Intelligent generation method and system for respiratory rehabilitation training scheme

Abstract

The invention discloses an intelligent generation method and system for a respiratory rehabilitation training scheme, and relates to the technical field of medical rehabilitation. The method comprises the following steps: comprehensively evaluating a target user to be subjected to respiratory rehabilitation training to obtain target user information; according to the target user information, a comprehensive intervention scheme is analyzed and formulated, the comprehensive intervention scheme is generated, and the comprehensive intervention scheme comprises an exercise training scheme, an education scheme and a compliance management scheme; and taking the comprehensive intervention scheme as a respiratory rehabilitation training scheme generation result of the target user, and performing respiratory rehabilitation training on the target user. The technical problem that in the prior art, breathing rehabilitation training is poor in effectiveness due to the fact that a breathing rehabilitation training scheme lacks personalization is solved, the target user information is comprehensively evaluated, a comprehensive intervention scheme is formulated, personalized and intelligent breathing rehabilitation training scheme generation for individual users is achieved, and the user experience is improved. The technical effect of improving pertinence and effectiveness of respiratory rehabilitation training is achieved.

Description

Technical Field

[0001] The present invention relates to the field of medical rehabilitation technology, and in particular to a method and system for intelligently generating a respiratory rehabilitation training program. Background Art

[0002] Respiratory rehabilitation is a core component of the long-term management of chronic respiratory diseases (CRD). It is a very effective treatment for CRD patients and one of the most cost-effective non-drug treatments. Respiratory rehabilitation is a comprehensive intervention tailored to patients based on a comprehensive patient assessment, including but not limited to exercise training, patient education, and behavioral change. Respiratory rehabilitation can improve exercise capacity, alleviate symptoms of dyspnea, improve the physical and mental condition of CRD patients, and promote their long-term compliance with healthy behaviors. Traditional respiratory rehabilitation training programs often rely on the experience and judgment of medical staff, lack scientific and systematic comprehensive evaluation and personalized customization, resulting in uneven rehabilitation effects. Patient compliance issues during the rehabilitation process have also been one of the key factors affecting rehabilitation effectiveness. Summary of the invention

[0003] The present application provides a method and system for intelligently generating a respiratory rehabilitation training program, which solves the technical problem in the prior art that the respiratory rehabilitation training program lacks personalization, resulting in poor effectiveness of respiratory rehabilitation training.

[0004] In view of the above problems, the present application provides a method and system for intelligently generating a respiratory rehabilitation training program.

[0005] In a first aspect of the present application, a method for intelligently generating a respiratory rehabilitation training program is provided, the method comprising:

[0006] A comprehensive assessment is conducted on the target users who are to receive respiratory rehabilitation training to obtain target user information; based on the target user information, a comprehensive intervention plan is analyzed and formulated to generate a comprehensive intervention plan, wherein the comprehensive intervention plan includes an exercise training plan, an education plan, and a compliance management plan; the comprehensive intervention plan is used as a result of generating a respiratory rehabilitation training plan for the target user, and respiratory rehabilitation training is conducted for the target user.

[0007] A second aspect of the present application provides a respiratory rehabilitation training program intelligent generation system, the system comprising:

[0008] Evaluation module: conducts comprehensive evaluation on target users who are to receive respiratory rehabilitation training and obtains target user information; Program formulation module: analyzes and formulates a comprehensive intervention program based on the target user information and generates a comprehensive intervention program, wherein the comprehensive intervention program includes an exercise training program, an education program and a compliance management program; Respiratory rehabilitation training module: uses the comprehensive intervention program as a result of generating a respiratory rehabilitation training program for the target user and provides respiratory rehabilitation training to the target user.

[0009] One or more technical solutions provided in this application have at least the following technical effects or advantages:

[0010] First, a comprehensive evaluation is conducted on the target users who are to receive respiratory rehabilitation training to obtain the target user information. Then, based on the target user information, a comprehensive intervention plan is analyzed and formulated to generate a comprehensive intervention plan, wherein the comprehensive intervention plan includes an exercise training plan, an education plan, and a compliance management plan. Finally, the comprehensive intervention plan is used as the result of generating the respiratory rehabilitation training plan for the target user, and respiratory rehabilitation training is performed on the target user. The technical problem in the prior art that the respiratory rehabilitation training plan lacks personalization, resulting in poor effectiveness of respiratory rehabilitation training, is solved. By comprehensively evaluating the target user information and formulating a comprehensive intervention plan, personalized and intelligent respiratory rehabilitation training plan generation for individual users is realized, achieving the technical effect of improving the pertinence and effectiveness of respiratory rehabilitation training. BRIEF DESCRIPTION OF THE DRAWINGS

[0011] In order to more clearly illustrate the technical solutions in the embodiments of the present invention, the following briefly introduces the drawings required for use in the description of the embodiments. Obviously, the drawings described below are only some embodiments of the present invention. For ordinary technicians in this field, other drawings can be obtained based on these drawings without creative work.

