Digital treatment system for heart-kidney disharmony type insomnia based on artificial intelligence

Abstract

The invention relates to the technical field of sleep treatment, and discloses a heart-kidney disharmony type insomnia digital treatment system based on artificial intelligence, and the system comprises the steps: collecting the physiological data and behavior data of a heart-kidney disharmony type insomnia patient; analyzing the sleep mode of the heart-kidney disharmony type insomnia patient, and evaluating the heart-kidney function of the heart-kidney disharmony type insomnia patient to obtain a heart-kidney function evaluation result; analyzing the pathological state of the heart-kidney disharmony type insomnia patient and the corresponding insomnia type; setting a cognitive intervention mode and a personalized treatment activity for the heart-kidney disharmony type insomnia patient; constructing an intelligent behavior reminding mechanism and an abnormal emotion feedback system for the heart-kidney disharmony type insomnia patient, and setting a self-adaptive adjustment mode of personalized treatment activity; and in combination with an intelligent behavior reminding mechanism, an emotional abnormality feedback system and a self-adaptive adjustment mode, executing digital treatment processing on the heart-kidney disharmony type insomnia patient to obtain a digital treatment result. According to the invention, accurate treatment of heart-kidney disharmony type insomnia can be realized.

Description

Technical Field

[0001] The present invention relates to the technical field of sleep therapy, and particularly to a digital therapy system for insomnia due to disharmony between the heart and the kidney based on artificial intelligence. Background Art

[0002] Digital therapy for insomnia due to disharmony between the heart and the kidney refers to using digital technologies and software applications to improve and treat insomnia symptoms caused by dysfunction of the heart and kidney functions. The purpose of digital therapy is to improve the cognitive function of patients, thereby improving the sleep quality of patients. Insomnia due to disharmony between the heart and the kidney is a type of insomnia classified in traditional Chinese medicine, usually related to excessive heart fire and insufficient kidney water, often accompanied by symptoms such as restlessness and frequent nocturia. With the accelerating pace of modern life, the incidence of insomnia due to disharmony between the heart and the kidney has been increasing year by year, becoming an important problem affecting people's health.

[0003] Traditional methods for digital therapy of insomnia due to disharmony between the heart and the kidney are mainly numerology therapies, treating insomnia patients with specific numerology formulas. However, due to the different constitutions and conditions of each person, it may be difficult to ensure effectiveness for all patients, and patients need to silently recite the numerology formulas for a long time, which requires a high level of patience and compliance from patients, resulting in the inability to effectively improve the sleep quality of insomnia patients. Summary of the Invention

[0004] The present invention provides a digital therapy system for insomnia due to disharmony between the heart and the kidney based on artificial intelligence, and its main purpose is to achieve precise treatment of insomnia due to disharmony between the heart and the kidney.

[0005] To achieve the above object, a digital therapy system for insomnia due to disharmony between the heart and the kidney based on artificial intelligence provided by the present invention includes: a data acquisition module, a sleep pattern recognition module, an insomnia factor analysis module, a personalized therapy module, an adaptive adjustment module, and a digital therapy module; The data acquisition module is used to obtain patients with insomnia due to disharmony between the heart and the kidney to be treated, configure physiological monitors and behavior sensors for the patients with insomnia due to disharmony between the heart and the kidney, and collect physiological data and behavior data of the patients with insomnia due to disharmony between the heart and the kidney according to the physiological monitors and the behavior sensors; The sleep pattern recognition module is used to identify the sleep characteristics of the patients with insomnia due to disharmony between the heart and the kidney based on the physiological data and the behavior data, analyze the sleep pattern of the patients with insomnia due to disharmony between the heart and the kidney according to the sleep characteristics, and evaluate the heart and kidney functions of the patients with insomnia due to disharmony between the heart and the kidney based on the sleep pattern to obtain a heart and kidney function evaluation result; The insomnia factor analysis module is used to extract evaluation indicators of the heart and kidney function evaluation result, analyze the pathological state of the patients with insomnia due to disharmony between the heart and the kidney based on the evaluation indicators, and identify the insomnia type of the patients with insomnia due to disharmony between the heart and the kidney according to the pathological state; The personalized treatment module is used to set the cognitive intervention method for the patients with insomnia due to disharmony between the heart and kidney according to the type of insomnia, identify the attentional bias of the patients with insomnia due to disharmony between the heart and kidney based on the cognitive intervention method, and set the personalized treatment activities for the patients with insomnia due to disharmony between the heart and kidney according to the attentional bias; The adaptive adjustment module is used to construct the behavioral intelligent reminder mechanism for the patients with insomnia due to disharmony between the heart and kidney based on the personalized treatment activities, construct the emotional abnormality feedback system for the patients with insomnia due to disharmony between the heart and kidney, and set the adaptive adjustment mode of the personalized treatment activities according to the behavioral intelligent reminder mechanism and the emotional abnormality feedback system; The digital treatment module is used to perform the digital treatment process for the patients with insomnia due to disharmony between the heart and kidney by combining the behavioral intelligent reminder mechanism, the emotional abnormality feedback system and the adaptive adjustment mode, and obtain the digital treatment result.

[0006] Optionally, the identifying the sleep characteristics of the patients with insomnia due to disharmony between the heart and kidney based on the physiological data and the behavioral data includes: Identifying the falling asleep state of the patients with insomnia due to disharmony between the heart and kidney based on the physiological data and the behavioral data; Analyzing the sleep latency of the patients with insomnia due to disharmony between the heart and kidney according to the falling asleep state; Calculating the number of awakenings of the patients with insomnia due to disharmony between the heart and kidney, and identifying the awakening time of the patients with insomnia due to disharmony between the heart and kidney according to the sleep latency and the number of awakenings; Calculating the sleep duration of the patients with insomnia due to disharmony between the heart and kidney based on the awakening time and the sleep latency; Identifying the sleep efficiency of the patients with insomnia due to disharmony between the heart and kidney according to the sleep duration; Analyzing the sleep disturbance degree of the patients with insomnia due to disharmony between the heart and kidney based on the sleep duration and the awakening time; Identifying the sleep characteristics of the patients with insomnia due to disharmony between the heart and kidney by combining the awakening time, the sleep efficiency and the sleep disturbance degree.

[0007] Optionally, the analyzing the sleep pattern of the patients with insomnia due to disharmony between the heart and kidney according to the sleep characteristics includes: Identifying the sleep stages of the patients with insomnia due to disharmony between the heart and kidney according to the sleep characteristics; Analyzing the sleep transition situation and the sleep time rule of the patients with insomnia due to disharmony between the heart and kidney in the sleep stages; Determining the sleep structure of the patients with insomnia due to disharmony between the heart and kidney based on the sleep transition situation; Analyzing the sleep disorder type and its corresponding disorder characteristics of the patients with insomnia due to disharmony between the heart and kidney according to the sleep structure; Based on the type of sleep disorder and the disorder characteristics, analyze the health status of patients with insomnia due to disharmony between the heart and kidney; According to the health status, identify the sleep quality of patients with insomnia due to disharmony between the heart and kidney; Combined with the sleep structure, the sleep quality and the sleep time pattern, analyze the sleep pattern of patients with insomnia due to disharmony between the heart and kidney.

[0008] Optionally, analyzing the pathological state of patients with insomnia due to disharmony between the heart and kidney based on the evaluation indicators includes: Based on the evaluation indicators, collect the heart and kidney function data of patients with insomnia due to disharmony between the heart and kidney; According to the heart and kidney function data, analyze the changes in hormone levels of patients with insomnia due to disharmony between the heart and kidney; Based on the changes in hormone levels, identify the heart and kidney function disorders of patients with insomnia due to disharmony between the heart and kidney; Analyze the inducing factors of the heart and kidney function disorders, and based on the inducing factors, analyze the stress response of patients with insomnia due to disharmony between the heart and kidney; Identify the threat factors of the stress response to patients with insomnia due to disharmony between the heart and kidney; Based on the threat factors, determine the pathological manifestations of patients with insomnia due to disharmony between the heart and kidney; Combined with the changes in hormone levels, the stress response and the pathological manifestations, analyze the pathological state of patients with insomnia due to disharmony between the heart and kidney.

[0009] Optionally, identifying the attentional bias of patients with insomnia due to disharmony between the heart and kidney based on the cognitive intervention method includes: Analyze the cognitive biases of patients with insomnia due to disharmony between the heart and kidney under the cognitive intervention method; Based on the cognitive biases, identify the negative thinking patterns of patients with insomnia due to disharmony between the heart and kidney; According to the negative thinking patterns, detect the cognitive responses of patients with insomnia due to disharmony between the heart and kidney; Based on the cognitive responses, analyze the attentional allocation characteristics of patients with insomnia due to disharmony between the heart and kidney; According to the attentional allocation characteristics, identify the attentional bias of patients with insomnia due to disharmony between the heart and kidney.

