Treatment evaluation test system and method for joint treatment equipment
By obtaining joint treatment equipment operation data and personnel joint activity data, and conducting abnormal evaluation and comprehensive analysis, the problem of inaccurate prediction of treatment effects in the prior art is solved, and the safety of the treatment process is improved.
Patent Information
- Application Number
- CN202411810930.3
- Authority / Receiving Office
- CN · China
- Patent Type
- Applications(China)
- Current Assignee / Owner
- Filing Date
- 2024-12-10
- Publication Date
- 2025-05-23
AI Technical Summary
When evaluating the treatment effect of articulation equipment, it is impossible to accurately estimate the equipment operation data before and after treatment and the joint treatment situation of personnel, resulting in poor safety.
Design a treatment evaluation and testing system and method, and obtain joint treatment equipment operation data and personnel joint activity data, conduct equipment operation abnormalities and personnel joint treatment abnormalities, and combine the results of the two to achieve an accurate prediction of the treatment effect.
It improves the safety of joint treatment and ensures the matching of treatment with the patient through accurate prediction of the treatment effect.
Smart Images
Figure CN120032801A_ABST
Abstract
Description
Technical Field
[0001] The present application belongs to the field of joint treatment, and specifically is a treatment evaluation test system and method for joint treatment equipment. Background Art
[0002] Joint treatment equipment may involve multiple fields, including medical equipment, physical therapy equipment, rehabilitation training equipment, etc. The design and use of these devices are intended to help improve joint function, relieve pain, promote rehabilitation, etc.; with the advancement of technology, artificial intelligence (AI) is also playing an increasingly important role in joint treatment. For example, AI can help doctors develop personalized treatment plans and improve treatment effects by analyzing patients' medical data, imaging data, etc. At the same time, AI can also assist doctors in surgical operations, rehabilitation training, etc., to improve the accuracy and efficiency of treatment; When analyzing joint treatment equipment, the existing technology usually only monitors the data of the operation process, and cannot accurately estimate the treatment effect based on the equipment operation data before and after treatment and the joint treatment status of the personnel, resulting in poor safety. Most of the existing technologies have the above problems; In order to solve the problems raised by this background technology, the present application designs a treatment evaluation test system and method for joint treatment equipment. Summary of the invention
[0003] In view of the deficiencies in the prior art, the present application proposes a treatment evaluation test system and method for joint treatment equipment.
[0004] To achieve the above objectives, the present application provides the following technical solutions: In the first aspect, the present application provides a treatment evaluation test method for a joint treatment device, which comprises the following specific steps: S1. Obtain the operation data of the joint treatment equipment and the joint activity data of the personnel during the treatment; S2. Evaluate equipment operation abnormality based on joint treatment equipment operation data; S3. Evaluate the abnormality of the joint treatment of the personnel based on the joint activity data of the personnel obtained during the treatment process; S4. Conduct a comprehensive analysis of the equipment treatment effects based on the abnormal equipment operation assessment results and the abnormal joint treatment condition assessment results of personnel.
[0005] Preferably, the specific contents of obtaining the operation data of the joint treatment device and obtaining the joint activity data of the person during the treatment are: S11, obtaining operation data of the joint treatment device in real time during the test, wherein the operation data includes voltage, current and output data; S12, obtaining joint activity data of the personnel's joints before and after the test process, wherein the joint activity data includes the jitter frequency and jitter amplitude data of the joint activity process, and also includes the joint flexion and extension speed data; S13, storing the collected data in a storage module and performing denoising processing; The steps of data denoising mainly include the following steps: S131. Data collection: It is necessary to collect data containing noise, which can come from various sources such as sensors, measurement equipment, images, audio, etc. S132. Data preprocessing: Before denoising, data preprocessing is usually required, which may include data cleaning, outlier removal, normalization and other operations to ensure data quality and consistency; S133, select denoising algorithm: select a suitable denoising algorithm according to the characteristics of the data and the type of noise. Common denoising algorithms include mean filtering, median filtering, Gaussian filtering, wavelet transform, etc.; S134, algorithm parameter setting: for the selected denoising algorithm, corresponding parameters need to be set. The selection of these parameters will affect the denoising effect and need to be adjusted and optimized according to the specific situation; S135, data denoising: using the set denoising algorithm to process the data and remove noise; Preferably, the device operation abnormality assessment based on the joint treatment device operation data includes the following specific contents: The operation data of the joint treatment device is obtained in real time during the corresponding test process, and the operation data of the joint treatment device during the test process is imported into the equipment operation abnormal value calculation formula to calculate the equipment operation abnormal value, wherein the equipment operation abnormal value calculation formula is: , where T is the test duration, m is the number of operating data, xit is the specific value of the i operating data at test time t, xim is the standard value of the i operating data, dt is the time integral, i is any item from 1 to m, and the calculated equipment operation abnormal value is obtained.