[0012] Figure 1 A schematic diagram of a flow chart of a method for intelligently generating a respiratory rehabilitation training program provided in an embodiment of the present application;

[0013] Figure 2 A schematic diagram of the structure of a respiratory rehabilitation training program intelligent generation system provided in an embodiment of the present application.

[0014] Explanation of the reference numerals: assessment module 11, program formulation module 12, respiratory rehabilitation training module 13. DETAILED DESCRIPTION

[0015] The present application solves the technical problem in the prior art that respiratory rehabilitation training programs lack personalization, resulting in poor effectiveness of respiratory rehabilitation training, by providing a method and system for intelligently generating respiratory rehabilitation training programs.

[0016] The following will be combined with the drawings in the embodiments of the present application to clearly and completely describe the technical solutions in the embodiments of the present application. Obviously, the described embodiments are only part of the embodiments of the present application, rather than all of the embodiments. Based on the embodiments in the present application, all other embodiments obtained by ordinary technicians in this field without making creative work are within the scope of protection of this application.

[0017] It should be noted that the terms "including" and "having" are intended to cover non-exclusive inclusions. For example, a process, method, system, product or server that includes a series of steps or units is not necessarily limited to those steps or units explicitly listed, but may include other steps or modules that are not explicitly listed or are inherent to these processes, methods, products or devices.

[0018] Embodiment 1, as Figure 1 As shown, the present application provides a method for intelligently generating a respiratory rehabilitation training program, wherein the method comprises:

[0019] Conduct a comprehensive assessment of target users who are to receive respiratory rehabilitation training and obtain target user information.

[0020] Conduct a comprehensive assessment of the target users who are undergoing respiratory rehabilitation training. Optionally, first collect and analyze the target users' basic information, including age, gender, occupation, health status, and whether they have respiratory diseases; then assess the user's lung function level, breathing pattern, exercise capacity and other physiological indicators; for users with respiratory diseases, further understand their medical history, symptoms, treatment plans, and possible complications; obtain target user information by integrating the above information.

[0021] Furthermore, a comprehensive assessment is conducted on the target users who are to receive respiratory rehabilitation training to obtain target user information, including:

[0022] Acquire multiple detection and evaluation projects; perform detection and evaluation on the target user according to the multiple detection and evaluation projects, obtain multiple project detection information, and integrate them into target user information.

[0023] Specifically, according to the needs of respiratory rehabilitation training and the specific circumstances of the target users, a series of necessary testing and evaluation items are determined; according to the pre-determined testing and evaluation items, the target users are tested and evaluated one by one, and the evaluation results of each item will be recorded as separate item testing information; the target user information is obtained by integrating the testing information of multiple items.

[0024] Further, multiple testing and evaluation items are obtained, including:

[0025] Obtain clinical examination and evaluation items, examination and evaluation items, functional evaluation items, and questionnaire evaluation items, wherein the clinical examination and evaluation items include current medical history, past medical history, comorbidities, and physical examination; the examination and evaluation items include laboratory tests, imaging tests, electrocardiograms, echocardiograms, and electronic bronchoscopes; the functional evaluation items include lung function, peak cough flow rate, maximum inspiratory pressure, maximum expiratory pressure, isometric dynamometer, isotonic muscle strength test, diaphragm ultrasound, swallowing function evaluation, cardiopulmonary exercise test, and walking test; the questionnaire evaluation items include chronic obstructive pulmonary disease assessment test, visual analog score, modified Barthel index, sexual daily living activities ability scale, modified dyspnea index, Borg scale, hospital anxiety and depression scale, Pittsburgh sleep quality index scale, and nutritional screening;

[0026] The clinical examination evaluation items, examination evaluation items, functional evaluation items, and questionnaire evaluation items are used as the multiple detection evaluation items.