[0010] Optionally, constructing a behavioral intelligent reminder mechanism for patients with insomnia due to disharmony between the heart and kidney based on the personalized treatment activities includes: Identify the behavioral characteristics of patients with insomnia due to disharmony between the heart and kidney under the personalized treatment activities; According to the behavioral characteristics, set the behavioral detection mode for patients with insomnia due to disharmony between the heart and kidney; Based on the described behavior detection mode, identify the abnormal behaviors of the patients with insomnia due to disharmony between the heart and kidney; Set the feedback unit for the abnormal behaviors, and define the reminder parameters for the abnormal behaviors according to the feedback unit; Based on the reminder parameters, create an activity reminder mechanism for the patients with insomnia due to disharmony between the heart and kidney; According to the behavior detection mode, set up a visual activity interface for the patients with insomnia due to disharmony between the heart and kidney; Combining the behavior detection mode, the visual activity interface and the feedback unit, construct a behavior intelligent reminder mechanism for the patients with insomnia due to disharmony between the heart and kidney.

[0011] Optionally, constructing an emotional abnormality feedback system for the patients with insomnia due to disharmony between the heart and kidney based on the personalized treatment activities includes: Based on the personalized treatment activities, identify the emotional states of the patients with insomnia due to disharmony between the heart and kidney; According to the emotional states, extract the emotional indicators of the patients with insomnia due to disharmony between the heart and kidney; Construct an abnormal judgment baseline for the emotional indicators, and identify the abnormal emotions of the patients with insomnia due to disharmony between the heart and kidney according to the abnormal judgment baseline; Based on the abnormal emotions, configure a real-time feedback device for the emotional states; According to the real-time feedback device, set up an emotional abnormality alarm for the patients with insomnia due to disharmony between the heart and kidney; Combining the abnormal judgment baseline, the real-time feedback device and the emotional abnormality alarm, construct an emotional abnormality feedback system for the patients with insomnia due to disharmony between the heart and kidney.

[0012] Optionally, setting an adaptive adjustment mode for the personalized treatment activities according to the behavior intelligent reminder mechanism and the emotional abnormality feedback system includes: According to the behavior intelligent reminder mechanism and the emotional abnormality feedback system, collect the action data and emotional state data of the patients with insomnia due to disharmony between the heart and kidney; Based on the action data and the emotional state data, identify the abnormal psychological behavior states of the patients with insomnia due to disharmony between the heart and kidney; According to the abnormal psychological behavior states, extract the treatment paths of the patients with insomnia due to disharmony between the heart and kidney; Based on the treatment paths, identify the patient participation and perceived effects of the patients with insomnia due to disharmony between the heart and kidney; According to the patient participation and the perceived effects, set an adaptive adjustment mode for the personalized treatment activities.

[0013] Optionally, combining the behavioral intelligent reminder mechanism, the emotional abnormality feedback system, and the adaptive adjustment mode, performing digital treatment processing on patients with insomnia due to disharmony between the heart and kidney to obtain digital treatment results, including: Based on the behavioral intelligent reminder mechanism and the emotional abnormality feedback system, identifying the abnormal state of the patient with insomnia due to disharmony between the heart and kidney; According to the abnormal state, analyzing the emotional change trend of the patient with insomnia due to disharmony between the heart and kidney; Extracting the facial expressions and language features of the patient with insomnia due to disharmony between the heart and kidney under the emotional change trend; Based on the facial expressions and language features, creating an emotional monitoring network for the patient with insomnia due to disharmony between the heart and kidney; According to the emotional monitoring network, setting intervention activities for the patient with insomnia due to disharmony between the heart and kidney; Analyzing the intervention types of the intervention activities, and based on the adaptive adjustment mode, setting a cyclic switching mechanism for the intervention types; According to the intervention activities and the emotional monitoring network, constructing a self-management tool for the patient with insomnia due to disharmony between the heart and kidney; Combining the emotional monitoring network, the self-management tool, and the cyclic switching mechanism, performing digital treatment processing on the patient with insomnia due to disharmony between the heart and kidney to obtain digital treatment results.

[0014] A method for digital treatment of insomnia due to disharmony between the heart and kidney based on artificial intelligence, characterized in that the method includes: Obtaining a patient with insomnia due to disharmony between the heart and kidney to be treated, configuring a physiological monitor and a behavior sensor for the patient with insomnia due to disharmony between the heart and kidney, and collecting physiological data and behavior data of the patient with insomnia due to disharmony between the heart and kidney according to the physiological monitor and the behavior sensor; Based on the physiological data and the behavior data, identifying the sleep characteristics of the patient with insomnia due to disharmony between the heart and kidney, analyzing the sleep pattern of the patient with insomnia due to disharmony between the heart and kidney according to the sleep characteristics, and evaluating the heart and kidney functions of the patient with insomnia due to disharmony between the heart and kidney based on the sleep pattern to obtain a heart and kidney function evaluation result; Extracting evaluation indicators of the heart and kidney function evaluation result, and based on the evaluation indicators, analyzing the pathological state of the patient with insomnia due to disharmony between the heart and kidney, and identifying the insomnia type of the patient with insomnia due to disharmony between the heart and kidney according to the pathological state; According to the insomnia type, setting a cognitive intervention method for the patient with insomnia due to disharmony between the heart and kidney, identifying the attentional bias of the patient with insomnia due to disharmony between the heart and kidney based on the cognitive intervention method, and setting personalized treatment activities for the patient with insomnia due to disharmony between the heart and kidney according to the attentional bias; Based on the personalized treatment activities, construct a behavioral intelligent reminder mechanism for patients with insomnia due to disharmony between the heart and kidney, and construct an emotional abnormality feedback system for patients with insomnia due to disharmony between the heart and kidney. According to the behavioral intelligent reminder mechanism and the emotional abnormality feedback system, set an adaptive adjustment mode for the personalized treatment activities. Combine the behavioral intelligent reminder mechanism, the emotional abnormality feedback system, and the adaptive adjustment mode to perform digital treatment processing on patients with insomnia due to disharmony between the heart and kidney, and obtain digital treatment results.

[0015] In the embodiments of the present invention, by collecting the physiological data and behavioral data of patients with insomnia due to disharmony between the heart and kidney according to the physiological monitor and the behavioral sensor, it can help doctors more accurately identify the type of insomnia, so as to formulate a more personalized treatment plan. Further, in the embodiments of the present invention, by identifying the sleep characteristics of patients with insomnia due to disharmony between the heart and kidney based on the physiological data and the behavioral data, the sleep pattern of patients with insomnia due to disharmony between the heart and kidney can be understood, the type of insomnia of patients can be accurately diagnosed, the personalized treatment of insomnia patients can be realized, and the treatment compliance of patients can be improved. In the embodiments of the present invention, by identifying the type of insomnia of patients with insomnia due to disharmony between the heart and kidney according to the pathological state, the specific characteristics of patients' insomnia can be clarified, and the accurate positioning of insomnia problems can be realized. Further, in the embodiments of the present invention, by setting the cognitive intervention method for patients with insomnia due to disharmony between the heart and kidney according to the type of insomnia, it can help patients more accurately understand their insomnia problems, reduce unnecessary anxiety and worry, and improve the pertinence of cognitive intervention through the attention bias of patients with insomnia due to disharmony between the heart and kidney, promote the cognitive change of patients, and enhance the persistence of digital treatment. In the embodiments of the present invention, by constructing a behavioral intelligent reminder mechanism for patients with insomnia due to disharmony between the heart and kidney based on the personalized treatment activities, it can help patients develop good treatment habits, assist doctors or therapists in adjusting and optimizing treatment plans in a timely manner, and by constructing an emotional abnormality feedback system for patients with insomnia due to disharmony between the heart and kidney, it helps to relieve the psychological pressure of patients and improve their psychological state, thereby facilitating the alleviation of insomnia symptoms and the improvement of sleep quality. Finally, in the embodiments of the present invention, by combining the behavioral intelligent reminder mechanism, the emotional abnormality feedback system, and the adaptive adjustment mode to perform digital treatment processing on patients with insomnia due to disharmony between the heart and kidney and obtain digital treatment results, it can dynamically adjust the treatment path of digital treatment, ensure that the order and content of treatment activities are more reasonable, enhance the sense of participation and satisfaction of patients, improve the treatment compliance and self-management ability of patients, and thus effectively improve sleep quality. Therefore, the present invention can achieve the precise treatment of insomnia due to disharmony between the heart and kidney. Description of the Drawings

[0016] Figure 1A functional module diagram of a digital therapy system for insomnia due to disharmony between the heart and kidney based on artificial intelligence provided by an embodiment of the present invention; Figure 2 A flowchart of a method for digital therapy of insomnia due to disharmony between the heart and kidney based on artificial intelligence provided by an embodiment of the present invention; The realization, functional features, and advantages of the present invention will be further described with reference to the embodiments and the accompanying drawings. Detailed implementation manners

[0017] To make the objectives, technical solutions, and advantages of the embodiments of the present invention clearer, the technical solutions in the embodiments of the present invention will be clearly and completely described below with reference to the accompanying drawings in the embodiments of the present invention. Apparently, the described embodiments are some, but not all, of the embodiments of the present invention. All other embodiments obtained by those of ordinary skill in the art based on the embodiments of the present invention without creative efforts shall fall within the protection scope of the present invention.