[0006] Preferably, the step of obtaining the joint activity data of the person during the treatment process to perform abnormal assessment on the person's joint treatment condition includes the following specific steps: S31, obtaining the shaking frequency, shaking amplitude data and joint flexion and extension speed data of the joint activity process of the personnel before and after treatment; S32, respectively importing the jitter frequency, jitter amplitude data and joint flexion and extension speed data of the joint activity process of the personnel before and after treatment into the joint injury abnormal value calculation formula to calculate the joint injury abnormal value, wherein the joint injury abnormal value calculation formula is: , where Tc is the joint activity test time, vt is the joint activity speed at time t, vm is the change value of the joint activity speed, ct is the number of joint jitters at time t, djt is the amplitude of the jth jitter at time t, and dm is the jitter amplitude safety value; S33, obtaining the abnormal values of joint injuries of the personnel before and after treatment, and importing the abnormal values of joint injuries of the personnel before and after treatment into the calculation formula of the abnormal evaluation value of joint treatment to calculate the abnormal evaluation value of joint treatment, wherein the calculation formula of the abnormal evaluation value of joint treatment is: , where exp() is the power of the natural constant e, Gjq is the abnormal value of joint damage before treatment, and Gjh is the abnormal value of joint damage after treatment.
[0007] Preferably, the comprehensive analysis of the equipment treatment effect according to the equipment operation abnormality evaluation results and the personnel joint treatment abnormality evaluation results includes the following specific contents: obtaining the calculated equipment operation abnormality value and the joint treatment abnormality evaluation value, and adding them to obtain the treatment effect evaluation value; The calculated treatment effect evaluation value is obtained and compared with the treatment effect evaluation threshold. If the obtained treatment effect evaluation value is greater than or equal to the treatment effect evaluation threshold, it means that the treatment does not match the patient. If the obtained treatment effect evaluation value is less than the treatment effect evaluation threshold, it means that the treatment matches the patient.
[0008] In a second aspect, the present application provides a treatment evaluation test system for joint treatment equipment, which is implemented based on the above-mentioned treatment evaluation test method for joint treatment equipment, and specifically includes a data acquisition module, a device operation abnormality evaluation module, a treatment situation abnormality evaluation module and a comprehensive analysis module; Among them, the data acquisition module is used to obtain the operation data of the joint treatment equipment and obtain the joint activity data of the personnel during the treatment process; the equipment operation abnormality assessment module is used to perform equipment operation abnormality assessment based on the joint treatment equipment operation data; the treatment condition abnormality assessment module is used to perform personnel joint treatment condition abnormality assessment based on the personnel joint activity data obtained during the treatment process; the comprehensive analysis module is used to perform a comprehensive analysis of the equipment treatment effect based on the equipment operation abnormality assessment results and the personnel joint treatment condition abnormality assessment results.
[0009] In a third aspect, the present application provides an electronic device, comprising: a processor and a memory, wherein the memory stores a computer program that can be called by the processor; The processor executes the above-mentioned treatment evaluation test method for joint treatment equipment by calling the computer program stored in the memory.
[0010] In a fourth aspect, the present application provides a computer-readable storage medium storing instructions, which, when executed on a computer, enable the computer to execute a treatment evaluation test method for a joint treatment device as described above.