[0027] When conducting a comprehensive assessment of the target users who are undergoing respiratory rehabilitation training, multiple test and assessment items are identified to ensure a comprehensive and in-depth understanding of the user's health status. These items are divided into four categories: clinical examination assessment items, examination assessment items, functional assessment items, and questionnaire assessment items. Each category contains multiple specific assessment tools and methods.

[0028] Clinical examination and evaluation items include current medical history (the user's current disease symptoms, duration, severity, and any breathing-related discomfort), past medical history (the user's past medical history, especially respiratory diseases, cardiovascular diseases, and any surgeries or treatments that may affect respiratory function), comorbidities (whether the user suffers from other diseases related to respiratory diseases, such as diabetes, hypertension, etc.), and physical examination (through visual, tactile, auscultatory, etc., to check the condition of the user's chest, lungs, heart, etc., and look for possible abnormal signs).

[0029] Examination and evaluation items include laboratory tests, imaging tests, electrocardiogram, echocardiogram, and electronic bronchoscope; chemical tests include routine blood tests, blood gas analysis, biochemical tests, etc., to evaluate the user's overall health status and biochemical indicators of the respiratory system; imaging tests such as X-rays, CT, MRI, etc. are used to observe the lung structure, airway condition, and possible abnormal lesions; electrocardiogram is used to evaluate the electrophysiological activity of the heart to detect possible heart problems; echocardiogram refers to the use of ultrasonic technology to evaluate the structure and function of the heart; electronic bronchoscope is used to directly observe the internal structure of the airway and lungs, and to perform necessary diagnostic and treatment operations.

[0030] Functional assessment items include lung function, cough peak flow rate, maximum inspiratory pressure, maximum expiratory pressure, isometric dynamometer, isotonic muscle strength test, diaphragm ultrasound, swallowing function assessment, cardiopulmonary exercise test, and walking test; lung function refers to the assessment of the user's respiratory function status through methods such as spirometry and airway resistance measurement; cough peak flow rate refers to the measurement of the maximum airflow velocity generated when the user coughs to evaluate the effectiveness of the cough; maximum inspiratory pressure and maximum expiratory pressure are used to assess the strength and endurance of respiratory muscles; isometric dynamometer and isotonic muscle strength test are used to measure the strength and endurance of respiratory-related muscles; diaphragm ultrasound is used to observe the morphology and function of the diaphragm and assess its contribution to breathing; swallowing function assessment refers to the assessment of the user's swallowing ability to identify possible swallowing disorders; cardiopulmonary exercise test refers to the assessment of the overall function and reserve capacity of the cardiopulmonary system through exercise testing; walking test is to measure the distance or speed the user walks in a certain period of time to assess his or her mobility and endurance.

[0031] The questionnaire assessment items include the COPD Assessment Test, Visual Analog Scale, Modified Barthel Index, Sexual Activities of Daily Living Scale, Modified Dyspnea Index, Borg Scale, Hospital Anxiety and Depression Scale, Pittsburgh Sleep Quality Index, and nutritional screening; the COPD Assessment Test is used to assess the severity of symptoms and health status of patients with COPD; the Visual Analog Scale is used to assess the user's pain level or discomfort; the Modified Barthel Index assesses the user's daily living activities; the Sexual Activities of Daily Living Scale is used to assess the user's daily living ability related to sexual activities; the Modified Dyspnea Index is used to assess the user's degree of dyspnea; the Borg Scale (fatigue assessment scale) is used to assess fatigue and dyspnea during exercise; the Hospital Anxiety and Depression Scale is used to assess the user's anxiety and depression symptoms; the Pittsburgh Sleep Quality Index is used to assess the user's sleep quality; nutritional screening is used to assess the user's nutritional status to identify possible risks of malnutrition.

[0032] Including clinical examination assessment items, examination assessment items, functional assessment items and questionnaire assessment items as multiple testing and evaluation items will enable a comprehensive and systematic understanding of the health status of target users and provide a scientific basis for the formulation of subsequent respiratory rehabilitation training programs.

[0033] Based on the target user information, a comprehensive intervention plan is analyzed and formulated to generate a comprehensive intervention plan, wherein the comprehensive intervention plan includes a sports training plan, an education plan and a compliance management plan.

[0034] Based on the collected target user information, a comprehensive analysis will be conducted and a comprehensive integrated intervention program will be developed accordingly. The comprehensive intervention program will cover exercise training programs, education programs and compliance management programs to ensure the pertinence and effectiveness of respiratory rehabilitation training.