[0018] In addition, the step timings in the following method embodiments are only examples and are not strictly limited.

[0019] In fact, the server device deployed by the digital therapy system for insomnia due to disharmony between the heart and kidney based on artificial intelligence may be composed of one or more devices. The above digital therapy system for insomnia due to disharmony between the heart and kidney based on artificial intelligence can be implemented as: a service instance, a virtual machine, or a hardware device. For example, the digital therapy system for insomnia due to disharmony between the heart and kidney based on artificial intelligence can be implemented as a service instance deployed on one or more devices in a cloud node. Briefly, the digital therapy system for insomnia due to disharmony between the heart and kidney based on artificial intelligence can be understood as a software deployed on a cloud node for providing services of digital therapy for insomnia due to disharmony between the heart and kidney based on artificial intelligence to each client. Alternatively, the digital therapy system for insomnia due to disharmony between the heart and kidney based on artificial intelligence can also be implemented as a virtual machine deployed on one or more devices in a cloud node. An application software for managing each client is installed in the virtual machine. Alternatively, the digital therapy system for insomnia due to disharmony between the heart and kidney based on artificial intelligence can also be implemented as a server composed of many identical or different types of hardware devices, and one or more hardware devices are set to provide services of digital therapy for insomnia due to disharmony between the heart and kidney based on artificial intelligence to each client.

[0020] In terms of implementation form, the digital treatment system for insomnia with disharmony between the heart and kidney based on artificial intelligence adapts to the user side. That is, if the digital treatment system for insomnia with disharmony between the heart and kidney based on artificial intelligence is an application installed on a cloud service platform, then the user side is a client that establishes a communication connection with this application; or if the digital treatment system for insomnia with disharmony between the heart and kidney based on artificial intelligence is implemented as a website, then the user side is implemented as a web page; or if the digital treatment system for insomnia with disharmony between the heart and kidney based on artificial intelligence is implemented as a cloud service platform, then the user side is implemented as a small program in an instant messaging application.

[0021] Refer to Figure 1 As shown, it is a functional module diagram of the digital treatment system for insomnia with disharmony between the heart and kidney based on artificial intelligence provided by an embodiment of the present invention.

[0022] The digital treatment system 100 for insomnia with disharmony between the heart and kidney based on artificial intelligence of the present invention can be set in a cloud server. In terms of implementation form, it can be one or more service devices, or can be an application installed on the cloud (such as a server for digital treatment of insomnia with disharmony between the heart and kidney based on artificial intelligence, a server cluster, etc.), or can also be developed as a website. According to the functions to be achieved, the digital treatment system 100 for insomnia with disharmony between the heart and kidney based on artificial intelligence includes a data collection module 101, a sleep mode recognition module 102, an insomnia factor analysis module 103, a personalized treatment module 104, an adaptive adjustment module 105, and a digital treatment module 106.

[0023] In the embodiment of the present invention, in the tracking of the digital treatment of insomnia with disharmony between the heart and kidney based on artificial intelligence, each of the above modules can be independently implemented and called with other modules. Here, the call can be understood as that a certain module can be connected to multiple modules of another type and provide corresponding services for the multiple modules it is connected to. In the digital treatment system for insomnia with disharmony between the heart and kidney based on artificial intelligence provided by the embodiment of the present invention, without modifying the program code, the applicable range of the digital treatment architecture for insomnia with disharmony between the heart and kidney based on artificial intelligence can be adjusted in the form of adding modules and directly calling, so as to achieve cluster-level horizontal expansion, so as to achieve the purpose of quickly and flexibly expanding the digital treatment system for insomnia with disharmony between the heart and kidney based on artificial intelligence. In practical applications, the above modules can be set in the same device or different devices, or can also be set in virtual devices, such as service instances in a cloud server.

[0024] Next, in combination with specific embodiments, the respective components and specific working processes of the digital treatment system for insomnia with disharmony between the heart and kidney based on artificial intelligence will be described respectively.

[0025] The data acquisition module 101 is used to obtain patients with insomnia due to disharmony between the heart and kidney who are to be treated, configure physiological monitors and behavior sensors for the patients with insomnia due to disharmony between the heart and kidney, and collect physiological data and behavior data of the patients with insomnia due to disharmony between the heart and kidney according to the physiological monitors and the behavior sensors.

[0026] In the embodiment of the present invention, by obtaining patients with insomnia due to disharmony between the heart and kidney who are to be treated, a personalized sample of patients with insomnia due to disharmony between the heart and kidney can be provided for subsequent digital treatment. The patients with insomnia due to disharmony between the heart and kidney refer to insomnia patients caused by the dysfunction of the heart and kidney.

[0027] Furthermore, in the embodiment of the present invention, by configuring physiological monitors and behavior sensors for the patients with insomnia due to disharmony between the heart and kidney, detailed data on the heart and kidney functions of the patients can be provided, and behavior patterns that may affect sleep can be identified. The physiological monitor refers to a device used to measure and record various physiological parameters related to heart and kidney functions and sleep quality, and the behavior sensor refers to a device capable of monitoring the specific behaviors of patients during sleep, such as turning over behavior.

[0028] Optionally, the configuration of the physiological monitor for the patients with insomnia due to disharmony between the heart and kidney can be implemented using wearable devices, such as smart bracelets, and the configuration of the behavior sensor for the patients with insomnia due to disharmony between the heart and kidney can be obtained through sleep monitoring devices, such as sleep monitoring mats.

[0029] In the embodiment of the present invention, by collecting physiological data and behavior data of the patients with insomnia due to disharmony between the heart and kidney according to the physiological monitors and the behavior sensors, doctors can be helped to more accurately identify the types of insomnia, so as to formulate more personalized treatment plans. The physiological data refers to measurement data related to body functions and states, such as heart rate data, blood pressure data, etc., and the behavior data refers to measurement data related to the sleep habits of insomnia patients, such as respiratory rate data, turning over data, etc.

[0030] The sleep pattern recognition module 102 is used to identify the sleep characteristics of the patients with insomnia due to disharmony between the heart and kidney based on the physiological data and the behavior data, analyze the sleep patterns of the patients with insomnia due to disharmony between the heart and kidney according to the sleep characteristics, and evaluate the heart and kidney functions of the patients with insomnia due to disharmony between the heart and kidney based on the sleep patterns to obtain a heart and kidney function evaluation result.

[0031] In the embodiment of the present invention, by identifying the sleep characteristics of the patients with insomnia due to disharmony between the heart and kidney based on the physiological data and the behavior data, the types of insomnia of the patients can be accurately diagnosed, and the optimized treatment of insomnia patients can be realized. The sleep characteristics refer to the typical manifestations and characteristics of the sleep of patients with insomnia due to disharmony between the heart and kidney, such as difficulty falling asleep, light sleep, easy waking up, etc.

[0032] As an embodiment of the present invention, the recognition of the sleep characteristics of the patients with insomnia due to disharmony between the heart and the kidney based on the physiological data and the behavioral data includes: recognizing the falling asleep state of the patients with insomnia due to disharmony between the heart and the kidney based on the physiological data and the behavioral data; analyzing the sleep latency of the patients with insomnia due to disharmony between the heart and the kidney according to the falling asleep state; calculating the number of awakenings of the patients with insomnia due to disharmony between the heart and the kidney, and recognizing the awakening time of the patients with insomnia due to disharmony between the heart and the kidney according to the sleep latency and the number of awakenings; calculating the sleep duration of the patients with insomnia due to disharmony between the heart and the kidney based on the awakening time and the sleep latency; recognizing the sleep efficiency of the patients with insomnia due to disharmony between the heart and the kidney according to the sleep duration; analyzing the degree of sleep disturbance of the patients with insomnia due to disharmony between the heart and the kidney based on the sleep duration and the awakening time; and recognizing the sleep characteristics of the patients with insomnia due to disharmony between the heart and the kidney by combining the awakening time, the sleep efficiency and the degree of sleep disturbance.

