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56 results about "Music therapy" patented technology

Music therapy is an evidence-based clinical use of musical interventions to improve clients' quality of life. Music therapists use music and its many facets— physical, emotional, mental, social, aesthetic, and spiritual— to help clients improve their health in cognitive, motor, emotional, communicative, social, sensory, and educational domains by using both active and receptive music experiences. These experiences include improvisation, re-creation, composition, receptive methods, and discussion of music.

Personalized emotion adjusting system and method based on music therapy

The invention discloses a personalized emotion regulation system and method based on music therapy, and relates to the technical field of intelligent emotion intervention, and the method comprises the steps: collecting a real-time emotion index of a user based on an individual high-sensitivity emotion regulation time period, predicting an emotion perturbation index through a weighted time attenuation integral function, and recognizing a mild emotion fluctuation state of the user; constructing an embedded feature projection model, and generating an intervention music parameter set according to the mild emotion fluctuation state of the user; playing intervention music according to the intervention music parameter set, collecting feedback signals in real time, and calculating an intervention response score by constructing an intervention response score function; and constructing a historical intervention response data set based on the intervention data set, and generating an intervention music recommendation strategy through an intervention situation parameter mapping method. According to the method, an intervention music recommendation strategy is generated through an intervention situation parameter mapping method, and historical forward intervention samples are clustered into intervention response categories.
Owner:南昌理工学院

Method and system for assisting clinical psychotherapy through traditional Chinese medicine music therapy

The invention relates to a method and system for assisting clinical psychotherapy through traditional Chinese medicine music therapy. The method comprises the following steps: extracting five-tone frequency, rhythm and timbre characteristics of music, dynamically converting audio data into a dynamic image frame sequence in combination with a color mapping rule, and realizing multi-sensory real-time matching of the music and visual elements by utilizing a time synchronization algorithm and collaborative intensity calculation. And finally, dynamic collaborative stimulation is output through a streaming media transmission technology. Therefore, on the basis of retaining the kernel of the five-tone regulation theory in the traditional Chinese medicine, the problems of audio-visual splitting and difficulty in quantitative implementation of the theory in the traditional method are solved, and the multi-modal synergistic effect and clinical suitability of the music therapy in emotion and cognitive regulation are remarkably improved.
Owner:SHANDONG UNIV OF TRADITIONAL CHINESE MEDICINE

Individualized music generation and mental health intervention system and method based on electroencephalogram

The invention discloses an electroencephalogram-based personalized music generation and mental health intervention system and method.The system comprises an electroencephalogram signal collecting and preprocessing module, an emotion recognition module, an intervention text generation module and a music generation module, electroencephalogram signals of a user can be collected in real time, and the emotion state can be decoded; generating personalized intervention music through a retrieval enhancement generation mechanism in combination with music treatment knowledge, and continuously optimizing an intervention effect through a closed-loop feedback mechanism; according to the method, the intermediate semantic layer is introduced, so that the dependence on a large-scale paired data set is avoided, professional knowledge of music intervention is systematically integrated, and the accuracy and effectiveness of emotion intervention are improved; meanwhile, the trans-test generalization ability is improved by adopting a Transform-GNN hybrid architecture, real-time generation of high-quality music is realized based on a potential diffusion model, and the practicability and user experience of personalized music intervention are greatly improved.
Owner:SOUTH CHINA UNIV OF TECH

Dynamic frequency modulation playing control method and system for treating insomnia by chime music

The invention discloses a dynamic frequency modulation playing control method and system for treating insomnia through chime music, and relates to the technical field of music, and the key points of the technical scheme comprise the following steps: obtaining historical insomnia treatment record data matched with a current target insomnia patient, constructing a first frequency modulation mapping model, a second frequency modulation mapping model and a chime music treatment effect evaluation model based on the historical insomnia treatment record data; playing initial chime music for the current target insomnia patient, and collecting real-time brain wave rhythm data of the current target insomnia patient in a preprocessing monitoring period of a preset brain wave rhythm monitoring interval period; inputting the real-time brain wave rhythm data into a chime music treatment effect evaluation model to obtain an initial treatment effect evaluation result; the traditional Chinese medicine composition can effectively improve the insomnia treatment effect.
Owner:HUBEI UNIV OF CHINESE MEDICINE