[0035] Furthermore, based on the target user information, a comprehensive intervention plan is analyzed and formulated to generate a comprehensive intervention plan, including:

[0036] Based on the target user information, an exercise training plan is formulated, wherein the exercise training includes a project training plan for multiple training items; based on the target user information, an education plan is formulated, wherein the education plan includes a doctor-patient response plan formulated for the target user; a compliance management plan is formulated; and the exercise training plan, education plan and compliance management plan are integrated to obtain a comprehensive intervention plan.

[0037] Based on the target user's physical condition, exercise ability and rehabilitation goals, an exercise training program is formulated. The exercise training program includes multiple training programs, including but not limited to aerobic exercise (such as brisk walking, jogging, swimming), strength training (for respiratory muscles and core muscles), and these programs are designed to comprehensively improve the user's respiratory function, physical fitness and quality of life. An education program is formulated based on the target user information. The education program includes a doctor-patient response program formulated for the target user. The doctor-patient response program includes how to explain the condition, treatment plan, and possible risks and benefits to the user, and also teaches the user how to accurately describe his symptoms and feelings to the doctor so that the doctor can more accurately assess the condition and adjust the treatment plan. The compliance management program can be formulated from the aspects of goal setting and expectation management, supervision and feedback, and incentive mechanism. Specifically, clear rehabilitation goals and expectations are set with the user, and a detailed rehabilitation plan is formulated to stimulate the user's enthusiasm and motivation; an effective supervision and feedback mechanism is established to understand the user's rehabilitation progress and problems encountered through regular follow-up, telephone visits or online platforms, and provide timely feedback and suggestions; a reward mechanism is established, such as giving rewards after completing a certain stage of training, to enhance the user's compliance and sense of achievement. The exercise training program, education program and compliance management program were integrated to form a comprehensive and systematic integrated intervention program.

[0038] Furthermore, formulating a sports training program according to the target user information includes:

[0039] According to the historical data of respiratory rehabilitation training, a sample user information set is collected, and a sample exercise training program set formulated under different sample user information is collected, wherein each sample exercise training program includes multiple sample project training programs for multiple training projects, and the multiple training projects include aerobic exercise training, resistance training, and exhalation training; the sample user information set and the sample exercise training program set are used to train an exercise program generator; the target user information is input into the exercise program generator, and an exercise training program is obtained as output.

[0040] Specifically, a certain amount of sample user information is collected from historical data, including but not limited to age, gender, weight, height, lung function indicators (such as FEV1, FVC), comorbidities, physical fitness level, etc.; for each sample user, the exercise training programs that the user has received are collected, and these programs should include multiple training items such as aerobic exercise training, resistance training, and exhalation training. There may be multiple specific training programs under each program (i.e., sample program training programs) and these training programs contain detailed information such as training intensity, frequency, and duration; according to the complexity of the problem and the characteristics of the data, a suitable machine learning model is selected, such as a decision tree, random forest, neural network, etc., for training the exercise program generator; the model is trained using the preprocessed training data set to allow the model to learn the mapping relationship between user information and exercise training programs, and an exercise program generator is obtained after the training is completed; the target user's information is input into the trained exercise program generator, and the exercise program generator automatically outputs a personalized exercise training program based on the input user information. This program includes multiple training items such as aerobic exercise training, resistance training, exhalation training, and specific training programs for each item (such as training intensity, frequency, duration, etc.).

[0041] Furthermore, according to the target user information, an education plan is formulated, including:

[0042] According to the target user information, a corresponding education question and answer database is configured as a first-level education question and answer solution, wherein different education question and answer databases are formulated according to different sample user information, and a mapping relationship is constructed for mapping configuration; according to the target user information, a doctor who conducts educational questions and answers to the target user is configured as a second-level education question and answer solution, wherein when the first-level education question and answer solution does not meet the requirements, the second-level education question and answer solution is enabled; the first-level education question and answer solution and the second-level education question and answer solution are integrated as the education solution.