[0033] Among them, the sleep latency refers to the time required from getting ready to fall asleep to actually falling asleep, the number of awakenings refers to the frequency of awakening of the patients with insomnia due to disharmony between the heart and the kidney within a certain period of time, the sleep duration refers to the time from falling asleep to waking up, the awakening time refers to the duration of awakening, the sleep efficiency refers to the percentage of the actual sleep time in the total time in bed, and the degree of sleep disturbance refers to the degree to which sleep is frequently interrupted.

[0034] Optionally, the recognition of the falling asleep state of the patients with insomnia due to disharmony between the heart and the kidney based on the physiological data and the behavioral data can be determined by the breathing frequency and body activities, the analysis of the sleep latency of the patients with insomnia due to disharmony between the heart and the kidney based on the falling asleep state can be realized by the difference between the falling asleep time and the time of going to bed, and the recognition of the sleep efficiency of the patients with insomnia due to disharmony between the heart and the kidney according to the sleep duration can be determined by the ratio of the total sleep time to the time in bed.

[0035] In an optional embodiment of the present invention, based on the awakening time and the sleep latency, the following formula is used to calculate the sleep duration of the patients with insomnia due to disharmony between the heart and the kidney: Among them, L represents the sleep duration of the patients with insomnia due to disharmony between the heart and the kidney, A represents the sleep latency of the patients with insomnia due to disharmony between the heart and the kidney, G represents the total sleep time of the patients with insomnia due to disharmony between the heart and the kidney, and F represents the sum of the awakening times corresponding to the patients with insomnia due to disharmony between the heart and the kidney.

[0036] Furthermore, in the embodiments of the present invention, by analyzing the sleep pattern of the patients with insomnia due to disharmony between the heart and the kidney according to the sleep characteristics, a personalized treatment plan can be customized for the patients, improving the treatment compliance of the patients. The sleep pattern refers to the sleep behaviors and characteristics of the patients with insomnia due to disharmony between the heart and the kidney, such as nocturnal awakening.

[0037] As an embodiment of the present invention, the analysis of the sleep pattern of the patients with insomnia due to disharmony between the heart and the kidney according to the sleep characteristics includes: identifying the sleep stages of the patients with disharmony between the heart and the kidney according to the sleep characteristics; analyzing the sleep transition situation and sleep time regularity of the patients with insomnia due to disharmony between the heart and the kidney in the sleep stages; determining the sleep structure of the patients with insomnia due to disharmony between the heart and the kidney based on the sleep transition situation; analyzing the types of sleep disorders and their corresponding disorder characteristics of the patients with insomnia due to disharmony between the heart and the kidney according to the sleep structure; extracting the health status of the patients with insomnia due to disharmony between the heart and the kidney based on the types of sleep disorders and the disorder characteristics; identifying the sleep quality of the patients with insomnia due to disharmony between the heart and the kidney according to the health status; and analyzing the sleep pattern of the patients with insomnia due to disharmony between the heart and the kidney by combining the sleep structure, the sleep quality and the sleep time regularity.

[0038] Among them, the sleep stage refers to different periods or states of sleep, such as non-rapid eye movement sleep state. The sleep transition situation refers to the transition rules and frequencies between different sleep stages during sleep. The sleep time regularity refers to the consistency and regularity of the bedtime and wake-up time of the patients with insomnia due to disharmony between the heart and the kidney every day. The sleep structure refers to the proportion and distribution of different sleep stages in the whole sleep cycle during sleep. The types of sleep disorders refer to the classification of sleep problems and diseases into different types according to the sleep structure. The disorder characteristics refer to the specific manifestations and characteristics of sleep disorders, such as difficulty in falling asleep. The health status refers to the comprehensive condition of the patients with insomnia due to disharmony between the heart and the kidney in terms of physiology, psychology and social adaptation, such as fatigue, inattention, etc. The sleep quality refers to the comprehensive evaluation of the subjective feelings and objective indicators of the patients with insomnia due to disharmony between the heart and the kidney on sleep.

[0039] Optionally, the sleep transition situation of the patients with insomnia due to disharmony between the heart and the kidney in the sleep stages can be obtained through a polysomnogram. The analysis of the sleep time regularity of the patients with insomnia due to disharmony between the heart and the kidney in the sleep stages can be realized by using a sleep diary. The determination of the sleep structure of the patients with insomnia due to disharmony between the heart and the kidney based on the sleep transition situation can be obtained through an automatic sleep scoring system. The identification of the sleep quality of the patients with insomnia due to disharmony between the heart and the kidney according to the health status can be realized by using a sleep quality satisfaction scale.

[0040] The embodiment of the present invention evaluates the heart and kidney function of the patient with heart-kidney disharmony type insomnia based on the sleep pattern to obtain a heart and kidney function evaluation result, thereby optimizing the digital treatment plan for the patient with heart-kidney disharmony type insomnia and improving the treatment effect. The heart and kidney function evaluation result refers to comprehensive information on the heart and kidney function status of the patient with heart-kidney disharmony type insomnia obtained through various clinical examinations and evaluation methods, such as kidney excretion function information, heart rate change information, etc.

[0041] Optionally, the assessment of the cardiorenal function of the cardiorenal disharmony type insomnia patient based on the sleep pattern can be obtained through ultrasound examination, such as cardiac ultrasound examination and renal ultrasound examination.

[0042] The insomnia factor analysis module 103 is used to extract the evaluation index of the heart-kidney function assessment result, and analyze the pathological state of the heart-kidney disharmony type insomnia patient based on the evaluation index, and identify the insomnia type of the heart-kidney disharmony type insomnia patient according to the pathological state.

[0043] The embodiment of the present invention can identify the specific characteristics of patients with heart-kidney disharmony type insomnia by extracting the evaluation indicators of the heart-kidney function evaluation results, and analyzing the pathological state of the patients with heart-kidney disharmony type insomnia based on the evaluation indicators, so as to help the digital treatment platform formulate a personalized intervention plan. The evaluation indicators refer to parameter indicators used to measure and evaluate the functional status of the heart and kidney, such as troponin, serum creatinine, etc. The pathological state refers to a specific pathological change caused by an imbalance in the physiological functions of the heart and kidneys, such as hyperactivity of heart fire.

[0044] Optionally, the evaluation index extraction of the cardiorenal function assessment results can be obtained by biomarker detection method.

[0045] As an embodiment of the present invention, analyzing the pathological state of the patient with heart-kidney disharmony type insomnia based on the evaluation index includes: collecting cardiorenal function data of the patient with heart-kidney disharmony type insomnia based on the evaluation index; analyzing changes in hormone levels of the patient with heart-kidney disharmony type insomnia based on the cardiorenal function data; identifying cardiorenal dysfunction of the patient with heart-kidney disharmony type insomnia based on the changes in hormone levels; analyzing the inducing factors of the cardiorenal dysfunction, and based on the inducing factors, analyzing the stress response of the patient with heart-kidney disharmony type insomnia; identifying the threat factors of the stress response to the patient with heart-kidney disharmony type insomnia; determining the pathological manifestations of the patient with heart-kidney disharmony type insomnia based on the threat factors; and analyzing the pathological state of the patient with heart-kidney disharmony type insomnia in combination with the changes in hormone levels, the stress response and the pathological manifestations.

[0046] Among them, the cardiac and renal function data refer to the measurement results of various physiological and biochemical indicators reflecting the cardiac and renal function status of patients with insomnia due to disharmony between the heart and kidney, such as echocardiogram parameters; the change situation of hormone levels refers to the change trend and degree of various hormone concentrations in the body of patients with insomnia due to disharmony between the heart and kidney over time or under different physiological states; the cardiac and renal function disorder refers to the state where the functions of the heart and kidney are abnormal and unable to perform their physiological functions normally, such as heart failure; the inducing factors refer to various reasons and conditions leading to the occurrence of cardiac and renal function disorders, such as lifestyle, psychological factors, etc.; the stress response refers to a series of adaptive responses of the body and mind of patients with insomnia due to disharmony between the heart and kidney when facing external or internal pressure or threat, such as increased heart rate, elevated blood pressure, etc.; the threat factors refer to various factors that potentially harm the cardiac and renal functions and overall health of patients with insomnia due to disharmony between the heart and kidney during the stress response process, such as continuous sympathetic nervous system excitation may lead to increased cardiac load; the pathological manifestations refer to various clinical symptoms and signs shown by patients with insomnia due to disharmony between the heart and kidney due to cardiac and renal function disorders and stress response, such as insomnia.

