Emotion support art treatment platform for depression patients

Abstract

The invention provides an emotion support art treatment platform for depression patients, which comprises a patient residence, and a medicine supply device, an art platform and a control system arranged in the patient residence, and the control system comprises a computer of a networked medical institution terminal in the residence. The cloud server is networked with a medical institution terminal or an intelligent mobile terminal held by a physician, and the medicine supply device is controlled by the control system and intervenes medicine in a water source or food so that patients can drink or eat the medicine respectively. According to the treatment platform, drug supply and mental support are integrated depending on the residence of the patient, the patient is prevented from being reminded of the behavior of the pregnant woman to realize the illness condition of the pregnant woman in the diet aspect through regular door-to-door drug supplement of the medical institution and the technical performance personnel, anxiety is reduced, and communication is performed in an art performance form while door-to-door. And dual treatment from pharmacology and psychology is realized.

Description

Technical Field

[0001] The present invention relates to an emotional support art therapy platform, and particularly to an emotional support art therapy platform for patients with depression. Background Art

[0002] Depression is a pathological mental illness that requires the dual cooperation of drug and emotional interventions. There was an intention to conduct an experiment abroad by separating pure drug treatment and emotional intervention, which led to the failure of the experiment due to patients dropping out midway. However, some data were still obtained, indicating the superiority of emotional intervention over drugs.

[0003] Emotional intervention generally includes emotional support, which aims to soothe emotions through positive guidance, motivation, and other means. From a psychological perspective, although depression is characterized by a lack of interest in most things, it is difficult to achieve the desired effect through some emotional support. The reason lies in the limited means of intervention, or too much intervention may cause boredom and exacerbate despair about things.

[0004] However, mental illnesses are often caused by the repeated occurrence of self-cognitive errors. How to cultivate and establish new regular understandings to avoid being trapped too deeply in wrong understandings is the key to eliminating depression and actively facing the treatment of diabetes. Therefore, there is an urgent need for a dual regular guidance of drugs and emotions to effectively break out of the cognitive loop and avoid the development of the condition. Summary of the Invention

[0005] In view of the above problems in the prior art, the present invention provides a platform for dual regular intervention of drug and emotional support. The platform is based on the patient's residence and is implemented in the daily living environment to avoid the psychological hint that the platform is a specific object independent of the living environment, which may cause impatience in the patient or emphasize that they are sick when contacting the object, thus generating a preconceived notion of lack of confidence. Secondly, relying on the residence, a drug supply device is set up. The supply device supplies drugs in the form of mixing with daily drinking water or food to avoid the patient clearly knowing that they are taking medicine. Thirdly, an art platform is also set up in the residence to make the patient emotionally stable.

[0006] Based on the above solution, the present invention provides an emotional support art therapy platform for patients with depression, including a patient's residence, a drug supply device, an art platform, and a control system set in the patient's residence. The control system includes a computer connected to the medical institution terminal in the residence and a cloud server connected to the medical institution terminal or the intelligent mobile terminal held by the physician. The drug supply device is controlled by the control system to introduce drugs into water sources or foods for the patient to drink or eat respectively. The art platform includes a storage medium installed with art-related data and art-related instruments. The storage medium is connected to the computer. The art-related instruments are visited by designated personnel at irregular intervals at the residence to perform art shows and teach patients to perform art using the art instruments. During the art show process, a recording device is used to record, and the subjective feelings of the patients after enjoying the art show are recorded. Then, through analysis by the cloud server, the best art shows acceptable to the patients are obtained, and corresponding art-related data is found in the corresponding art-related database to update the art-related data in the storage medium, and it is broadcast irregularly through the computer.

[0007] Optionally, the drug supply device includes a drug dissolution pump device connected to the drinking water point of the residence, which includes a medicine chamber for placing diabetes and depression drugs, a dissolver, a water pump, and pipelines connecting the water pump, the dissolver, and the drinking water point. The medicine for at least one day's drug dose is taken out from the medicine chamber, put into the dissolver, the water pump is started, the water from the drinking water point is pumped into the dissolver, the water pump is stopped at the specified time, the dissolver is started to stir, and after complete dissolution, the water pump is started again to pump out the dissolved drug from the water outlet.