[0043] Collect detailed information of target users, including but not limited to age, gender, health status, medical history, medication, living habits, etc. This information will serve as the basis for formulating an educational Q&A database; Based on the collected target user information, build multiple educational Q&A databases, each of which targets a user group with similar characteristics. These databases contain health issues, disease knowledge, treatment plans, lifestyle adjustment suggestions, etc. that users may be concerned about, as well as corresponding answers and instructions; In order to more efficiently match target users with corresponding educational Q&A databases, establish a set of mapping relationships. This set of mapping relationships assigns users to the most appropriate database based on the characteristics of user information. According to the needs and preferences of target users, as well as the professional fields and experience of doctors, select a group of doctors as providers of secondary educational Q&A. These doctors will be responsible for answering questions that the primary educational Q&A solution cannot cover or that users need further consultation. Integrate the primary educational Q&A solution and the secondary educational Q&A solution to form a complete educational solution.

[0044] Further, develop a compliance management plan, including:

[0045] Formulate a push frequency for training push information to the target user; formulate a push reminder time length, wherein a reminder is given when the target user has not viewed the training push information for a period of time exceeding the push reminder time length; formulate a push reward time length, wherein a reward is given when the target user has viewed the training push information for a period of time exceeding the push reward time length; integrate the push frequency, push reminder time length and push reward time length to obtain a compliance management plan.

[0046] Collect the target users' living habits and preferences for receiving information, including when users usually use their mobile phones or computers, and when users prefer to receive training push information; based on the analysis of user habits, set a push frequency, which should ensure that information is pushed during the most active time period of users, while avoiding disturbing users too frequently; the push frequency can be flexibly adjusted according to user feedback and participation. If users express the desire to increase information push, the frequency can be appropriately increased; conversely, if users feel that the information is too frequent, the frequency can be reduced. Set the push reminder time length, that is, set a time threshold, that is, when the target user has not viewed the training push information for a period of time that reaches this threshold, the system will automatically send a reminder. In order to motivate users to actively participate in training and continue to pay attention to push information, certain reward rules can be set. For example, when users view training push information for a certain period of time, they can receive certain points or coupons. Integrate the push frequency, push reminder time length, and push reward time length together to obtain a compliance management plan.

[0047] The comprehensive intervention program is used as a respiratory rehabilitation training program generation result for the target user, and respiratory rehabilitation training is performed on the target user.

[0048] The developed comprehensive intervention program will be used as the respiratory rehabilitation training plan for the target users, and respiratory rehabilitation training and guidance will be provided to the target users based on the program.

[0049] In summary, the embodiments of the present application have at least the following technical effects:

[0050] First, a comprehensive evaluation is conducted on the target users who are to receive respiratory rehabilitation training to obtain the target user information. Then, based on the target user information, a comprehensive intervention plan is analyzed and formulated to generate a comprehensive intervention plan, wherein the comprehensive intervention plan includes an exercise training plan, an education plan, and a compliance management plan. Finally, the comprehensive intervention plan is used as the result of generating the respiratory rehabilitation training plan for the target user, and respiratory rehabilitation training is performed on the target user. The technical problem in the prior art that the respiratory rehabilitation training plan lacks personalization, resulting in poor effectiveness of respiratory rehabilitation training, is solved. By comprehensively evaluating the target user information and formulating a comprehensive intervention plan, personalized and intelligent respiratory rehabilitation training plan generation for individual users is realized, achieving the technical effect of improving the pertinence and effectiveness of respiratory rehabilitation training.

[0051] Embodiment 2, based on the same inventive concept as the method for intelligently generating a respiratory rehabilitation training program in the aforementioned embodiment, Figure 2 As shown, the present application provides a respiratory rehabilitation training program intelligent generation system, wherein the system includes:

[0052] Evaluation module 11: conducts a comprehensive evaluation on the target users who are to receive respiratory rehabilitation training and obtains the target user information; Program formulation module 12: analyzes and formulates a comprehensive intervention program based on the target user information and generates a comprehensive intervention program, wherein the comprehensive intervention program includes an exercise training program, an education program and a compliance management program; Respiratory rehabilitation training module 13: uses the comprehensive intervention program as a result of generating a respiratory rehabilitation training program for the target user and provides respiratory rehabilitation training for the target user.

[0053] Furthermore, the evaluation module 11 is used to execute the following method:

[0054] Acquire multiple detection and evaluation projects; perform detection and evaluation on the target user according to the multiple detection and evaluation projects, obtain multiple project detection information, and integrate them into target user information.