[0011] Compared with the prior art, the beneficial effects of this application are: The present application obtains the operation data of the joint treatment equipment and simultaneously obtains the joint movement data of the personnel during the treatment process, performs an abnormality assessment on the operation of the equipment based on the operation data of the joint treatment equipment, performs an abnormality assessment on the joint treatment condition of the personnel based on the joint movement data of the personnel obtained during the treatment process, performs a comprehensive analysis on the equipment treatment effect based on the abnormality assessment results of the equipment operation and the abnormality assessment results of the joint treatment condition of the personnel, accurately predicts the treatment effect based on the equipment operation data before and after the treatment and the joint treatment condition of the personnel, thereby improving the safety of the personnel during the treatment process. BRIEF DESCRIPTION OF THE DRAWINGS
[0012] Other features, objects and advantages of the present application will become more apparent by reading the detailed description of non-limiting embodiments made with reference to the following drawings; Figure 1 This is a schematic diagram of the overall process of a treatment evaluation test method for a joint treatment device in this application; Figure 2 This is a schematic diagram of step S3 of a treatment evaluation test method for a joint treatment device of the present application; Figure 3 This is a schematic diagram of the overall framework of a treatment evaluation test system for joint treatment equipment in the present application. DETAILED DESCRIPTION
[0013] The technical solutions in the embodiments of the present application will be clearly and completely described below in conjunction with the drawings in the embodiments of the present application. Obviously, the described embodiments are only part of the embodiments of the present application, rather than all of the embodiments.
[0014] Example 1 This application provides a preferred embodiment: Figure 1-Figure 2 As shown, a treatment evaluation test method for a joint treatment device comprises the following specific steps: S1. Obtain the operation data of the joint treatment equipment and the joint activity data of the personnel during the treatment; S2. Evaluate equipment operation abnormality based on joint treatment equipment operation data; S3. Evaluate the abnormality of the joint treatment of the personnel based on the joint activity data of the personnel obtained during the treatment process; S4. Conduct a comprehensive analysis of the equipment treatment effect based on the equipment operation abnormality assessment results and the personnel joint treatment abnormality assessment results; In this embodiment, the specific contents of obtaining the operation data of the joint treatment device and obtaining the joint activity data of the person during the treatment are: S11, obtaining operation data of the joint treatment device in real time during the test, wherein the operation data includes voltage, current and output data; S12, obtaining joint activity data of the personnel's joints before and after the test process, wherein the joint activity data includes the jitter frequency and jitter amplitude data of the joint activity process, and also includes the joint flexion and extension speed data; S13, storing the collected data in a storage module and performing denoising processing; In this embodiment, the steps of data denoising mainly include the following steps: S131. Data collection: It is necessary to collect data containing noise, which can come from various sources such as sensors, measurement equipment, images, audio, etc. S132. Data preprocessing: Before denoising, data preprocessing is usually required, which may include data cleaning, outlier removal, normalization and other operations to ensure data quality and consistency; S133, select denoising algorithm: select a suitable denoising algorithm according to the characteristics of the data and the type of noise. Common denoising algorithms include mean filtering, median filtering, Gaussian filtering, wavelet transform, etc.; S134, algorithm parameter setting: for the selected denoising algorithm, corresponding parameters need to be set. The selection of these parameters will affect the denoising effect and need to be adjusted and optimized according to the specific situation; S135, data denoising: using the set denoising algorithm to process the data and remove noise; In this embodiment, the device operation abnormality assessment based on the joint treatment device operation data includes the following specific contents: The operation data of the joint treatment device is obtained in real time during the corresponding test process, and the operation data of the joint treatment device during the test process is imported into the equipment operation abnormal value calculation formula to calculate the equipment operation abnormal value, wherein the equipment operation abnormal value calculation formula is: , where T is the test duration, m is the number of operating data, xit is the specific value of operating data i at test time t, xim is the standard value of operating data i, dt is the time integral, i is any item from 1 to m, and the calculated equipment operation abnormal value is obtained; In this embodiment, obtaining joint activity data of a person during treatment