[0008] Preferably, the dissolver includes a mixing cylinder communicated with the main water pipe, a cylinder cover that closes the mixing cylinder and is detachably connected to the main water pipe. A servo motor is provided at the center of the cylinder cover, a stirring rod connected to the output end of the servo motor, and a stirring blade is provided at the end of the stirring rod. A lid is provided on the cylinder cover for putting the medicine taken out from the medicine chamber into the mixing cylinder through it. A water pipe is led out from the bottom of the mixing cylinder and connected to the water pump. The outlet of the water pump is connected to an electromagnetic valve through a water pipe and then continues to be connected to the water outlet through the electromagnetic valve. The water outlet is connected to the controller through a touch unit. When the water outlet is touched, the valve is controlled to open, and the servo motor is controlled to start the stirring blade in the mixing cylinder to stir. When the time is up and the stirring stops, the water pump is started, and the mixed drug is discharged from the water outlet through the opened valve, and at the same time, the water pump and the electromagnetic valve are closed.

[0009] Preferably, the main water pipe is connected to a water purification device that is connected to the tap water pipe. The main water pipe has branches that are connected to the water outlet through another solenoid valve controlled by a controller. The controller is connected to the cloud server and has a touch panel and a voice prompt speaker for displaying a touch interface and prompting the medication-taking time respectively. The visiting doctor, the medical institution terminal, and the intelligent mobile terminal held by the doctor can all set the medication-taking time. And within a preset period of time before the medication-taking time, the controller completes the operation of stirring and mixing the medicine. When the water outlet is touched, the control valve is opened, and then the water pump is started, and the mixed medicine is discharged from the water outlet through the opened valve. Before this preset period of time, the solenoid valve is in a closed state, while the other solenoid valve is always in an open state and is only controlled by the controller to close after entering the preset period of time before the medication-taking time.

[0010] Optionally, the preset period of time before the medication-taking time is 5 - 30 minutes, the stirring time of the stirring blade in the mixing cylinder is 1 - 3 minutes, and the time for discharging the mixed medicine from the water outlet is calculated based on the amount of medicine input, the pump speed, and the single-dose medication amount.

[0011] Preferably, the controller also regularly reminds of the shortage of medicine in the medicine chamber.

[0012] More preferably, a weighing device electrically connected to the control is provided below the medicine chamber. The controller starts to collect the signal of the weighing device at regular intervals to confirm whether the medicine chamber is short of medicine or the dose is less than the single-dose medication amount. The medicine delivery is completed by the visiting doctor or the designated person. After the medicine delivery is completed, it needs to be confirmed by sending a message from the intelligent mobile terminal held by the doctor or the designated person to the cloud server, and the medical institution terminal receives the confirmation. When forgotten, the medical institution terminal will send a reminder message to the intelligent mobile terminal via the cloud server. The controller can also set the water output of the water purification device. The mixing cylinder can hold enough dissolved medicine for 1 - 7 days of medication. The visiting doctor, or the medical institution terminal or the intelligent mobile terminal held by the doctor can also set the water output through the touch panel or remotely.

[0013] Optionally, the medicine chamber includes a diabetes medicine chamber and a depression medicine chamber. There are two dissolvers, which are respectively used to dissolve diabetes medicine and depression medicine and are connected to the same water outlet. The stirring blade has cutting edges.

[0014] It is easy to understand that completing the mixing in advance before the medication time can better avoid attracting the patient's attention or waking the patient up to notice that their act of fetching water is for taking medicine. In the long run, this act of fetching water without any medication hint and automatically completing the mixing of drugs in advance can enable the patient to gradually get used to the behavior of not taking medicine actively by themselves, thereby reducing the anxiety about their illness and achieving the effect of fading from memory. Assigning the task of administering medicine to visiting doctors or art performers can enable good communication with the patient. While alleviating anxiety, it can also timely replenish the medicine in the medicine room without the need to additionally set up an automatic medicine administration mechanism, which would only increase costs; nor does it require the patient to administer medicine by themselves, thus avoiding the bad experience of reminding the patient that they are ill.

[0015] Optionally, the art data includes at least one of audio, video, pictures, and text data, and the art utensils include at least one of the four treasures of the study, musical instruments, and chess.

[0016] The specific method for the cloud server to analyze and obtain the best art performance acceptable to the patient includes the following steps: S1 Receive the art performance data recorded by the recording device; S2 Construct an artificial intelligence model, use the art performance data and subjective feelings as labels to train the artificial intelligence model, form the feature extraction of the art performance data, and use it as a classification prediction model for subjective feelings. The subjective feelings in the present invention can be the evaluation conclusions of the patient, such as scores, ratings, etc.; S3 Receive the art performance data input into the prediction model in real time to obtain the feeling classification, and select the best feeling art data.

