Comprehensive physical fitness test auxiliary system and method for physical exercise
By constructing a physical fitness test evaluation model, using students' historical physical test data for comprehensive analysis and feature extraction, and dynamically adjusting the physical test frequency, the problem of limited physical test training efficiency in traditional systems is solved, and more efficient physical test training management is achieved.
Patent Information
- Application Number
- CN202510309545.9
- Authority / Receiving Office
- CN · China
- Patent Type
- Applications(China)
- Current Assignee / Owner
- Filing Date
- 2025-03-17
- Publication Date
- 2025-04-15
- Estimated Expiration
- Not applicable · inactive patent
AI Technical Summary
The traditional comprehensive physical fitness test auxiliary system fails to make full use of the historical physical test data of middle school students for comprehensive analysis, and fails to dynamically adjust the physical test training frequency, resulting in limited physical test training efficiency.
By obtaining the historical physical test data of each physical fitness test item in the previous stage of the student, input the physical fitness test evaluation model for preprocessing and feature extraction, and obtaining physical test score characteristics and scores. Based on these data, dynamically adjust the frequency of physical measurement in the next stage of students.
It realizes effective management of students' physical test training, improves the effectiveness of physical test training, and improves the efficiency and effectiveness of physical test training through comprehensive analysis of historical data and dynamic adjustment of training frequency.
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Figure CN119831804A_ABST
Abstract
Description
Technical Field
[0001] The present invention relates to the technical field of data management, and in particular to a comprehensive physical fitness test auxiliary system and method for sports. Background Art
[0002] As an important subject, physical education is included in the scope of high school entrance examination results. Therefore, before the final physical test of the high school entrance examination, middle school students need to continuously undergo comprehensive physical fitness tests in physical education classes.
[0003] At present, the traditional comprehensive physical fitness test auxiliary system has not fully considered the comprehensive analysis of the historical physical fitness data of middle school students, and has not fully considered the dynamic adjustment of the physical fitness training frequency based on the students' comprehensive physical fitness scores, resulting in limited efficiency of students' physical fitness training.
[0004] To this end, a comprehensive physical fitness test auxiliary system and method for sports are proposed. Summary of the invention
[0005] The purpose of the present invention is to provide a comprehensive physical fitness test auxiliary system and method for sports. The present invention obtains the first historical physical fitness test data of each physical fitness test item of the student in the previous stage; inputs the first historical physical fitness test data into a physical fitness test evaluation model, and the physical fitness test evaluation model obtains the second historical physical fitness test score data through preprocessing; and extracts the features of the second historical physical fitness test score data to obtain the first physical fitness test score feature; obtains the first physical fitness test score of each physical fitness test item according to the first physical fitness test score feature; obtains the first comprehensive physical fitness test score according to the first physical fitness test score of each physical fitness test item; obtains the first updated physical fitness test frequency of the student in the next stage according to the first comprehensive physical fitness test score, the first historical physical fitness test data and the target comprehensive physical fitness test score. The present invention can realize the management of student physical fitness training and effectively improve the effectiveness of student physical fitness training.
[0006] To achieve the above object, the present invention provides the following technical solutions: A comprehensive physical fitness test auxiliary system for sports, comprising: The physical test data collection module is used to obtain the first historical physical test data of each physical test item of the student in the previous stage; The physical test data analysis module is used to input the first historical physical test data into the physical fitness test evaluation model, and sequentially pass through the input layer, preprocessing layer, physical test score feature extraction layer, physical test score feature analysis layer and physical test score output layer of the physical fitness test evaluation model; the preprocessing layer is used to obtain the second historical physical test score data; the physical test score feature extraction layer is used to extract features from the second historical physical test score data to obtain the first physical test score features; the physical test score feature analysis layer is used to obtain the first physical test score of each physical fitness test item according to the first physical test score features; the first physical test score is: ; in, Indicates The first physical test score of the individual performance test item; represents the influence coefficient of the first best physical test result; Indicates The first best physical test result in the individual fitness test item; represents the first average physical test score influence coefficient; Indicates The first average physical test score of individual fitness test items; It represents the influence coefficient of the first lowest physical test score; Indicates The first lowest physical test score in the individual fitness test item.
[0007] A comprehensive physical fitness test score analysis module, used to obtain a first comprehensive physical fitness test score according to the first physical fitness test scores of each physical fitness test item; The physical fitness training management module is used to obtain the first updated physical fitness frequency of the student in the next stage according to the first comprehensive physical fitness score, the first historical physical fitness data and the target comprehensive physical fitness score.
[0008] Preferably, the first historical physical test data includes test data of each physical fitness test item and the number of tests of each physical fitness test item.