[0047] Optionally, the analysis of the change situation of hormone levels of patients with insomnia due to disharmony between the heart and kidney according to the cardiac and renal function data can be obtained through a time series analysis tool, such as a wavelet analysis tool; the analysis of the inducing factors of cardiac and renal function disorders can be realized by analyzing the electronic health record data of patients with insomnia due to disharmony between the heart and kidney using an association rule mining algorithm; the identification of threat factors of the stress response to patients with insomnia due to disharmony between the heart and kidney can be obtained through a decision tree model.

[0048] Furthermore, by identifying the insomnia type of patients with insomnia due to disharmony between the heart and kidney according to the pathological state in the embodiments of the present invention, the specific characteristics of the patients' insomnia can be clarified, and the accurate positioning of the insomnia problem can be realized. The insomnia type refers to different categories of insomnia, such as early awakening type insomnia, insomnia due to disharmony between the heart and kidney, etc.

[0049] Optionally, the identification of the insomnia type of patients with insomnia due to disharmony between the heart and kidney according to the pathological state can be realized using a classification algorithm, such as a neural network algorithm.

[0050] The personalized treatment module 104 is used to set the cognitive intervention method for patients with insomnia due to disharmony between the heart and kidney according to the insomnia type, identify the attentional bias of patients with insomnia due to disharmony between the heart and kidney based on the cognitive intervention method, and set the personalized treatment activities for patients with insomnia due to disharmony between the heart and kidney according to the attentional bias.

[0051] In the embodiments of the present invention, by setting the cognitive intervention method for patients with insomnia of the heart-kidney disharmony type according to the type of insomnia, it can help patients understand their insomnia problems more accurately, reduce unnecessary anxiety and worry, and thus effectively improve insomnia symptoms. The cognitive intervention method refers to a method of adjusting and improving the cognitive biases and bad behavior habits related to insomnia in patients by using cognitive behavioral therapy through digital platforms and tools.

[0052] Optionally, the setting of the cognitive intervention method for patients with insomnia of the heart-kidney disharmony type according to the type of insomnia can be achieved by using cognitive restructuring methods, such as interactive cognitive learning methods.

[0053] Furthermore, in the embodiments of the present invention, by identifying the attentional bias of patients with insomnia of the heart-kidney disharmony type based on the cognitive intervention method, the pertinence of cognitive intervention can be improved, the cognitive change of patients can be promoted, and the persistence of digital treatment can be enhanced. The attentional bias refers to the phenomenon that in the cognitive process, excessive attention or emphasis is shown on certain aspects of content, while other aspects are relatively ignored. For example, insomnia patients may be more sensitive to night noises.

[0054] As an embodiment of the present invention, the identification of the attentional bias of patients with insomnia of the heart-kidney disharmony type based on the cognitive intervention method includes: analyzing the cognitive biases of patients with insomnia of the heart-kidney disharmony type under the cognitive intervention method; identifying the negative thinking patterns of patients with insomnia of the heart-kidney disharmony type based on the cognitive biases; detecting the cognitive responses of patients with insomnia of the heart-kidney disharmony type according to the negative thinking patterns; analyzing the attentional allocation characteristics of patients with insomnia of the heart-kidney disharmony type based on the cognitive responses; and identifying the attentional bias of patients with insomnia of the heart-kidney disharmony type according to the attentional allocation characteristics.

[0055] Among them, the cognitive bias refers to the systematic thinking errors that occur when patients with insomnia of the heart-kidney disharmony type process and interpret information about the surrounding world. The negative thinking pattern refers to the way that patients with insomnia of the heart-kidney disharmony type tend to interpret information and events in a negative and pessimistic way during the thinking process, such as overgeneralization. The cognitive response refers to the thinking performance of patients with insomnia of the heart-kidney disharmony type after receiving intervention information. For example, when faced with information related to insomnia, patients with insomnia of the heart-kidney disharmony type may have negative emotional reactions such as anxiety and depression. The attentional allocation characteristic refers to the distribution characteristics of the attention of patients with insomnia of the heart-kidney disharmony type when processing multiple tasks or information. For example, patients with insomnia of the heart-kidney disharmony type may focus more attention on information related to insomnia while ignoring other irrelevant information.

[0056] Optionally, the cognitive bias analysis of the patients with insomnia due to disharmony between the heart and kidney under the cognitive intervention method can be determined through a cognitive bias task, such as an emotional Stroop task. Based on the cognitive bias, the recognition of the negative thinking mode of the patients with insomnia due to disharmony between the heart and kidney can be realized by using an automatic thought questionnaire. According to the negative thinking mode, the cognitive response detection of the patients with insomnia due to disharmony between the heart and kidney can be obtained through a digit span test. Based on the cognitive response, the analysis of the attention allocation characteristics of the patients with insomnia due to disharmony between the heart and kidney can be realized by using an eye movement tracking technique.

[0057] In the embodiment of the present invention, by setting the personalized treatment activities for the patients with insomnia due to disharmony between the heart and kidney according to the attentional bias, the treatment activities can be designed more pertinently, improving the fit and effect of the treatment. The personalized treatment activities refer to the targeted treatment plans designed according to the specific conditions and needs of the patients with insomnia due to disharmony between the heart and kidney.

[0058] Optionally, the setting of the personalized treatment activities for the patients with insomnia due to disharmony between the heart and kidney according to the attentional bias can be realized by using music therapy.

[0059] The adaptive adjustment module 105 is configured to construct a behavioral intelligent reminder mechanism for the patients with insomnia due to disharmony between the heart and kidney based on the personalized treatment activities, and construct an emotional abnormality feedback system for the patients with insomnia due to disharmony between the heart and kidney. According to the behavioral intelligent reminder mechanism and the emotional abnormality feedback system, an adaptive adjustment mode of the personalized treatment activities is set.

[0060] In the embodiment of the present invention, by constructing a behavioral intelligent reminder mechanism for the patients with insomnia due to disharmony between the heart and kidney based on the personalized treatment activities, it can help the patients develop good treatment habits and assist doctors or therapists in adjusting and optimizing the treatment plan in a timely manner. The behavioral intelligent reminder mechanism refers to a system that automatically sends timely and accurate reminder information according to the personalized treatment plan and needs of the patients with insomnia due to disharmony between the heart and kidney.

[0061] As an embodiment of the present invention, the construction of the behavioral intelligent reminder mechanism for patients with insomnia due to disharmony between the heart and kidney based on the personalized treatment activities includes: identifying the behavioral characteristics of patients with insomnia due to disharmony between the heart and kidney under the personalized treatment activities; setting the behavioral detection mode for patients with insomnia due to disharmony between the heart and kidney according to the behavioral characteristics; identifying the abnormal behaviors of patients with insomnia due to disharmony between the heart and kidney based on the behavioral detection mode; setting the feedback unit for the abnormal behaviors and defining the reminder parameters for the abnormal behaviors according to the feedback unit; creating the activity reminder mechanism for patients with insomnia due to disharmony between the heart and kidney based on the reminder parameters; setting the visual activity interface for patients with insomnia due to disharmony between the heart and kidney according to the behavioral detection mode; and constructing the behavioral intelligent reminder mechanism for patients with insomnia due to disharmony between the heart and kidney by combining the behavioral detection mode, the visual activity interface and the feedback unit.

[0062] Among them, the behavioral characteristics refer to the specific manifestations and habits of patients during treatment activities. The behavioral detection mode refers to a set of methods for detecting and evaluating the behavioral manifestations of patients with insomnia due to disharmony between the heart and kidney according to their behavioral characteristics. The abnormal behaviors refer to the behaviors of patients with insomnia due to disharmony between the heart and kidney in the personalized treatment activities that do not meet the expectations or treatment requirements, such as being late for treatment, missing taking medicine, interrupting treatment, etc. The feedback unit refers to a module or system for collecting and processing the information of abnormal behaviors of patients with insomnia due to disharmony between the heart and kidney. The reminder parameters refer to the specific content and form of the reminder information set according to the abnormal behaviors of patients with insomnia due to disharmony between the heart and kidney and the requirements of the personalized treatment activities, such as the reminder time. The activity reminder mechanism refers to a system that can automatically send timely and accurate reminder information according to the personalized treatment activity plan and reminder parameters of patients with insomnia due to disharmony between the heart and kidney. The visual activity interface refers to an interface that intuitively displays the personalized treatment activity plan, implementation status and relevant data of patients with insomnia due to disharmony between the heart and kidney in the form of graphs, charts, etc.