[0017] The emotional support art therapy platform for patients with depression of the present invention is built based on the patient's residence, enabling the patient to more easily and naturally implement the treatment plan in a familiar environment. In addition, the present invention connects the drug mixing with the water intake point, enabling the patient to obtain the drug for drinking when fetching water normally. In addition, the platform of the present invention also eliminates the reminder of taking medicine, eliminating the hidden danger of patient anxiety. At the same time, by combining art performance and intelligent analysis of the patient's preferred art style, it cooperates with the effect of the drug from the aspect of emotional support, more perfectly reducing or even solving the problem of diabetes complicated with depression. The best feeling art data can be the prediction results based on these quantifiable scores, ratings, etc. belonging to subjective feelings, and are the art data of the best evaluation or best grade. BRIEF DESCRIPTION OF THE DRAWINGS

[0018] Figure 1 It is a schematic diagram of the second - floor residence of the patient in the emotional support art therapy platform for patients with depression according to an embodiment of the present invention; Figure 2 It is the layout of the control system computer, musical instrument piano, and recording device smartphone of the treatment platform in the patient's living room according to an embodiment of the present invention; Figure 3 It is a schematic layout diagram of the drug supply device in the treatment platform in the kitchen of the embodiment of the present invention; Figure 4 It is a schematic composition diagram of the drug dissolution pump device in the drug supply device of the embodiment of the present invention; Figure 5 It is a schematic diagram of the method for the smart phone of the embodiment of the present invention to send the piano recording to the cloud server for analysis to obtain the best art performance that the patient can accept; Wherein: A - diabetes drug chamber, B - depression drug chamber, C - outer cylinder, D - cylinder cover, E - servo motor, F - stirring rod, G - stirring blade, H - lifting cover, I - water pump, J - solenoid valve, K - water outlet, L - controller, M - another solenoid valve, N - water purification device. Specific implementation mode

[0019] Figure 1 It is a schematic diagram of the residential building where the patient is located in the layout of the emotional support art therapy platform for depression patients of the embodiment of the present invention. Taking the 2nd floor indicated by the arrow as an example, Figure 2 is the living room. The emotional support art therapy platform includes the patient's residence, that is, such as Figure 2 the living room, a computer and a musical instrument piano (as an art platform) are specially set in the patient's residence, and a recording device is set beside the piano, that is, a smart phone mounted on the live broadcast bracket. The emotional support art therapy platform for depression patients of the embodiment of the present invention also includes Figure 3 a drinking water point beside the kitchen stove in, that is, a drug supply device set at the tap water outlet of the under-counter sink.

[0020] The emotional support art therapy platform for depression patients of the embodiment of the present invention also includes a drug supply device. The drug supply device includes a drug dissolution pump device connected to the kitchen water outlet. The drug dissolution pump device includes drug chambers for placing diabetes and depression drugs (diabetes drug chamber A and depression drug chamber B placed in the ceiling cabinet), a dissolver, a water pump, and pipelines connecting the water pump, the dissolver, and the drinking water point. Take out the drugs with a 7-day dosage from the drug chamber, put them into the dissolver, start the water pump, pump the water at the drinking water point into the dissolver, stop the water pump at the specified time, start the dissolver to stir, and after complete dissolution, start the water pump again to pump out the dissolved drugs from the water outlet.

[0021] Specifically, as Figures 3 - 4As shown, the drug dissolution pump device includes a water purification device N connected to the main water pipe. The water purification device N is connected to the dissolver through a water pipe, then intervenes in the water pump I through a water pipe, and then is connected to the water outlet K through a solenoid valve J via a water pipe. The water outlet K is specifically a touch faucet. The main water pipe has a branch, and the branch is jointly connected to the touch faucet through another solenoid valve M. The main water pipe is connected to the water purification device N, and the water purification device N is connected to the tap water pipe.