[0009] Preferably, the physical fitness test evaluation model includes an input layer, a preprocessing layer, a physical fitness test score feature extraction layer, a physical fitness test score feature analysis layer and a physical fitness test score output layer; The input layer is used to input the first historical physical test data into the physical fitness test evaluation model; The preprocessing layer is used to preprocess the first historical physical test data to obtain the second historical physical test score data; the preprocessing process includes data cleaning and standardization; The physical test score feature extraction layer is used to extract features from the second historical physical test score data through a convolutional neural network to obtain a first physical test score feature; the first physical test score feature includes a first best physical test score, a first average physical test score and a first minimum physical test score; the first best physical test score represents the best physical test score data of multiple tests of each physical test item; the first average physical test data represents the average physical test score data of multiple tests of each physical test item; the first minimum physical test score represents the worst physical test score data of multiple tests of each physical test item; The physical test result feature analysis layer is used to obtain a first physical test score for each physical fitness test item according to the first physical test result feature; The physical fitness score output layer is used to output the first physical fitness score of each physical fitness test item.
[0010] Preferably, the first comprehensive assessment score is: ; in, represents the first comprehensive assessment score; Indicates the number of physical fitness test items; Indicates The importance coefficient of individual performance test items; Indicates The first physical test score of the individual performance test item.
[0011] Preferably, the first update measurement frequency is: ; in, It indicates the frequency of the first updated physical examination of students in the next stage; It indicates the frequency of the students’ tests in the previous period; represents the target comprehensive physical test score; represents the first comprehensive assessment score; Indicates the test frequency adjustment factor.
[0012] A comprehensive physical fitness test auxiliary method for sports, comprising: S1. Obtain the first historical physical test data of each physical test item of the student in the previous stage; S2. Input the first historical physical test data into the physical fitness test evaluation model, and sequentially pass through the input layer, preprocessing layer, physical test score feature extraction layer, physical test score feature analysis layer and physical test score output layer of the physical fitness test evaluation model; the preprocessing layer is used to obtain the second historical physical test score data; the physical test score feature extraction layer is used to extract features from the second historical physical test score data to obtain the first physical test score features; the physical test score feature analysis layer is used to obtain the first physical test score of each physical fitness test item according to the first physical test score features; S3. Obtain a first comprehensive physical fitness score based on the first physical fitness score of each physical fitness test item; obtain a first updated physical fitness frequency for the student in the next stage based on the first comprehensive physical fitness score, the first historical physical fitness data and the target comprehensive physical fitness score.
[0013] Preferably, the first historical physical test data includes test data of each physical fitness test item and the number of tests of each physical fitness test item.
[0014] Preferably, the physical fitness test evaluation model includes an input layer, a preprocessing layer, a physical fitness test score feature extraction layer, a physical fitness test score feature analysis layer and a physical fitness test score output layer; The input layer is used to input the first historical physical test data into the physical fitness test evaluation model; The preprocessing layer is used to preprocess the first historical physical test data to obtain the second historical physical test score data; the preprocessing process includes data cleaning and standardization; The physical test score feature extraction layer is used to extract features from the second historical physical test score data through a convolutional neural network to obtain a first physical test score feature; the first physical test score feature includes a first best physical test score, a first average physical test score and a first minimum physical test score; the first best physical test score represents the best physical test score data of multiple tests of each physical test item; the first average physical test data represents the average physical test score data of multiple tests of each physical test item; the first minimum physical test score represents the worst physical test score data of multiple tests of each physical test item; The physical test result feature analysis layer is used to obtain a first physical test score for each physical fitness test item according to the first physical test result feature; The physical fitness score output layer is used to output the first physical fitness score of each physical fitness test item.
[0015] Preferably, the first update measurement frequency is: ; in, It indicates the frequency of the first updated physical examination of students in the next stage; It indicates the frequency of the students’ tests in the previous period; represents the target comprehensive physical test score; represents the first comprehensive assessment score; Indicates the test frequency adjustment factor Compared with the prior art, the present invention has the following beneficial effects: 1. The present invention constructs an input physical fitness test evaluation model, extracts a first physical fitness test score feature through the physical fitness test score feature extraction layer of the physical fitness test evaluation model; and obtains a first physical fitness test score for each physical fitness test item according to the physical fitness test score feature analysis layer; and effectively identifies students' historical physical fitness test data through the physical fitness test evaluation model, thereby achieving effective management of students' physical fitness training, thereby effectively improving the effectiveness of students' physical fitness training.