to perform abnormal assessment of the person's joint treatment condition includes the following specific steps: S31, obtaining the shaking frequency, shaking amplitude data and joint flexion and extension speed data of the joint activity process of the personnel before and after treatment; S32, respectively importing the jitter frequency, jitter amplitude data and joint flexion and extension speed data of the joint activity process of the personnel before and after treatment into the joint injury abnormal value calculation formula to calculate the joint injury abnormal value, wherein the joint injury abnormal value calculation formula is: , where Tc is the joint activity test time, vt is the joint activity speed at time t, vm is the change value of the joint activity speed, ct is the number of joint jitters at time t, djt is the amplitude of the jth jitter at time t, and dm is the jitter amplitude safety value; S33, obtaining the abnormal values of joint injuries of the personnel before and after treatment, and importing the abnormal values of joint injuries of the personnel before and after treatment into the calculation formula of the abnormal evaluation value of joint treatment to calculate the abnormal evaluation value of joint treatment, wherein the calculation formula of the abnormal evaluation value of joint treatment is: , where exp() is the power of the natural constant e, Gjq is the abnormal value of joint damage before treatment, and Gjh is the abnormal value of joint damage after treatment; In this embodiment, the comprehensive analysis of the equipment treatment effect based on the equipment operation abnormality evaluation results and the personnel joint treatment abnormality evaluation results includes the following specific contents: obtaining the calculated equipment operation abnormality value and the joint treatment abnormality evaluation value, adding them to obtain the treatment effect evaluation value; The calculated treatment effect evaluation value is obtained and compared with the treatment effect evaluation threshold. If the obtained treatment effect evaluation value is greater than or equal to the treatment effect evaluation threshold, it means that the treatment does not match the patient. If the obtained treatment effect evaluation value is less than the treatment effect evaluation threshold, it means that the treatment matches the patient.
[0015] The advantages of this embodiment over the prior art are as follows: obtaining operation data of joint treatment equipment and simultaneously obtaining personnel's joint activity data during treatment, performing equipment operation abnormality assessment based on the joint treatment equipment operation data, performing personnel joint treatment abnormality assessment based on personnel joint activity data obtained during treatment, performing comprehensive analysis of equipment treatment effects based on equipment operation abnormality assessment results and personnel joint treatment abnormality assessment results, accurately predicting treatment effects based on equipment operation data before and after treatment and personnel joint treatment conditions, thereby improving safety during personnel treatment.
[0016] Example 2 like Figure 3As shown, a treatment evaluation and testing system for joint treatment equipment is implemented based on the above-mentioned treatment evaluation and testing method for joint treatment equipment, and specifically includes a data acquisition module, an equipment operation abnormality evaluation module, a treatment condition abnormality evaluation module and a comprehensive analysis module; the data acquisition module is used to obtain the joint treatment equipment operation data, and at the same time obtain the personnel joint movement data during the treatment process; the equipment operation abnormality evaluation module is used to perform equipment operation abnormality evaluation based on the joint treatment equipment operation data; the treatment condition abnormality evaluation module is used to perform personnel joint treatment condition abnormality evaluation based on the personnel joint movement data obtained during the treatment process; the comprehensive analysis module is used to conduct a comprehensive analysis of the equipment treatment effect based on the equipment operation abnormality evaluation results and the personnel joint treatment condition abnormality evaluation results.
[0017] Example 3 This embodiment provides an electronic device, including: a processor and a memory, wherein the memory stores a computer program that can be called by the processor; The processor executes the above-mentioned treatment evaluation test method for joint treatment equipment by calling the computer program stored in the memory.
[0018] The electronic device may have relatively large differences due to different configurations or performances, and may include one or more processors and one or more memories, wherein the memories store at least one computer program, and the computer program is loaded and executed by the processor to implement a treatment evaluation test method for a joint treatment device provided in the above method embodiment. The electronic device may also include other components for implementing the functions of the device, for example, the electronic device may also have components such as a wired or wireless network interface and an input / output interface to input and output data. This embodiment will not be described in detail here.