Multifunctional music therapeutic apparatus

PendingCN121623092AElectrocardiographyMedical devicesAlpha waveMassage
The invention relates to a multifunctional music therapeutic apparatus which comprises a main treatment module provided with a music treatment module, and the main treatment module further comprises a multi-mode physical treatment module, a physiological parameter monitoring module, an interaction and display module and a power supply and safety protection module. The system further comprises an auxiliary operation module, and the auxiliary operation module comprises a therapeutic scheme management unit, a self-adaptive adjustment unit, a data recording and analyzing unit and a safety early warning unit. The multi-mode physical therapy module comprises an acousto-optic stimulation unit, a low-frequency pulse unit and a vibration massage unit; the physiological parameter monitoring module comprises a heart rate / blood oxygen monitoring unit adopting the PPG technology and a forehead single-lead electroencephalogram monitoring unit, and the forehead single-lead electroencephalogram monitoring unit is used for collecting alpha wave and beta wave signals; the self-adaptive adjusting unit receives data of the physiological parameter monitoring module in real time. The multifunctional music therapeutic apparatus integrates multiple therapeutic functions, and the curative effect brought by music therapy can be greatly improved.
Owner:ZHEJIANG NORMAL UNIV

A personalized sound medicine formula generation and evaluation method based on voice emotion recognition

PendingCN122290642APersonalizationSound therapy
This invention relates to a method for generating and evaluating personalized sound therapy formulas based on voice emotion recognition, belonging to the field of voice analysis, and more specifically to the field of digital music development and production. The method includes: using an AI sound therapy effect judgment model to intelligently determine the increase in the target user's happiness level after using each five-tone sound therapy formula based on the target user's current five-element attribute data and current five-organ attribute data, and the digital content of each five-tone sound therapy formula; selecting the five-tone sound therapy formula with the largest increase value as the target user's personalized sound therapy formula. This invention addresses the technical problems of difficulty in providing the most suitable personalized music therapy plan for different users and the insufficient precision of music therapy plans. It employs an AI-based traversal method to intelligently judge each sound therapy formula for the target user, and uses five-tone five-element sound therapy formulas to improve the precision of the sound therapy formulas, thereby solving the aforementioned technical problems.
Owner:SHANDONG SHANGYI HEALTHCARE TRADITIONAL CHINESE MEDICINE TECHNOLOGY DEVELOPMENT CO LTD +1

Newborn precise music treatment system based on amplitude integrated electroencephalogram awakening signal and use method thereof

The invention discloses a neonatal precise music treatment system based on amplitude integrated electroencephalogram awakening signals and a use method thereof. The neonatal precise music treatment system comprises a collection module, a customized music treatment content design module, an automatic closed-loop module and a safety guarantee module. The collection module is used for collecting the electrooculogram, the heart rate, the pulse oxyhemoglobin saturation and the amplitude integrated electroencephalogram, screening out an amplitude integrated electroencephalogram awakening signal according to the electrooculogram, the heart rate and preset three-level grabbing logic, and then obtaining the level of the amplitude integrated electroencephalogram awakening signal and the level of the brain function state; the customized music treatment content design module is used for generating music according to a preset source material library, the level of the amplitude integrated electroencephalogram awakening signal and the brain function state level; the automatic closed-loop module is used for controlling playing and stopping of music; and the safety guarantee module is used for controlling the volume and stopping working when the amplitude integrated electroencephalogram awakening signal is interrupted. According to the method and the device, the accuracy of awakening signal grabbing is improved.
Owner:THE FIRST AFFILIATED HOSPITAL OF ZHENGZHOU UNIV