[0016] 2. The present invention obtains a first comprehensive physical fitness score based on the first physical fitness score of each physical fitness test item, and obtains a comprehensive physical fitness score by combining multiple physical fitness scores of students. This can comprehensively and comprehensively analyze the students' physical fitness results, and can achieve effective management of students' physical fitness training, thereby effectively improving the effectiveness of students' physical fitness training.
[0017] 3. The present invention obtains the first updated physical fitness frequency of the student in the next stage according to the first comprehensive physical fitness score, the first historical physical fitness data and the target comprehensive physical fitness score. By integrating the comprehensive physical fitness score of the student in the previous stage with the training test frequency, the training test frequency of the student in the next stage is obtained. This can realize the effective management of the student's physical fitness training, thereby effectively improving the effectiveness of the student's physical fitness training. BRIEF DESCRIPTION OF THE DRAWINGS
[0018] Figure 1 A schematic diagram of the structure of a comprehensive physical fitness test auxiliary system for sports provided by an embodiment of the present invention; Figure 2 A schematic diagram of the structure of a physical fitness test evaluation model provided by an embodiment of the present invention; Figure 3 A schematic diagram of a process for obtaining a first comprehensive assessment score provided by an embodiment of the present invention; Figure 4 A flowchart of a comprehensive physical fitness test auxiliary system method for sports provided by an embodiment of the present invention. DETAILED DESCRIPTION
[0019] The following will be combined with the drawings in the embodiments of the present invention to clearly and completely describe the technical solutions in the embodiments of the present invention. Obviously, the described embodiments are only part of the embodiments of the present invention, not all of the embodiments. Based on the embodiments of the present invention, all other embodiments obtained by ordinary technicians in this field without creative work are within the scope of protection of the present invention.
[0020] Embodiment 1 Student A is undergoing preliminary training for a physical fitness test. In order to effectively manage the physical fitness training of student A and improve the efficiency of the physical fitness training of student A, a comprehensive physical fitness test auxiliary system for sports is applied; refer to Figure 1 , which is a schematic diagram of a comprehensive physical fitness test auxiliary system for sports provided by an embodiment of the present invention, comprising: The physical test data collection module is used to obtain the first historical physical test data of each physical test item of the student in the previous stage; Some of the first history physical test data of student A are shown in Table 1; Table 1 The first history physical test data of some students A
[0021] A physical test data analysis module is used to input the first historical physical test data into a physical fitness test evaluation model, and sequentially pass through an input layer, a preprocessing layer, a physical test score feature extraction layer, a physical test score feature analysis layer, and a physical test score output layer of the physical fitness test evaluation model; the preprocessing layer is used to obtain second historical physical test score data; the physical test score feature extraction layer is used to extract features from the second historical physical test score data to obtain first physical test score features; the physical test score feature analysis layer is used to obtain first physical test scores for each physical fitness test item according to the first physical test score features; Furthermore, the first historical physical test data includes test data of each physical fitness test item and the number of tests of each physical fitness test item.
[0022] Furthermore, the physical fitness test evaluation model includes an input layer, a preprocessing layer, a physical fitness test score feature extraction layer, a physical fitness test score feature analysis layer and a physical fitness test score output layer; Figure 2 A schematic diagram of the structure of a physical fitness test evaluation model provided by an embodiment of the present invention; The input layer is used to input the first historical physical test data into the physical fitness test evaluation model; The preprocessing layer is used to preprocess the first historical physical test data to obtain the second historical physical test score data; the preprocessing process includes data cleaning and standardization; The standardization rates the scores of each physical fitness test item through the rating standards of each physical fitness test item, and the grades include failing, passing, good and excellent; each grade corresponds to a score interval and a physical test data interval, and then linear mapping is performed according to the specific physical test data of each physical test item to finally obtain specific score data; the score data range is 0 to 100 points; the score interval corresponding to failing is [0,60), the score interval corresponding to passing is [60,75); the score interval for good is [75,85), and the score interval for excellent is [85,100]; The physical test score feature extraction layer is used to extract features from the second historical physical test score data through a convolutional neural network to obtain a first physical test score feature; the first physical test score feature includes a first best physical test score, a first average physical test score and a first minimum physical test score; the first best physical test score represents the best physical test score data of multiple tests of each physical test item; the first average physical test data represents the average physical test score data of multiple tests of each physical test item; the first minimum physical test score represents the worst physical test score data of multiple tests of each physical test item; The physical test result feature analysis layer is used to obtain a first physical test score for each physical fitness test item according to the first physical test result feature; The physical fitness score output layer is used to output the first physical fitness score of each physical fitness test item.
[0023] Furthermore, the first physical test score is: ; in, Indicates The first physical test score of the individual performance test item; represents the influence coefficient of the first best physical test result; Indicates The first best physical test result in the individual fitness test item; represents the first average physical test score influence coefficient; Indicates The first average physical test score of individual fitness test items; It represents the influence coefficient of the first lowest physical test score; Indicates The first lowest physical test score in the individual fitness test item.