[0022] In some embodiments, the dissolver includes a mixing cylinder communicated with the main water pipe, a cylinder cover that closes the mixing cylinder and is detachably connected to the main water pipe. A servo motor is provided at the center of the cylinder cover, a stirring rod connected to the output end of the servo motor, and a stirring blade is provided at the end of the stirring rod. A lifting cover is provided on the cylinder cover for putting the drug taken out from the medicine chamber into the mixing cylinder through it. A water pipe is led out from the bottom of the mixing cylinder and connected to the water pump. The outlet of the water pump is connected to the solenoid valve through a water pipe, and continues to be connected to the water outlet through the solenoid valve. The water outlet is connected to the controller through a touch control unit. When the water outlet is touched, the valve is controlled to open, and the servo motor is controlled to start the stirring blade in the mixing cylinder to stir. When the stirring stops, the water pump is started, and the mixed drug is discharged from the water outlet through the opened valve, and at the same time the water pump and the solenoid valve are closed.

[0023] As Figure 4 shown, the dissolver includes an outer cylinder C and a cylinder cover D that detachably seals the outer cylinder C. A lifting cover H is provided on the cylinder cover D for putting the drug into the outer cylinder. A servo motor E is provided at the center of the cylinder cover D, a stirring rod F is installed at its output end, and a stirring blade G with a cutting edge is installed at the end of the stirring rod F. The water purification device N, the servo motor E, the water pump I, the solenoid valve J, another solenoid valve M, and the touch control unit of the water outlet K, that is, the touch control unit provided on the touch faucet, are all connected to the controller L.

[0024] The controller L is connected to the cloud server. The controller L has a touch panel and a prompt voice speaker. The controller is used to display the touch interface, and the prompt voice speaker is used to prompt the medication time. Optionally, the visiting doctor, the medical institution terminal, and the intelligent mobile terminal held by the doctor can all set the medication time. And within a preset time period before the medication time, the controller L completes the control operation of stirring and mixing the drug. When the water outlet is touched, the valve is controlled to open, and then the water pump is started, and the mixed drug is discharged from the water outlet through the opened valve; and before this preset time period, the solenoid valve is in a closed state, and the other solenoid valve is always in an open state. Only after entering the preset time period before the medication time, the other solenoid valve is controlled by the controller to close.

[0025] In addition, the controller can also be used to remind when the medicine in the medicine chamber is running low. Specifically, a weighing device electrically connected to the control is provided below the medicine chamber. The controller starts to collect the signals of the weighing device at fixed intervals to confirm whether the medicine chamber is running low or the dose is less than one dose. The medicine dispensing is completed by the visiting doctor or the designated person. After the medicine dispensing is completed, it needs to be confirmed by sending a message to the cloud server through the intelligent mobile terminal held by the doctor or the designated person, and the medical institution terminal receives the confirmation. When forgotten, the medical institution terminal will send a reminder message to the intelligent mobile terminal via the cloud server. The controller can also set the water output of the water purification device. The mixing cylinder can hold enough dissolved medicine for 1-7 days of medicine intake. The visiting doctor, or the medical institution terminal or the intelligent mobile terminal held by the doctor can also set the water output through the touch panel or remotely.

[0026] The art performers visit the patient's residence every week, replenish the medicine in the outer cylinder, and set the water volume entering the outer cylinder D of the water purification device N on the touch screen of the controller. At the same time, piano performances and piano teaching are carried out. Figure 2 As shown in, a live broadcast bracket is placed beside the piano to hold the smart phone, set up video and record the performance of the art performers, and communicate with the patients about the subjective feelings of different performance pieces and styles. The smart phone sends the piano recording to the cloud server for analysis to obtain the best art performance that the patients can accept.

[0027] Figure 5 is a schematic diagram of the method for the smart phone in the embodiment of the present invention to send the piano recording to the cloud server for analysis to obtain the best art performance that the patients can accept. As Figure 5 shown, the specific method includes the following steps: S1, the recording device records art performance data. The recording device can be a mobile phone or other terminal devices. The art data includes audio, video, pictures, and text data. The art instruments include at least one of the four treasures of the study, musical instruments, and chess.

[0028] S2, build an artificial intelligence model, use the audio data and the subjective feelings as labels to train the artificial intelligence model, and form a feature extraction of the audio data (frequency time-domain distribution feature) for the classification prediction model of subjective feelings.