Music therapy control method and system

The invention discloses a music therapy control method and system, and belongs to the technical field of physiotherapy therapy, and the method comprises the steps: selecting a proper musical instrument from musical instruments including a Chinese zither, an Erhu, a piano and the like according to the physical and mental conditions of a patient, and through the sound wave stimulation of the musical instruments with specific frequency and rhythm, the excitability of a nervous system can be adjusted, nervous tension can be relieved, and the physical therapy effect can be improved. The sleep quality is improved. For example, the soothing music sound wave can reduce the beta wave activity of the brain and increase the alpha wave and theta wave activity, so that the brain enters a relaxed and focused state, the related nervous system problems such as insomnia and anxiety can be relieved, and the emotion of people can be directly influenced through music of different styles and emotion colors. The happy music can stimulate positive emotions and relieve depressed emotions; and the soothing music can relieve anxiety and nervous mood, so that the mood of people is calm.
Owner:刘菊林

Method and system for attention function intervention based on multi-sensory music

ActiveCN115274062BAlternative medicinesMedicineAttention disorders
This invention discloses a method and system for attention function intervention based on multi-sensory music. The method includes: obtaining the user's attention function assessment results; establishing a decision tree model to obtain the classification probabilities of each set attention function impairment type corresponding to the user; obtaining the user's human-computer interaction scheme based on multi-sensory music; obtaining the user's human-computer interaction results and evaluating their effectiveness; iterating the decision tree model based on the effectiveness evaluation results to update the classification probabilities of each set attention function impairment type corresponding to the user, and updating the human-computer interaction scheme, until the user passes the effectiveness evaluation of the human-computer interaction scheme. This method can effectively improve the user's attention function, not only by training a specific attention type, but also by emphasizing comprehensive training of different dimensions of attention. Patients with different attention disorders can choose appropriate music therapy to achieve improvement. The content is rich and diverse, meeting the intervention needs of different attention disorders.
Owner:NANJING ZHIJINGLING EDUCATIONAL TECH CO LTD

Earpiece (psychotherapy)

1. Name of the designed product: earphone (psychological treatment). 2. Use of the designed product: for playing music to treat psychological disorders. 3. Design points of the designed product: in shape. 4. Picture or photo best indicating the design points: perspective view.
Owner:QINGDAO HENGXING UNIV OF SCI & TECH

Harp (music therapy)

1. Name of the designed product: Thumb piano (music healing). 2. Use of the designed product: for music performance. 3. Design points of the designed product: in shape. 4. Picture or photo best indicating the design points: perspective view 3.
Owner:SOUTHWEAT UNIV OF SCI & TECH

System

A system is provided.SOLUTION: A system comprising: means for generating music for music therapy using a generation AI; means for inputting information on symptoms and preferences of patients; means for transmitting the input information to the generation AI; means for receiving music generated by the generation AI and distributing the music to terminals; and means for storing the music in the terminals of the patients and reproducing the music.SELECTED DRAWING: Figure 1
Owner:SOFTBANK GROUP CORP

Objective quantitative evaluation method for influence of visual playing training on cognitive resources based on sound hand spectrum

The invention discloses a method for objectively and quantitatively evaluating the influence of visual playing training on cognitive resources on the basis of a sound hand spectrum. The method comprises the following steps: acquiring a baseline pulse wave signal (PPG) before visual playing training is performed on a subject; obtaining visual playing characteristics such as key accuracy and rhythm accuracy in the visual playing training process; after visual playing training, post-measured PPG signal data of training is collected immediately; preprocessing the baseline and post-measured data, and extracting related physiological feature indexes; and the subject performs a cognitive resource test task and obtains related experimental characteristics. And constructing a data set based on the obtained features, training a cognitive resource evaluation model, and quantifying a cognitive resource level and a cognitive resource training effect of visual playing training. According to the method, an objective and extensible technical scheme is provided for evaluating the influence of music curing on cognitive resources based on piano sound hand music score visual playing training.
Owner:SOUTH CHINA UNIV OF TECH