[0055] Furthermore, the evaluation module 11 is used to execute the following method:

[0056] Clinical examination and evaluation items, examination and evaluation items, functional evaluation items, and questionnaire evaluation items are obtained, wherein the clinical examination and evaluation items include current medical history, past medical history, comorbidities, and physical examination; the examination and evaluation items include laboratory tests, imaging tests, electrocardiograms, echocardiograms, and electronic bronchoscopes; the functional evaluation items include pulmonary function, peak cough flow rate, maximum inspiratory pressure, maximum expiratory pressure, isometric dynamometer, isometric muscle strength test, diaphragm ultrasound, swallowing function evaluation, cardiopulmonary exercise test, and walking test; the questionnaire evaluation items include chronic obstructive pulmonary disease assessment test, visual analog score, modified Barthel index, sexual daily living activities ability scale, modified dyspnea index, Borg scale, hospital anxiety and depression scale, Pittsburgh sleep quality index scale, and nutritional screening; the clinical examination and evaluation items, examination and evaluation items, functional evaluation items, and questionnaire evaluation items are used as the multiple detection and evaluation items.

[0057] Furthermore, the program formulation module 12 is used to execute the following method:

[0058] Based on the target user information, an exercise training plan is formulated, wherein the exercise training includes a project training plan for multiple training items; based on the target user information, an education plan is formulated, wherein the education plan includes a doctor-patient response plan formulated for the target user; a compliance management plan is formulated; and the exercise training plan, education plan and compliance management plan are integrated to obtain a comprehensive intervention plan.

[0059] Furthermore, the program formulation module 12 is used to execute the following method:

[0060] According to the historical data of respiratory rehabilitation training, a sample user information set is collected, and a sample exercise training program set formulated under different sample user information is collected, wherein each sample exercise training program includes multiple sample project training programs for multiple training projects, and the multiple training projects include aerobic exercise training, resistance training, and exhalation training; the sample user information set and the sample exercise training program set are used to train an exercise program generator; the target user information is input into the exercise program generator, and an exercise training program is obtained as output.

[0061] Furthermore, the program formulation module 12 is used to execute the following method:

[0062] According to the target user information, a corresponding education question and answer database is configured as a first-level education question and answer solution, wherein different education question and answer databases are formulated according to different sample user information, and a mapping relationship is constructed for mapping configuration; according to the target user information, a doctor who conducts educational questions and answers to the target user is configured as a second-level education question and answer solution, wherein when the first-level education question and answer solution does not meet the requirements, the second-level education question and answer solution is enabled; the first-level education question and answer solution and the second-level education question and answer solution are integrated as the education solution.

[0063] Furthermore, the program formulation module 12 is used to execute the following method:

[0064] Formulate a push frequency for training push information to the target user; formulate a push reminder time length, wherein a reminder is given when the target user has not viewed the training push information for a period of time exceeding the push reminder time length; formulate a push reward time length, wherein a reward is given when the target user has viewed the training push information for a period of time exceeding the push reward time length; integrate the push frequency, push reminder time length and push reward time length to obtain a compliance management plan.

[0065] It should be noted that the above-mentioned sequence of the embodiments of the present application is only for description and does not represent the advantages and disadvantages of the embodiments. And the above-mentioned specific embodiments of this specification are described. The processes depicted in the accompanying drawings do not necessarily require the specific order or continuous order shown to achieve the desired results. In some embodiments, multitasking and parallel processing are also possible or may be advantageous.

[0066] The above description is only a preferred embodiment of the present application and is not intended to limit the present application. Any modifications, equivalent substitutions, improvements, etc. made within the spirit and principles of the present application shall be included in the protection scope of the present application.

[0067] This specification and drawings are merely exemplary illustrations of the present application and are deemed to cover any and all modifications, variations, combinations or equivalents within the scope of the present application. Obviously, a person skilled in the art may make various modifications and variations to the present application without departing from the scope of the present application. Thus, if these modifications and variations of the present application fall within the scope of the present application and its equivalents, the present application intends to include these modifications and variations.

Claims

1. A method for intelligently generating a respiratory rehabilitation training program, characterized in that: The method comprises: Conduct a comprehensive assessment of the target users who are to receive respiratory rehabilitation training and obtain target user information; Analyze and formulate a comprehensive intervention plan based on the target user information to generate a comprehensive intervention plan, wherein the comprehensive intervention plan includes a sports training plan, an education plan, and a compliance management plan; The comprehensive intervention program is used as a respiratory rehabilitation training program generation result for the target user, and respiratory rehabilitation training is performed on the target user.