[0029] Optionally, audio preprocessing can be performed: denoising, framing, windowing, etc. are performed on the audio data to improve the accuracy of feature extraction. Label sorting can also be performed: encoding the subjective feeling labels (such as "happy", "calm", "irritable") so that the model can process them. Feature extraction can include: time-domain features: calculating short-time energy, zero-crossing rate, etc. Frequency-domain features: extracting spectral centroid, MFCC, etc. through Fourier transform. Statistical features: calculating the maximum value, minimum value, mean, and standard deviation of the features, etc.

[0030] When constructing the model, a model architecture can be selected. Deep learning models such as CNN or RNN can be used to process audio features. The extracted audio features are used as input, and subjective feeling labels are used as output. The model is trained through the backpropagation algorithm. For the application of the loss function and optimizer, categorical cross-entropy is used as the loss function, and optimizers such as Adam or SGD can be adopted.

[0031] For the trained model, model evaluation and optimization can also be carried out. Evaluation metrics: Metrics such as accuracy, recall, and F1-score are used to evaluate the model performance. Hyperparameter tuning: Hyperparameters of the model, such as learning rate and batch size, are adjusted through methods such as cross-validation. Data augmentation: Audio data is augmented (such as adding noise, changing pitch, etc.) to improve the robustness of the model.

[0032] S3. Art performance data is received in real time and input into the prediction model to obtain feeling categorizations, and the best-feeling art data is selected.

[0033] For the art performance data received in real time, it is input into the trained prediction model to obtain the categorization results of subjective feelings. According to the categorization results, the art data with the best feelings is selected.

[0034] Specifically, a stream processing framework (such as Apache Kafka, RabbitMQ) is used to receive data such as audio and video in real time. The received data is temporarily stored in a buffer to ensure the continuity and integrity of the data.

[0035] Feature extraction is performed on the audio data received in real time, and the frequency-time domain distribution features are extracted. The extracted features are input into the trained model to output the categorization results of subjective feelings in real time. According to the categorization results of subjective feelings output by the model, art data that meets specific feelings (such as "happy", "calm") is selected. Screening is carried out according to preset rules (such as selecting data with "happy" feelings), and the art data with the best feelings is output.

[0036] Regarding the supplement of medicine. On one side of the cooking range, there is a weighing device on the countertop where the sink extends ( Figure 3 not shown in the figure). The medicine chambers A and B are placed on the weighing device, or the weighing device is set in the wall cabinet, and the medicine chambers A and B are placed on the weighing device. The controller L starts to collect the signals of the weighing scale every 1 hour to confirm whether the medicine chambers are empty or the dosage is less than one dose. The medicine delivery is completed by the art performance personnel. After the medicine delivery is completed, it needs to be confirmed by sending a message from the intelligent mobile terminal held by the art performance personnel to the cloud server, and the medical institution terminal receives the confirmation. When forgotten, the medical institution terminal will send a reminder message to the intelligent mobile terminal via the cloud server.

[0037] The above are only the preferred embodiments of the present invention, and the protection scope of the present invention is not limited to the above embodiments. All technical solutions falling within the concept of the present invention belong to the protection scope of the present invention. It should be noted that for those of ordinary skill in the art, several improvements and refinements made without departing from the principle of the present invention should also be regarded as within the protection scope of the present invention.

Claims

1. An emotional support art therapy platform for patients with depression, characterized in that, It includes the patient's residence, as well as a drug supply device, an art platform, and a control system provided in the patient's residence. The control system includes a computer of the networked medical institution terminal in the residence, and a cloud server connected to the medical institution terminal or the intelligent mobile terminal held by the physician; the drug supply device is controlled by the control system to introduce drugs into water or food for the patient to drink or eat respectively. The art platform includes a storage medium installed with art-related data and art-related instruments. The storage medium is connected to the computer. The art-related instruments are visited by designated personnel to the residence at irregular intervals for art performances and to teach the patient to perform art using the art instruments. During the art performance, a recording device is used to record, and the subjective feelings of the patient after enjoying the art performance are recorded. Analysis is carried out through the cloud server to obtain the best art performance that the patient can accept, and corresponding art-related data is found in the corresponding art-related database to update the art-related data in the storage medium, and it is broadcast through the computer at irregular intervals.

2. The platform according to claim 1, wherein The drug supply device includes a drug dissolution pump device connected to the drinking water point in the residence; the drug dissolution pump device includes a medicine chamber for placing diabetes and depression drugs, a dissolver, a water pump, and pipelines connecting the water pump, the dissolver, and the drinking water point; take out the medicine of at least one day's drug dose from the medicine chamber, put it into the dissolver, start the water pump, pump the water from the drinking water point into the dissolver, stop the water pump at the specified time, start the dissolver to stir, and after complete dissolution, start the water pump again to pump out the dissolved drug from the water outlet.