Music therapy and auricular point stimulation-based anxiety intervention system for college students to take test

The invention discloses a college student subject anxiety intervention system based on music therapy and auricular point stimulation, and relates to the technical field of psychological intervention and health management. The system comprises a data acquisition module, an evaluation analysis module, an intervention strategy generation module, a music intervention module, an auricular point stimulation module and an effect feedback module. The data acquisition module is used for acquiring physiological signals of college students, test taking related information and anxiety self-evaluation data; the evaluation analysis module constructs an anxiety grade evaluation model based on the collected data to determine an anxiety grade; the intervention strategy generation module matches a corresponding music therapy and an auricular point stimulation scheme according to the anxiety level; the music intervention module plays personalized music, and the auricular point stimulation module realizes accurate and safe auricular point electrical stimulation through a flexible electrode; the effect feedback module collects physiological signals and subjective feelings in intervention in real time, and dynamically adjusts an intervention scheme. The method combines two therapies to realize individual accurate intervention of anxiety taken by college students, is remarkable in effect and high in safety, and can be widely applied to the field of college psychological health education.
Owner:山西医药学院

Objective quantitative evaluation method for relieving psychological stress by piano playing

The invention discloses an objective quantitative evaluation method for relieving psychological stress in piano playing, which comprises the following steps of: acquiring pulse wave signals of relaxation and stress states, extracting physiological characteristics, and classifying the two states based on the physiological characteristics; then, recording the playing moment, the playing key number and the playing duration during piano playing, collecting pulse wave signals after piano playing, and extracting physiological features; and finally, calculating rhythm accuracy and note accuracy in piano playing, and quantitatively evaluating the effect of piano playing on mental stress relief in combination with the synchronous change of the playing indexes and the physiological indexes. By quantitatively evaluating the psychological stress relieving effect of piano playing, a personalized music healing strategy can be formulated.
Owner:SOUTH CHINA UNIV OF TECH

A music therapy device for psychotherapy

The utility model discloses a music therapy equipment for psychological treatment, including equipment main part, the top one side of equipment main part is rotatedly connected with first mount frame through first pivot, one side of first mount frame is provided with first throw pillow, one side of second mount frame is provided with second throw pillow, the utility model discloses through first throw pillow, second throw pillow, when the patient sits on the equipment, can according to the demand of self and dial first mount frame, through the flexible rotation of first pivot, adjust first throw pillow to the appropriate position, simultaneously, the patient continues to dial second mount frame, utilizes the rotation function of second pivot, makes second throw pillow and first throw pillow opposite arrangement, their two hands can naturally embrace two throw pillows, can give the patient a kind of pacification and stable power, help to relieve nervous emotion, has strengthened the overall treatment effect.
Owner:中国人民解放军海军青岛特勤疗养中心

Wearable emotion perception automatic composition equipment and method based on electroencephalogram signals

The invention discloses wearable emotion perception automatic composition equipment and method based on electroencephalogram signals, and belongs to the crossing field of wearable technology and music generation. The equipment comprises a wearable electroencephalogram acquisition module, an emotion recognition module, an automatic composition module, a music playing module and a main control module, and is characterized in that real-time electroencephalogram signals of a user are acquired, power spectral density characteristics of delta, theta, alpha, beta and gamma waves are extracted, an emotion state is recognized by utilizing a four-classification model; and the LSTM network and the genetic algorithm are combined to dynamically generate music matched with the current emotion. Real-time linkage of emotion perception and music generation is achieved, the equipment is high in wearable performance, the generated music has individuation and emotion adaptability, and the method is suitable for scenes such as emotion adjustment and music treatment.
Owner:ZHONGSHAN INST OF CHANGCHUN UNIV OF SCI & TECH