[0063] Optionally, the identification of the behavioral characteristics of patients with insomnia due to disharmony between the heart and kidney under the personalized treatment activities can be obtained through behavioral monitoring devices, such as smart bracelets. The setting of the behavioral detection mode for patients with insomnia due to disharmony between the heart and kidney according to the behavioral characteristics can be realized by using target detection algorithms. The setting of the feedback unit for the abnormal behaviors can be obtained through a rule engine. The setting of the visual activity interface for patients with insomnia due to disharmony between the heart and kidney according to the behavioral detection mode can be realized by using a data visualization library.

[0064] Furthermore, in the embodiments of the present invention, by constructing an emotional abnormality feedback system for patients with insomnia due to disharmony between the heart and kidney based on the personalized treatment activities, it helps to relieve the psychological pressure of the patients, improve their psychological state, and thus is beneficial to the alleviation of insomnia symptoms and the improvement of sleep quality. The emotional abnormality feedback system refers to a system that identifies and responds to the emotional changes of patients.

[0065] As an embodiment of the present invention, constructing the emotional abnormality feedback system for patients with insomnia due to disharmony between the heart and kidney based on the personalized treatment activities includes: identifying the emotional state of patients with insomnia due to disharmony between the heart and kidney based on the personalized treatment activities; analyzing the emotional indicators of patients with insomnia due to disharmony between the heart and kidney according to the emotional state; constructing an abnormal judgment baseline for the emotional indicators, and identifying the abnormal emotions of patients with insomnia due to disharmony between the heart and kidney according to the abnormal judgment baseline; configuring a real-time feedback device for the emotional state based on the abnormal emotions; setting an emotional abnormality alarm for patients with insomnia due to disharmony between the heart and kidney according to the real-time feedback device; and constructing the emotional abnormality feedback system for patients with insomnia due to disharmony between the heart and kidney by combining the abnormal judgment baseline, the real-time feedback device, and the emotional abnormality alarm.

[0066] Among them, the emotional state refers to the overall emotional experience of patients with insomnia due to disharmony between the heart and kidney at a specific time, including positive emotions and negative emotions. The emotional indicators refer to specific parameters used to quantify and evaluate the emotional state of patients with insomnia due to disharmony between the heart and kidney, such as heart rate variability (HRV), skin conductance, facial expression recognition results, etc. The abnormal judgment baseline refers to a reference value or range used to judge whether the emotional indicators are abnormal. The real-time feedback device refers to a device or system that can monitor and feedback the emotional state of patients in real time, such as a mobile application. The emotional abnormality alarm refers to an alarm signal automatically sent by the system when the emotional indicators of the patient exceed the abnormal judgment baseline.

[0067] Optionally, the identification of the emotional state of patients with insomnia due to disharmony between the heart and kidney based on the personalized treatment activities can be obtained through the behavior observation method. The configuration of the real-time feedback device for the emotional state based on the abnormal emotions can be realized by using a mobile application. The setting of the emotional abnormality alarm for patients with insomnia due to disharmony between the heart and kidney according to the real-time feedback device can be obtained through the notification system of the application.

[0068] In the embodiments of the present invention, by setting an adaptive adjustment mode for the personalized treatment activities according to the behavior intelligent reminder mechanism and the emotional abnormality feedback system, it can provide psychological support and intervention suggestions according to the emotional state of the patient, help the patient better cope with insomnia problems, and improve the quality of life. The adaptive adjustment mode refers to a system that can automatically adjust its own behavior or parameters according to changes in the environment or changes in the state of patients with insomnia due to disharmony between the heart and kidney.

[0069] As an embodiment of the present invention, setting an adaptive adjustment mode for the personalized treatment activities according to the behavior intelligent reminder mechanism and the abnormal emotion feedback system includes: collecting the action data and emotion state data of the insomnia patients with disharmony between the heart and kidney according to the behavior intelligent reminder mechanism and the abnormal emotion feedback system; identifying the abnormal psychological behavior state of the insomnia patients with disharmony between the heart and kidney based on the action data and the emotion state data; analyzing the treatment path of the insomnia patients with disharmony between the heart and kidney according to the abnormal psychological behavior state; identifying the patient participation degree and perceived effect of the insomnia patients with disharmony between the heart and kidney based on the treatment path; and setting the adaptive adjustment mode for the personalized treatment activities according to the patient participation degree and the perceived effect.

[0070] Among them, the action data refers to the specific behavior data of the insomnia patients with disharmony between the heart and kidney in the personalized treatment activities, the emotion state data refers to the emotion experience data of the insomnia patients with disharmony between the heart and kidney, the abnormal psychological behavior state refers to the state that does not meet the expectations or treatment requirements in terms of emotion and behavior of the patients, such as abnormal emotion, abnormal behavior, etc., the treatment path refers to the sequence and content of a series of personalized treatment activities formulated according to the specific conditions and needs of the patients, such as relaxation training, the patient participation degree refers to the enthusiasm and initiative of the patients in the treatment activities, including attending the treatment on time, completing the treatment tasks, following the treatment suggestions, etc., and the perceived effect refers to the subjective feelings and effect evaluations of the patients on the treatment activities, including the satisfaction with the treatment, the improvement of emotion, the improvement of sleep quality, etc.

[0071] Optionally, the identification of the abnormal psychological behavior state of the insomnia patients with disharmony between the heart and kidney based on the action data and the emotion state data can be determined through a behavior detection mode and an abnormal emotion feedback system, the analysis of the treatment path of the insomnia patients with disharmony between the heart and kidney according to the abnormal psychological behavior state can be realized by using big data analysis, and the identification of the patient participation degree and the perceived effect of the insomnia patients with disharmony between the heart and kidney based on the treatment path can be obtained through patient self-report.

[0072] The digital treatment module 106 is used to perform digital treatment processing on the insomnia patients with disharmony between the heart and kidney by combining the behavior intelligent reminder mechanism, the abnormal emotion feedback system and the adaptive adjustment mode, and obtain a digital treatment result.

[0073] In the embodiments of the present invention, by combining the behavioral intelligent reminder mechanism, the emotional abnormality feedback system, and the adaptive adjustment mode, digital treatment for patients with insomnia due to disharmony between the heart and kidney is performed to obtain a digital treatment result, which can dynamically adjust the treatment path of digital treatment, ensure that the sequence and content of treatment activities are more reasonable, enhance the patient's sense of participation and satisfaction, improve the patient's compliance and self-management ability with respect to treatment, and thus effectively improve sleep quality. The digital treatment refers to a treatment process of evidence-based treatment intervention for insomnia due to disharmony between the heart and kidney driven by a high-quality software program. The digital treatment result refers to the specific manifestations and evaluation results of patients with insomnia due to disharmony between the heart and kidney in terms of health status, symptom improvement, quality of life improvement, etc. after digital treatment, such as improved sleep quality.

[0074] As an embodiment of the present invention, the combination of the behavioral intelligent reminder mechanism, the emotional abnormality feedback system, and the adaptive adjustment mode to perform digital treatment for patients with insomnia due to disharmony between the heart and kidney to obtain a digital treatment result includes: identifying the abnormal state of patients with insomnia due to disharmony between the heart and kidney based on the behavioral intelligent reminder mechanism and the emotional abnormality feedback system; analyzing the emotional change trend of patients with insomnia due to disharmony between the heart and kidney according to the abnormal state; extracting the facial expressions and language features of patients with insomnia due to disharmony between the heart and kidney under the emotional change trend; creating an emotional monitoring network for patients with insomnia due to disharmony between the heart and kidney based on the facial expressions and language features; setting intervention activities for patients with insomnia due to disharmony between the heart and kidney according to the emotional monitoring network; analyzing the intervention types of the intervention activities, and setting a cyclic switching mechanism for the intervention types based on the adaptive adjustment mode; constructing a self-management tool for patients with insomnia due to disharmony between the heart and kidney according to the intervention activities and the emotional monitoring network; and combining the emotional monitoring network, the self-management tool, and the cyclic switching mechanism to perform digital treatment for patients with insomnia due to disharmony between the heart and kidney to obtain a digital treatment result.

[0075] Among them, the abnormal state refers to the state that does not meet the expectations or treatment requirements in the patient's emotions and behaviors, such as excessive anxiety. The emotional change trend refers to the change of the patient's emotional state over time. The facial expression refers to the facial expression that expresses emotions through the changes of facial muscles. The language feature refers to the feature for analyzing the emotional state through features such as the pitch, speech rate, and volume of speech. The emotion monitoring network refers to a system that integrates various monitoring tools and technologies to monitor and analyze the patient's emotional state in real time. The intervention activity refers to the specific intervention measures provided for the patient according to the monitoring results of the emotion monitoring network, such as relaxation training, music therapy, cognitive behavioral therapy, etc. The intervention type refers to the type of specific intervention measures. The cyclic switching mechanism refers to a system that automatically switches different intervention types according to the patient's emotional state and treatment response. The self-management tool refers to a tool that helps patients with insomnia due to disharmony between the heart and kidney to self-monitor and manage their emotional state, behavioral habits, and treatment activities in daily life.