[0019] Example 4 This embodiment provides a computer-readable storage medium having a rewritable computer program stored thereon; When the computer program runs on a computer device, the computer device executes the above-mentioned treatment evaluation test method for a joint treatment device.
[0020] For example, the computer readable storage medium can be a read-only memory, a random access memory, a read-only CD-ROM, a magnetic tape, a floppy disk, an optical data storage device, and the like.
[0021] The above embodiments can be implemented in whole or in part by software, hardware, firmware or any other combination. When implemented by software, the above embodiments can be implemented in whole or in part in the form of a computer program product. The computer program product includes one or more computer instructions or computer programs. When a computer instruction or computer program is loaded or executed on a computer, a process or function according to an embodiment of the present application is generated in whole or in part. The computer can be a general-purpose computer, a special-purpose computer, a computer network or other programmable device. Computer instructions can be stored in a computer-readable storage medium, or transmitted from one computer-readable storage medium to another computer-readable storage medium. For example, computer instructions can be transmitted from one website site, computer, server or data center to another website site, computer, server or data center through a wired network or / and a wireless network. The computer-readable storage medium can be any available medium that a computer can access or a data storage device such as a server or data center that contains one or more available media sets. The available medium can be a magnetic medium (e.g., a floppy disk, a hard disk, a tape), an optical medium (e.g., a DVD), or a semiconductor medium. The semiconductor medium can be a solid-state hard disk.
[0022] The terms "comprises," "comprising," or any other variations thereof are intended to cover non-exclusive inclusion such that a process, method, article, or apparatus that includes a list of elements includes not only those elements but also other elements not expressly listed, or also includes elements inherent to such process, method, article, or apparatus.
[0023] The above description is only a preferred embodiment of the present application and an explanation of the technical principles used. Those skilled in the art should understand that the scope of application involved in the present application is not limited to the technical solution formed by a specific combination of the above technical features, but should also cover other technical solutions formed by any combination of the above technical features or their equivalent features without departing from the aforementioned application concept. For example, the above features are replaced with (but not limited to) technical features with similar functions applied in the present application.
Claims
1. A treatment evaluation test method for a joint treatment device, characterized in that: It includes the following specific steps: S1. Obtain the operation data of the joint treatment equipment and the joint activity data of the personnel during the treatment; S2. Evaluate equipment operation abnormality based on joint treatment equipment operation data; S3. Evaluate the abnormality of the joint treatment of the personnel based on the joint activity data of the personnel obtained during the treatment process; S4. Conduct a comprehensive analysis of the equipment treatment effects based on the abnormal equipment operation assessment results and the abnormal joint treatment condition assessment results of personnel.
2. A treatment evaluation test method for joint treatment equipment as claimed in claim 1, characterized in that: The specific contents of obtaining the operation data of the joint treatment device and obtaining the joint activity data of the person during the treatment are: S11, obtaining operation data of the joint treatment device in real time during the test, wherein the operation data includes voltage, current and output data; S12, obtaining joint activity data of the personnel's joints before and after the test process, wherein the joint activity data includes the jitter frequency and jitter amplitude data of the joint activity process, and also includes the joint flexion and extension speed data; S13, storing the collected data in a storage module and performing denoising processing.
3. A treatment evaluation test method for joint treatment equipment as claimed in claim 1, characterized in that: The steps of data denoising mainly include the following steps: S131. Data collection: It is necessary to collect noisy data, which can come from various sources such as sensors, measurement equipment, images, and audio; S132. Data preprocessing: Before denoising, data needs to be preprocessed, which may include data cleaning, outlier removal, and normalization operations to ensure data quality and consistency; S133, selecting a denoising algorithm: selecting a suitable denoising algorithm according to the characteristics of the data and the type of noise; S134, algorithm parameter setting: for the selected denoising algorithm, corresponding parameters need to be set. The selection of these parameters will affect the denoising effect and need to be adjusted and optimized according to the specific situation; S135, data denoising: use the set denoising algorithm to process the data and remove noise.