Device for treating bird nest by simulating uterus music for premature infant

The utility model discloses a device for treating a bird nest by simulating uterus music for a premature infant. The device comprises a hydrogel mattress, a U-shaped side pad, a pacifying device, a music playing device and an I-shaped hydrogel pillow, the bottom ends of the U-shaped side cushions are connected with the hydrogel mattress; the pacifying device is connected with one side of the U-shaped side pad; the music playing device is mounted in the U-shaped side pad; the I-shaped hydrogel pillow is connected with the hydrogel mattress; a pacifying cloth strip and a shading cloth strip are mounted on one side of the pacifying device; the hydrogel mattress, the U-shaped side cushions and the I-shaped hydrogel pillow are all provided with detachable and washable protective sleeves; the device is further provided with an arc-shaped fence. By means of the hydrogel mattress, the U-shaped side mats, the pacifying device and the music playing device, a stable, comfortable and safe environment which is not prone to deformation is provided for a premature infant, the pacifying device increases the sense of safety of the infant, and the music playing device plays music, so that the infant feels comfortable and comfortable. Music can be played through the music player to promote physiological and psychological health of the baby.
Owner:MATERNAL & CHILD HEALTH HOSPITAL OF GUANGXI ZHUANG AUTONOMOUS REGION GUANGXI ZHUANG AUTONOMOUS REGION

A mouse group interaction and individual passive music therapy research device

The application relates to the field of animal experiment instruments, in particular to a mouse group interaction and individual passive music therapy research device, which mainly comprises a box body, a music playing unit and a plurality of switch structures. The inside of the box body is formed with a center chamber and a plurality of edge chambers arranged around the center chamber. A connecting channel is arranged between each edge chamber and the center chamber, and each edge chamber is connected with the center chamber through the corresponding connecting channel. The music playing unit is connected with the box body and is used for playing music for the experimental mice in each edge chamber and the experimental mice in the center chamber. The plurality of switch structures are arranged in each edge chamber. Each switch structure has an open state and a closed state. In the open state, the switch structure can expose the corresponding connecting channel, so that the corresponding edge chamber and the center chamber are connected. In the closed state, the switch structure closes the corresponding connecting channel.
Owner:MINZU UNIVERSITY OF CHINA

System and method for improving a cognitive state of a patient through customized music therapy

A system and method for treating psychological conditions by delivering customized therapy media based on a user's psychological state. Al can help to identify psychological issues, determine target outcomes, select relevant thoughts, and match them with media such as songs or videos. The user is anchored to the media through repeated exposure, guided by a therapist or autonomously. The system includes a processor, non-transitory storage, and a media database.
Owner:MEIER-KELLER CHERYL

Emotion-driven music creation system using ai and biometric data

An Al-powered system designed to dynamically generate music tailored to users' emotional needs by analyzing vital signs collected via a smartphone app and data from social media history. The system utilizes advanced algorithms to assess users' current emotional states and create music that aligns with those states. This innovative approach bridges the gap between digital technology and emotional well-being, offering a novel solution for personalized music therapy, mental health support, and enhanced music experiences. This invention introduces an Al-powered system designed to analyze musical compositions and generate linguistically related content. Leveraging sophisticated algorithms, the system deciphers musical chords and harmonies, transforming these auditory elements into descriptive words and sentences. This process reflects both the conceptual and emotional nuances of the music.
Owner:YOUALITY CO +3

Multi-sensory medical music therapy system and method based on artificial intelligence

The invention discloses a multi-sensory medical music therapy system and method based on artificial intelligence, and is applied to the field of health management. The system comprises an audio generation module, an optical signal module, a tactile feedback module and a control module. The method comprises the following steps: acquiring user health data, and generating an audio frequency, an optical signal and a vibration signal for a disease through an artificial intelligence platform; the signals are output through wearable equipment or hardware, and the sense organ of a user is stimulated synchronously; the parameters are dynamically adjusted based on EEG feedback. The traditional Chinese medicine composition can assist in treating gout, hypertension, hyperglycemia, insomnia, depression, myocardial infarction and other diseases through a multi-sensory synergistic effect, supports application of human and various animals (such as dogs and cats) and the like, remarkably reduces pain and improves the curative effect. The system adopts a vibration template caching technology and an animal behavior feedback module, so that the efficiency and the cross-species applicability are improved.
Owner:SHENZHEN BBAI INFORMATION TECH CO LTD