[0076] Optionally, the analysis of the emotional change trend of the patient with insomnia due to disharmony between the heart and kidney according to the abnormal state can be obtained by smoothing the emotional data with a moving average. The creation of the emotion monitoring network for the patient with insomnia due to disharmony between the heart and kidney based on the facial expression and language features can be realized by using a video acquisition device. The setting of the cyclic switching mechanism of the intervention type based on the adaptive adjustment mode can be obtained by the Q-learning algorithm. The construction of the self-management tool for the patient with insomnia due to disharmony between the heart and kidney according to the intervention activity and the emotion monitoring network can be realized by using an online platform for digital therapy, such as the Sleepio platform.

[0077] In the embodiments of the present invention, by collecting the physiological data and behavioral data of the patients with insomnia due to disharmony between the heart and kidney according to the physiological monitor and the behavioral sensor, it can help doctors more accurately identify the types of insomnia, so as to formulate more personalized treatment plans. Further, in the embodiments of the present invention, by identifying the sleep characteristics of the patients with insomnia due to disharmony between the heart and kidney based on the physiological data and the behavioral data, the sleep patterns of the patients with insomnia due to disharmony between the heart and kidney can be understood, the types of insomnia of the patients can be accurately diagnosed, the personalized treatment of insomnia patients can be realized, and the treatment compliance of the patients can be improved. In the embodiments of the present invention, by identifying the types of insomnia of the patients with insomnia due to disharmony between the heart and kidney according to the pathological state, the specific characteristics of the patients' insomnia can be clarified, and the accurate positioning of insomnia problems can be realized. Further, in the embodiments of the present invention, by setting the cognitive intervention methods for the patients with insomnia due to disharmony between the heart and kidney according to the types of insomnia, it can help the patients more accurately understand their own insomnia problems, reduce unnecessary anxiety and worry, and improve the pertinence of cognitive intervention through the attentional bias of the patients with insomnia due to disharmony between the heart and kidney, promote the cognitive change of the patients, and enhance the persistence of digital treatment. In the embodiments of the present invention, by constructing the behavioral intelligent reminder mechanism for the patients with insomnia due to disharmony between the heart and kidney based on the personalized treatment activities, it can help the patients develop good treatment habits, assist doctors or therapists to adjust and optimize the treatment plan in time, and by constructing the emotional abnormality feedback system for the patients with insomnia due to disharmony between the heart and kidney, it helps to relieve the psychological pressure of the patients, improve their psychological state, and thus is beneficial to the relief of insomnia symptoms and the improvement of sleep quality. Finally, in the embodiments of the present invention, by combining the behavioral intelligent reminder mechanism, the emotional abnormality feedback system and the adaptive adjustment mode, performing the digital treatment process for the patients with insomnia due to disharmony between the heart and kidney, and obtaining the digital treatment results, the treatment path of digital treatment can be dynamically adjusted to ensure that the order and content of treatment activities are more reasonable, enhance the participation and satisfaction of the patients, improve the treatment compliance and self-management ability of the patients, and thus effectively improve the sleep quality. Therefore, the accurate treatment of insomnia due to disharmony between the heart and kidney is realized. Therefore, the present invention can realize the accurate treatment of insomnia due to disharmony between the heart and kidney.

[0078] As Figure 2 shown, it is a schematic flowchart of a method for digital treatment of insomnia due to disharmony between the heart and kidney based on artificial intelligence provided by an embodiment of the present invention. In this embodiment, the method for digital treatment of insomnia due to disharmony between the heart and kidney based on artificial intelligence includes: Obtain the patients with insomnia due to disharmony between the heart and kidney to be treated, configure the physiological monitor and behavioral sensor for the patients with insomnia due to disharmony between the heart and kidney, and collect the physiological data and behavioral data of the patients with insomnia due to disharmony between the heart and kidney according to the physiological monitor and the behavioral sensor; Based on the physiological data and the behavioral data, identify the sleep characteristics of the patients with insomnia due to disharmony between the heart and the kidney. According to the sleep characteristics, analyze the sleep pattern of the patients with insomnia due to disharmony between the heart and the kidney. Based on the sleep pattern, evaluate the heart and kidney functions of the patients with insomnia due to disharmony between the heart and the kidney to obtain the evaluation result of the heart and kidney functions; Extract the evaluation indicators of the evaluation result of the heart and kidney functions, and based on the evaluation indicators, analyze the pathological state of the patients with insomnia due to disharmony between the heart and the kidney. According to the pathological state, identify the type of insomnia of the patients with insomnia due to disharmony between the heart and the kidney; According to the type of insomnia, set the cognitive intervention method for the patients with insomnia due to disharmony between the heart and the kidney. Based on the cognitive intervention method, identify the attentional bias of the patients with insomnia due to disharmony between the heart and the kidney. According to the attentional bias, set the personalized treatment activities for the patients with insomnia due to disharmony between the heart and the kidney; Based on the personalized treatment activities, construct the behavioral intelligent reminder mechanism for the patients with insomnia due to disharmony between the heart and the kidney, and construct the emotional abnormality feedback system for the patients with insomnia due to disharmony between the heart and the kidney. According to the behavioral intelligent reminder mechanism and the emotional abnormality feedback system, set the adaptive adjustment mode of the personalized treatment activities; Combined with the behavioral intelligent reminder mechanism, the emotional abnormality feedback system and the adaptive adjustment mode, perform the digital treatment process for the patients with insomnia due to disharmony between the heart and the kidney to obtain the digital treatment result.

[0079] In several embodiments provided by the present invention, it should be understood that the provided systems and methods can be implemented in other ways. For example, the system embodiments described above are merely illustrative. For example, the division of the modules is only a logical function division, and there may be other division methods in actual implementation.

[0080] In addition, in each embodiment of the present invention, the functional modules can be integrated in a processing unit, or each unit can exist physically alone, or two or more units can be integrated in one unit. The above integrated unit can be implemented in the form of hardware, or in the form of a combination of hardware and software functional modules.

[0081] Finally, it should be noted that the above embodiments are only used to illustrate the technical solutions of the present invention and not to limit them. Although the present invention has been described in detail with reference to the preferred embodiments, those of ordinary skill in the art should understand that the technical solutions of the present invention can be modified or equivalently replaced without departing from the spirit and scope of the technical solutions of the present invention.

Claims

1. A digital treatment system for insomnia caused by heart-kidney disharmony based on artificial intelligence, characterized in that: The system for digital treatment of heart-kidney disharmony type insomnia based on artificial intelligence includes: a data acquisition module, a sleep pattern recognition module, an insomnia factor analysis module, a personalized treatment module, an adaptive adjustment module and a digital treatment module; The data acquisition module is used to obtain a patient with heart-kidney disharmony type insomnia to be treated, configure a physiological monitor and a behavioral sensor for the patient with heart-kidney disharmony type insomnia, and collect physiological data and behavioral data of the patient with heart-kidney disharmony type insomnia based on the physiological monitor and the behavioral sensor; The sleep pattern recognition module is used to identify the sleep characteristics of the heart-kidney disharmony type insomnia patient based on the physiological data and the behavioral data, analyze the sleep pattern of the heart-kidney disharmony type insomnia patient according to the sleep characteristics, and evaluate the heart and kidney function of the heart-kidney disharmony type insomnia patient based on the sleep pattern to obtain a heart and kidney function evaluation result; The insomnia factor analysis module is used to extract the evaluation index of the heart and kidney function evaluation result, and analyze the pathological state of the heart-kidney disharmony type insomnia patient based on the evaluation index, and identify the insomnia type of the heart-kidney disharmony type insomnia patient according to the pathological state; The personalized treatment module is used to set a cognitive intervention method for the patient with heart-kidney disharmony type insomnia according to the type of insomnia, identify the attention bias of the patient with heart-kidney disharmony type insomnia based on the cognitive intervention method, and set a personalized treatment activity for the patient with heart-kidney disharmony type insomnia according to the attention bias; The adaptive adjustment module is used to construct a behavior intelligent reminder mechanism for the heart-kidney disharmony type insomnia patient based on the personalized treatment activity, and to construct an abnormal emotion feedback system for the heart-kidney disharmony type insomnia patient, and to set an adaptive adjustment mode for the personalized treatment activity according to the behavior intelligent reminder mechanism and the abnormal emotion feedback system; The digital treatment module is used to combine the behavioral intelligent reminder mechanism, the abnormal emotion feedback system and the adaptive adjustment mode to perform digital treatment for the heart-kidney disharmony type insomnia patient and obtain digital treatment results.