2. The method for intelligently generating a respiratory rehabilitation training program according to claim 1, characterized in that: Conduct a comprehensive assessment of the target users who are to receive respiratory rehabilitation training and obtain target user information, including: Obtain multiple testing and evaluation projects; According to the multiple detection and evaluation items, the target user is detected and evaluated to obtain multiple item detection information, which is integrated into target user information.

3. The method for intelligently generating a respiratory rehabilitation training program according to claim 2, characterized in that: Get multiple testing and assessment programs, including: Obtain clinical examination and evaluation items, examination and evaluation items, functional evaluation items, and questionnaire evaluation items, wherein the clinical examination and evaluation items include current medical history, past medical history, comorbidities, and physical examination; the examination and evaluation items include laboratory tests, imaging tests, electrocardiograms, echocardiograms, and electronic bronchoscopes; the functional evaluation items include lung function, peak cough flow rate, maximum inspiratory pressure, maximum expiratory pressure, isometric dynamometer, isotonic muscle strength test, diaphragm ultrasound, swallowing function evaluation, cardiopulmonary exercise test, and walking test; the questionnaire evaluation items include chronic obstructive pulmonary disease assessment test, visual analog score, modified Barthel index, sexual daily living activities ability scale, modified dyspnea index, Borg scale, hospital anxiety and depression scale, Pittsburgh sleep quality index scale, and nutritional screening; The clinical examination evaluation items, examination evaluation items, functional evaluation items, and questionnaire evaluation items are used as the multiple detection evaluation items.

4. The method for intelligently generating a respiratory rehabilitation training program according to claim 1, characterized in that: According to the target user information, a comprehensive intervention plan is analyzed and formulated to generate a comprehensive intervention plan, including: Formulate a sports training program according to the target user information, wherein the sports training includes a project training program for multiple training projects; Formulate an education plan based on the target user information, wherein the education plan includes a doctor-patient response plan formulated for the target user; Developing a compliance management plan; The exercise training program, education program, and compliance management program are integrated to obtain a comprehensive intervention program.

5. The method for intelligently generating a respiratory rehabilitation training program according to claim 1, characterized in that: Formulate a sports training program based on the target user information, including: According to the historical data of respiratory rehabilitation training, a sample user information set is collected, and a sample exercise training program set formulated under different sample user information is collected, wherein each sample exercise training program includes multiple sample program training programs of multiple training programs, and the multiple training programs include aerobic exercise training, resistance training, and exhalation training; Using the sample user information set and the sample exercise training program set to train an exercise program generator; The target user information is input into the exercise program generator, and an exercise training program is obtained by output.

6. The method for intelligently generating a respiratory rehabilitation training program according to claim 1, characterized in that: According to the target user information, formulate an education plan, including: According to the target user information, a corresponding education question and answer database is configured as a first-level education question and answer solution, wherein different education question and answer databases are formulated according to different sample user information, and a mapping relationship is constructed for mapping configuration; According to the target user information, a doctor who conducts educational Q&A for the target user is configured as a secondary educational Q&A solution, wherein when the primary educational Q&A solution does not meet the requirements, the secondary educational Q&A solution is enabled; Integrate the first-level education question and answer program and the second-level education question and answer program as the education program.

7. The method for intelligently generating a respiratory rehabilitation training program according to claim 1, characterized in that: Develop a compliance management plan that includes: Formulate the frequency of sending training push information to the target users; Formulate a push reminder time length, wherein a reminder is given when the target user fails to view the training push information for a period of time exceeding the push reminder time length; Formulate a push reward time length, wherein a reward is given when the target user views the training push information for a time length equal to the push reward time length; The push frequency, push reminder duration, and push reward duration are integrated to obtain a compliance management plan.

8. A respiratory rehabilitation training program intelligent generation system, characterized in that: A method for intelligently generating a respiratory rehabilitation training program according to any one of claims 1 to 7, the system comprising: Evaluation module: conducts a comprehensive evaluation of the target users who are to receive respiratory rehabilitation training and obtains target user information; Program formulation module: analyzes and formulates a comprehensive intervention program based on the target user information, and generates a comprehensive intervention program, wherein the comprehensive intervention program includes a sports training program, an education program, and a compliance management program; Respiratory rehabilitation training module: using the comprehensive intervention program as a respiratory rehabilitation training program generation result for the target user, and performing respiratory rehabilitation training for the target user.

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