A tinnitus sound therapy music playing system with tinnitus detection function

The application discloses a tinnitus sound therapy music playing system with a tinnitus detection function, relates to the technical field of tinnitus sound therapy music treatment, and comprises a tinnitus data acquisition unit, a tinnitus detection unit, a music playing library and a comprehensive matching unit. The tinnitus data acquisition unit, the tinnitus detection unit, the music playing library and the comprehensive matching unit are arranged to construct a perfect tinnitus sound therapy music playing system. The tinnitus data acquisition unit is used to collect tinnitus sound data of simulated patients to generate corresponding data transmission channels. Meanwhile, a positioning encryption module is installed to accurately position the collected simulated tinnitus data, tinnitus models and generated music data, and to simultaneously perform encryption processing, so that the required viewing links for accurate positioning during visualization are facilitated, the overall treatment cycle is shortened, and the intelligent level of tinnitus sound therapy data management is improved through internet cloud management and control.
Owner:PEKING UNION MEDICAL COLLEGE HOSPITAL

A music screening method and system for music therapy

PendingCN122658365Aachieve two-way matchingavoid loadMusical stimulusEmotional modulation
The present application relates to the technical field of music screening, in particular to a music screening method and system for music therapy. The present application realizes accurate correspondence between sound parameters and human state by synchronously collecting multiple physiological indexes and performing time axis alignment and interval mapping operation. The upper and lower limit comparison mechanism of frequency, loudness, melody, timbre and other dimensions is introduced in the screening stage, which can perform targeted elimination processing on music content, ensure that the music output content is within the physiological tolerance range, further perform behavior type analysis on the paragraph by counting the uplink, downlink and repetition characteristics of the melody, and compare with the melody acceptance range set by the situation, realize the secondary filtering of melody adaptability, which can significantly improve the adaptability and pertinence of the screened content in the emotional regulation and cognitive reconstruction scene, avoid the negative load of music stimulation on physiology or psychology, realize the two-way matching between music and treatment needs, and improve the application accuracy of the screened music in the specific treatment scene.
Owner:湖南工商大学

Tinnitus intervention method, device and equipment based on brain-computer interface

The invention relates to a tinnitus intervention method, device and equipment based on a brain-computer interface, and relates to the technical field of tinnitus digital intervention, and the method comprises the steps: processing a pure tone audiometry result of a target user through a matching method, and obtaining input parameters such as tinnitus frequency / loudness; and performing real-time dynamic processing on the original audio in the buffer area to generate an audio block, performing band-pass filtering in combination with the tinnitus input parameters, and constructing a band-pass / band-stop filter. And introducing key noise by adopting random noise, performing optimal superposition on the noise and an audio block, analyzing signal gain, performing incisura enhancement according to a band elimination filter and the gain based on an incisura / sound channel mode, and generating incisura music. And finally, on the basis of a brain-computer interface, combining the incisura music with the neural feedback information, and carrying out comprehensive tinnitus intervention, so that the incisura music is adjusted, and a tinnitus intervention result is determined. Therefore, the brain-computer interface and the incisura music therapy are combined to realize advantage complementation, so that the tinnitus digital intervention effect is improved.
Owner:GUANGDONG ARTIFICIAL INTELLIGENCE & DIGITAL ECONOMY LAB (GUANGZHOU) +2