2. The artificial intelligence-based digital treatment system for insomnia of heart-kidney disharmony type according to claim 1, characterized in that: The step of identifying the sleep characteristics of the patient with heart-kidney disharmony type insomnia based on the physiological data and the behavioral data includes: Based on the physiological data and the behavioral data, identifying the sleeping state of the patient with heart-kidney disharmony type insomnia; According to the sleeping state, analyzing the sleep latency of the patient with heart-kidney disharmony type insomnia; Calculating the number of awakenings of the patient with heart-kidney disharmony type insomnia, and identifying the awakening time of the patient with heart-kidney disharmony type insomnia according to the sleep latency and the number of awakenings; Calculate the sleep duration of the patient with heart-kidney disharmony type insomnia based on the awakening time and the sleep latency; According to the sleep duration, identifying the sleep efficiency of the patient with heart-kidney disharmony type insomnia; Based on the sleep duration and the awakening time, analyzing the sleep disturbance degree of the patient with heart-kidney disharmony type insomnia; The sleep characteristics of the heart-kidney disharmony type insomnia patient are identified by combining the awakening time, the sleep efficiency and the sleep disturbance degree.

3. The artificial intelligence-based digital treatment system for insomnia of heart-kidney disharmony type as claimed in claim 1, characterized in that: Analyzing the sleep pattern of the patient with heart-kidney disharmony type insomnia according to the sleep characteristics includes: identifying the sleep stage of the patient with heart-kidney disharmony according to the sleep characteristics; Analyze the sleep transition and sleep time regularity of the patients with heart-kidney disharmony type insomnia during the sleep stages; Based on the sleep conversion situation, determining the sleep structure of the patient with heart-kidney disharmony type insomnia; According to the sleep structure, analyzing the sleep disorder type and corresponding disorder characteristics of the patient with heart-kidney disharmony type insomnia; Based on the sleep disorder type and the disorder characteristics, analyzing the health status of the patient with heart-kidney disharmony type insomnia; According to the health status, identifying the sleep quality of the patient with heart-kidney disharmony type insomnia; The sleep pattern of the patient with heart-kidney disharmony type insomnia is analyzed by combining the sleep structure, the sleep quality and the sleep time pattern.

4. The artificial intelligence-based digital treatment system for insomnia of heart-kidney disharmony type as claimed in claim 1, characterized in that: The analyzing the pathological state of the patient with heart-kidney disharmony type insomnia based on the evaluation index includes: Based on the evaluation index, collecting the cardiorenal function data of the patients with insomnia of the cardiorenal disharmony type; Analyzing the changes in hormone levels of the patients with heart-kidney disharmony type insomnia based on the heart-kidney function data; Based on the changes in the hormone levels, identifying the cardiorenal dysfunction in the patient with cardiorenal disharmony type insomnia; Analyze the inducing factors of the cardiorenal dysfunction, and according to the inducing factors, analyze the stress response of the cardiorenal disharmony type insomnia patient; Identifying the threat factors of the stress response to the patient with heart-kidney disharmony type insomnia; Based on the threat factors, determining the pathological manifestations of the patient with heart-kidney disharmony type insomnia; The pathological state of the patient with heart-kidney disharmony type insomnia is analyzed based on the changes in hormone levels, the stress response and the pathological manifestations.

5. The artificial intelligence-based digital treatment system for insomnia of heart-kidney disharmony type as claimed in claim 1, characterized in that: The method of identifying the attention bias of the patient with heart-kidney disharmony type insomnia based on the cognitive intervention method includes: Identify the cognitive bias of the patients with heart-kidney disharmony type insomnia under the cognitive intervention method; Based on the cognitive bias, identifying the negative thinking patterns of the patients with heart-kidney disharmony type insomnia; According to the negative thinking pattern, detecting the cognitive response of the patient with heart-kidney disharmony type insomnia; Based on the cognitive response, analyzing the attention allocation characteristics of the heart-kidney disharmony type insomnia patient; According to the attention allocation characteristics, the attention bias of the heart-kidney disharmony type insomnia patient is identified.

6. The artificial intelligence-based digital treatment system for insomnia of heart-kidney disharmony type according to claim 1, characterized in that: The method of constructing a behavior intelligent reminder mechanism for the patient with heart-kidney disharmony type insomnia based on the personalized treatment activities includes: Identifying the behavioral characteristics of the patient with heart-kidney disharmony type insomnia under the personalized treatment activities; According to the behavioral characteristics, setting a behavioral detection mode for the patient with heart-kidney disharmony type insomnia; Based on the behavior detection pattern, identifying abnormal behavior of the patient with heart-kidney disharmony type insomnia; Setting a feedback unit for the abnormal behavior, and defining reminder parameters for the abnormal behavior according to the feedback unit; Based on the reminder parameters, an activity reminder mechanism is created for the patient with heart-kidney disharmony type insomnia; According to the behavior detection mode, setting a visual activity interface for the patient with heart-kidney disharmony type insomnia; By combining the behavior detection mode, the visual activity interface and the feedback unit, a behavior intelligent reminder mechanism for the heart-kidney disharmony type insomnia patient is constructed.

7. The artificial intelligence-based digital treatment system for insomnia of heart-kidney disharmony type as claimed in claim 1, characterized in that: The abnormal emotion feedback system for the heart-kidney disharmony type insomnia patient is constructed based on the personalized treatment activities, including: Based on the personalized treatment activities, identifying the emotional state of the patient with heart-kidney disharmony type insomnia; According to the emotional state, analyzing the emotional index of the patient with heart-kidney disharmony type insomnia; Constructing an abnormality judgment baseline of the emotion index, and identifying abnormal emotions of the heart-kidney disharmony type insomnia patient according to the abnormality judgment baseline; Based on the abnormal emotion, configuring a real-time feedback device of the emotional state; According to the real-time feedback device, an abnormal mood alarm is set for the patient with heart-kidney disharmony type insomnia; In combination with the abnormal judgment baseline, the real-time feedback device and the abnormal emotion alarm, an abnormal emotion feedback system for the heart-kidney disharmony type insomnia patient is constructed.

8. The artificial intelligence-based digital treatment system for insomnia of heart-kidney disharmony type as claimed in claim 1, characterized in that: The method of setting the adaptive adjustment mode of the personalized treatment activity according to the behavior intelligent reminder mechanism and the abnormal emotion feedback system includes: According to the intelligent behavior reminder mechanism and the abnormal emotion feedback system, the action data and emotional state data of the heart-kidney disharmony type insomnia patient are collected; Based on the action data and the emotional state data, identifying the abnormal psychological behavior state of the heart-kidney disharmony type insomnia patient; According to the abnormal psychological and behavioral state, a treatment path for the patient with heart-kidney disharmony type insomnia is analyzed; Based on the treatment pathway, identifying the patient engagement and perceived effect of the patient with heart-kidney disharmony type insomnia; An adaptive adjustment mode of the personalized treatment activity is set according to the patient participation and the perceived effect.

9. The artificial intelligence-based digital treatment system for insomnia of heart-kidney disharmony type according to claim 1, characterized in that: The digital treatment of the heart-kidney disharmony type insomnia patient is performed by combining the behavior intelligent reminder mechanism, the abnormal emotion feedback system and the adaptive adjustment mode to obtain the digital treatment result, including: Based on the intelligent behavior reminder mechanism and the abnormal emotion feedback system, the abnormal state of the patient with heart-kidney disharmony type insomnia is identified; Analyzing the mood change trend of the patient with heart-kidney disharmony type insomnia according to the abnormal state; Extracting facial expressions and language features of the patient with heart-kidney disharmony type insomnia under the trend of emotional changes; Based on the facial expression and language features, an emotion monitoring network is created for the patient with heart-kidney disharmony type insomnia; According to the emotion monitoring network, setting intervention activities for the patients with heart-kidney disharmony type insomnia; Extracting the intervention type of the intervention activity, and setting a cyclic switching mechanism of the intervention type based on the adaptive adjustment mode; According to the intervention activities and the emotion monitoring network, a self-management tool is constructed for the patients with heart-kidney disharmony type insomnia; In combination with the emotion monitoring network, the self-management tool and the loop switching mechanism, digital treatment processing is performed on the patients with insomnia of the heart-kidney disharmony type to obtain digital treatment results.

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