3. The platform according to claim 2, wherein The dissolver includes a mixing cylinder communicated with the main water pipe, a cylinder cover that closes the mixing cylinder and is detachably connected to the main water pipe. A servo motor is provided at the center of the cylinder cover. The output end of the servo motor is connected to a stirring rod, and a stirring blade is provided at the end of the stirring rod. A lid is provided on the cylinder cover for putting the medicine taken out from the medicine chamber into the mixing cylinder through it. A water pipe is led out from the bottom of the mixing cylinder and connected to the water pump. The water outlet of the water pump is connected to an electromagnetic valve through a water pipe and continues to be connected to the water outlet through the electromagnetic valve. The water outlet is connected to the controller through a touch unit. When the water outlet is touched, the valve is controlled to open, and the servo motor is controlled to start the stirring blade in the mixing cylinder to stir. When the time is up, stop stirring and start the water pump to discharge the mixed drug from the water outlet through the opened valve, and close the water pump and the electromagnetic valve when the time is up.

4. The platform according to claim 3, wherein The main water pipe is connected to a water purification device that is connected to the tap water pipe. The main water pipe has a branch that is connected to the water outlet through another solenoid valve connected to the controller. The controller is connected to the cloud server. It has a touch panel and a voice prompt speaker, which are used to display the touch interface and prompt the medicine-taking time respectively. The visiting doctor, the medical institution terminal, and the intelligent mobile terminal held by the doctor can all set the medicine-taking time. And within a preset time period before the medicine-taking time, the controller completes the operation of stirring and mixing the medicine. When the water outlet is touched, the control valve is opened, and then the water pump is started, and the mixed medicine is discharged from the water outlet through the opened valve. Before this preset time period, the solenoid valve is in the closed state, and the other solenoid valve is always in the open state. Only after entering the preset time period before the medicine-taking time, this other solenoid valve is controlled by the controller to close.

5. The platform according to any one of claims 2 - 4, characterized in that, The preset time period before the medicine-taking time is 5 - 30 minutes. The stirring time of the stirring blade in the mixing cylinder is 1 - 3 minutes. The time for discharging the mixed medicine from the water outlet is calculated based on the amount of medicine input, the pump speed, and the single-dose medicine amount.

6. The platform according to claim 5, wherein The controller also regularly reminds of the shortage of medicine in the medicine chamber.

7. The platform according to claim 6, wherein A weighing device connected to the control is arranged below the medicine chamber. The controller starts to collect the signal of the weighing device at regular intervals to confirm whether the medicine chamber is short of medicine or the dose is less than the single-dose medicine amount. The medicine delivery is completed by the visiting doctor or the designated person. After the medicine delivery is completed, it needs to be confirmed by sending a message from the intelligent mobile terminal held by the doctor or the designated person to the cloud server, and the medical institution terminal receives the confirmation. When forgotten, the medical institution terminal will send a reminder message to the intelligent mobile terminal via the cloud server. The controller can also set the water output of the water purification device. The mixing cylinder can hold enough dissolved medicine for 1 - 7 days of medicine-taking. The visiting doctor, or the medical institution terminal or the intelligent mobile terminal held by the doctor can also set the water output through the touch panel or remotely.

8. The platform according to claim 7, characterized in that, The medicine chamber includes a diabetes medicine chamber and a depression medicine chamber. There are two dissolvers, which are respectively used to dissolve diabetes medicine and depression medicine, and are connected to the same water outlet. The stirring blade has a sharp edge.

9. The platform according to claim 8, characterized in that The art data includes at least one of audio, video, pictures, and text data. The art appliances include at least one of the four treasures of the study, musical instruments, and chess.

10. The platform according to any one of claims 6-9, characterized in that, The specific method for the cloud server to analyze and obtain the best art performance that the patient can accept includes the following steps: S1 Receive the art performance data recorded by the recording device. S2 Build an artificial intelligence model. Use the art performance data and subjective feelings as labels to train the artificial intelligence model to form a feature extraction of the art performance data for a classification prediction model of subjective feelings. S3 Receive the art performance data input into the prediction model in real time to obtain the feeling classification, and select the best feeling art data.

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