Music treatment music library generation method and system

The invention relates to the technical field of music treatment, and discloses a music treatment music library generation method and system, and the method comprises the steps: analyzing an audio stream before music is played, extracting music features and timestamps thereof, and generating a music event log stream; the physiological indexes of the user are continuously monitored in the music playing process, and fluctuation windows with abnormal fluctuation of the physiological indexes are recorded; according to the fluctuation window and a preset delay threshold value, backtracking the music event log stream, and identifying negative music features causing abnormal fluctuation of the physiological indexes; the music library generation strategy is dynamically adjusted, music including negative music features is avoided, the specific music features causing the negative physiological reaction of the user can be accurately recognized in real time, excessive elimination is avoided, the individuation and accuracy of music treatment are effectively improved, and the problems caused by a universal method and rough recognition in the prior art are solved.
Owner:PUYANG VOCATIONAL & TECHN COLLEGE

Cognitive emotion collaborative rehabilitation method based on brain-computer interface and ai

This invention relates to a cognitive-emotional collaborative rehabilitation method based on brain-computer interface and AI, comprising: acquiring and preprocessing the patient's electroencephalogram (EEG) signals to obtain clean signals; inputting the clean signals into a pre-trained multimodal state assessment model, simultaneously decoding and outputting a cognitive index quantifying the cognitive state and an emotion vector representing the emotional state; generating a personalized initial music therapy plan based on the cognitive index and emotion vector using a dynamic music mapping algorithm; executing the plan, and monitoring changes in the cognitive index and emotion vector in real time during the intervention; when the changes exceed a preset threshold, dynamically adjusting at least one music parameter in the treatment plan to form a closed-loop rehabilitation intervention. This invention achieves real-time monitoring of the patient's cognitive and emotional states and adaptive adjustment of personalized music intervention, improving the accuracy and effectiveness of rehabilitation treatment.
Owner:SHENZHEN YIQI GUANGGUANG TECHNOLOGY CO LTD

Music player based on traditional Chinese medicine five-element treatment method

The invention discloses a music player based on a traditional Chinese medicine five-element treatment method, and belongs to the technical field of players, the player comprises an audio regulation and control system, and a basic state coefficient (BC), an emotional state coefficient (ESC) and an action state coefficient (MSC) are generated through a patient basic state analysis module, an emotional state analysis module and an action state analysis module; the behavior state analysis module fuses the above coefficients and outputs a behavior state coefficient (BSC); the environment analysis module constructs a temperature-brightness adaptation model based on the BSC to output the adaptation degree (TLA); and the frequency optimization module generates a target frequency in combination with the music playing duration and the TLA, and matches the best music from the music library. According to the invention, the five-element theory of traditional Chinese medicine is creatively combined with multi-source physiological-behavior-environment data, dialectical music application is realized through dynamic chain type regulation and control, and the problems of lack of traditional Chinese medicine logic and insufficient environment adaptation of existing music treatment equipment are solved.
Owner:LESHAN HOSPITAL OF TRADITIONAL CHINESE MEDICINE

Machine learning-based postoperative index analysis method for hematopoietic stem cell transplant patients

The application relates to the technical field of data processing, and particularly discloses a postoperative index analysis method for hematopoietic stem cell transplant patients based on machine learning, which is used for solving the problem that when hematopoietic stem cell transplant patients have high-dimensional coupling of subjective scales and objective indexes at T1, T2 and T3 multiple time points, and there are missing values, batch effects and individual differences, it is difficult to realize accurate evaluation of anxiety and depression when carrying out progressive muscle relaxation training combined with music therapy, and the method comprises the following steps: collecting postoperative indexes, building a matrix and preprocessing, splitting into A and B according to columns and calculating a difference, extracting U1, U2, V1 and V2 through four-dimensional branch lifting, and obtaining U, V and X by optimization, principal component projection is carried out on X to obtain the first K dimensions and threshold pruning to obtain W, and W and group time point interaction items are input into GLMM fitting to predict anxiety and depression; through four-branch dimension lifting fusion, principal component projection and threshold pruning, compact features are formed, and GLMM is combined to model, so that the accuracy of anxiety and depression evaluation and trend prediction is improved, and the interference of data missing and batch effect is reduced.
Owner:THE AFFILIATED HOSPITAL OF XUZHOU MEDICAL UNIV