4. A treatment evaluation test method for joint treatment equipment as claimed in claim 3, characterized in that: The device operation abnormality assessment based on the joint treatment device operation data includes the following specific contents: The operation data of the joint treatment device is obtained in real time during the corresponding test process, and the operation data of the joint treatment device during the test process is imported into the equipment operation abnormal value calculation formula to calculate the equipment operation abnormal value, wherein the equipment operation abnormal value calculation formula is: , where T is the test duration, m is the number of operating data, xit is the specific value of the i operating data at test time t, xim is the standard value of the i operating data, dt is the time integral, i is any item from 1 to m, and the calculated equipment operation abnormal value is obtained.
5. A treatment evaluation test method for joint treatment equipment as claimed in claim 4, characterized in that: The method of performing abnormal assessment on the joint treatment condition of a person according to the joint activity data of the person obtained during the treatment process includes the following specific steps: S31, obtaining the shaking frequency, shaking amplitude data and joint flexion and extension speed data of the joint activity process of the personnel before and after treatment; S32, respectively importing the jitter frequency, jitter amplitude data and joint flexion and extension speed data of the joint activity process of the personnel before and after treatment into the joint injury abnormal value calculation formula to calculate the joint injury abnormal value, wherein the joint injury abnormal value calculation formula is: , where Tc is the joint activity test time, vt is the joint activity speed at time t, vm is the change value of the joint activity speed, ct is the number of joint jitters at time t, djt is the amplitude of the jth jitter at time t, and dm is the jitter amplitude safety value; S33, obtaining the abnormal values of joint injuries of the personnel before and after treatment, and importing the abnormal values of joint injuries of the personnel before and after treatment into the calculation formula of the abnormal evaluation value of joint treatment to calculate the abnormal evaluation value of joint treatment, wherein the calculation formula of the abnormal evaluation value of joint treatment is: , where exp() is the power of the natural constant e, Gjq is the abnormal value of joint damage before treatment, and Gjh is the abnormal value of joint damage after treatment.
6. A treatment evaluation test method for joint treatment equipment as claimed in claim 5, characterized in that: The comprehensive analysis of the equipment treatment effect according to the equipment operation abnormality evaluation results and the personnel joint treatment abnormality evaluation results includes the following specific contents: obtaining the calculated equipment operation abnormality value and the joint treatment abnormality evaluation value, and adding them to obtain the treatment effect evaluation value; The calculated treatment effect evaluation value is obtained and compared with the treatment effect evaluation threshold. If the obtained treatment effect evaluation value is greater than or equal to the treatment effect evaluation threshold, it means that the treatment does not match the patient. If the obtained treatment effect evaluation value is less than the treatment effect evaluation threshold, it means that the treatment matches the patient.
7. A treatment evaluation test system for joint treatment equipment, which is implemented based on the treatment evaluation test method for joint treatment equipment as described in any one of claims 1 to 6, characterized in that: It specifically includes a data acquisition module, an equipment operation abnormality assessment module, a treatment situation abnormality assessment module and a comprehensive analysis module; Among them, the data acquisition module is used to obtain the operation data of the joint treatment equipment and obtain the joint activity data of the personnel during the treatment process; the equipment operation abnormality assessment module is used to perform equipment operation abnormality assessment based on the joint treatment equipment operation data; the treatment condition abnormality assessment module is used to perform personnel joint treatment condition abnormality assessment based on the personnel joint activity data obtained during the treatment process; the comprehensive analysis module is used to perform a comprehensive analysis of the equipment treatment effect based on the equipment operation abnormality assessment results and the personnel joint treatment condition abnormality assessment results.
8. An electronic device comprising: A processor and a memory, wherein the memory stores a computer program that can be called by the processor; It is characterized in that the processor executes a treatment evaluation test method for a joint treatment device as described in any one of claims 1-6 by calling a computer program stored in the memory.
9. A computer-readable storage medium, characterized in that: Instructions are stored, and when the instructions are run on a computer, the computer is caused to execute a treatment evaluation test method for a joint treatment device as described in any one of claims 1-6.