / fingernail data simultaneously. By equipping multiple medical-grade high-definition cameras and supporting light sources and positioning auxiliary components, it simultaneously collects high-definition images of the entire oral cavity, the front and back of the palm, and the ten fingernails. It extracts core physical signs such as the degree of oral redness and swelling, mucosal lesion characteristics, palm lines density and direction, and nail color and texture, and converts them into standardized grading and index data.

10. The modular AI-powered fully intelligent diagnostic and treatment instrument and equipment robot for traditional Chinese and Western medicine according to claim 1, characterized in that, It also includes a skin-tight, fully integrated cardiopulmonary blood oxygen and blood pressure detection component. This integrated component comprises a detection component and a receiving unit. The detection component consists of one chest patch and two arm patches. The chest patch embeds a 10-lead ECG sensor module, a high-sensitivity lung acoustic sensor module, a respiratory impedance sensor module, a virtual limb lead simulation module, a mini wireless transmitter unit, and a micro rechargeable battery. The arm patches embed a lead sensor module, a blood oxygen sensor module, and a mini wireless transmitter unit. The receiving unit has a palm-sized structure and integrates a display screen, a voice broadcast module, a data storage module, and a wireless transmission module. The detection component and the receiving unit are wirelessly connected via Bluetooth 5.2 protocol with a transmission delay ≤10ms. The virtual limb lead simulation module collects the potential difference between the chest patch and the left and right arm patches through the respiratory impedance sensor module embedded in the chest patch, and simulates limb lead signals according to a simulation formula to achieve full-dimensional acquisition of cardiopulmonary blood oxygen and blood pressure. The simulation formula is: in, The potential collected by the chest patch; The collected potential was applied to the left arm; The collected potential is attached to the right arm.

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