[0024] This embodiment constructs an input physical fitness test evaluation model, extracts the first physical fitness test score feature through the physical fitness test score feature extraction layer of the physical fitness test evaluation model; and obtains the first physical fitness test score of each physical fitness test item according to the physical fitness test score feature analysis layer; and effectively identifies the student's historical physical fitness test data through the physical fitness test evaluation model, thereby realizing the effective management of the student's physical fitness training, thereby effectively improving the effectiveness of the student's physical fitness training.
[0025] A comprehensive physical fitness test score analysis module, used to obtain a first comprehensive physical fitness test score according to the first physical fitness test scores of each physical fitness test item; Furthermore, the first comprehensive assessment is as follows: ; in, represents the first comprehensive assessment score; Indicates the number of physical fitness test items; Indicates The importance coefficient of individual performance test items; Indicates The first physical test score of the individual performance test item.
[0026] The physical fitness training management module is used to obtain the first updated physical fitness frequency of the student in the next stage according to the first comprehensive physical fitness score, the first historical physical fitness data and the target comprehensive physical fitness score.
[0027] Furthermore, the target comprehensive assessment score is set to 100;
[0028] Furthermore, if Figure 3 A schematic diagram of a process for obtaining a first comprehensive assessment score provided by an embodiment of the present invention; This embodiment obtains a first comprehensive physical fitness score based on the first physical fitness score of each physical fitness test item. By combining multiple physical fitness scores of students, a comprehensive physical fitness score is obtained. This can comprehensively and comprehensively analyze the students' physical fitness results, and can achieve effective management of students' physical fitness training, thereby effectively improving the effectiveness of students' physical fitness training.
[0029] Furthermore, the first update measurement frequency is: ; in, It indicates the frequency of the first updated physical examination of students in the next stage; It indicates the frequency of the students’ tests in the previous period; represents the target comprehensive physical test score; represents the first comprehensive assessment score; Indicates the test frequency adjustment factor.
[0030] Furthermore, the frequency of students' tests in the previous stage was: ; in, It indicates the frequency of the students’ tests in the previous period; Indicates the time window of the previous stage; Indicates The number of tests in the previous stage of the individual performance test item; Indicates the number of physical fitness test items; In order to verify the effectiveness of a comprehensive physical fitness test auxiliary system for sports provided by this embodiment, different systems are selected to conduct a comparative experiment on the training situation of student A. By comparing the comprehensive scores of student A after one month of training using different systems, the specific results are shown in Table 2; wherein, system one is a comprehensive physical fitness test auxiliary system for sports provided by this embodiment; system two is an analysis based on system one without considering the first comprehensive physical fitness test score; system three is an analysis based on system one without considering the adjustment of the first update physical fitness test frequency; Table 2 Comparison of comprehensive physical test scores of student A using different systems
[0031] It can be seen from Table 2 that the comprehensive physical fitness test auxiliary system for sports provided by this embodiment has certain effectiveness and plays a significant role in improving the training effect of student A.
[0032] This embodiment obtains the first updated physical fitness frequency of the student in the next stage based on the first comprehensive physical fitness score, the first historical physical fitness data and the target comprehensive physical fitness score. By integrating the comprehensive physical fitness score of the student in the previous stage with the training test frequency, the training test frequency of the student in the next stage is obtained, which can realize the effective management of the student's physical fitness training, thereby effectively improving the effectiveness of the student's physical fitness training.
[0033] This embodiment obtains the first historical physical test data of each physical test item of the student in the previous stage; inputs the first historical physical test data into the physical test evaluation model, and the physical test evaluation model obtains the second historical physical test score data through preprocessing; and extracts the features of the second historical physical test score data to obtain the first physical test score features; obtains the first physical test score of each physical test item according to the first physical test score features; obtains the first comprehensive physical test score according to the first physical test score of each physical test item; obtains the first updated physical test frequency of the student in the next stage according to the first comprehensive physical test score, the first historical physical test data and the target comprehensive physical test score. The present invention can realize the management of student physical test training and effectively improve the effectiveness of student physical test training.
[0034] Embodiment 2 Student B is undergoing preliminary training for a physical fitness test. In order to effectively manage the physical fitness training of student B and improve the efficiency of the physical fitness training of student B, a comprehensive physical fitness test auxiliary method for sports is applied; refer to Figure 4 , which is a flow chart of a comprehensive physical fitness test auxiliary system method for sports provided by an embodiment of the present invention, including: A comprehensive physical fitness test auxiliary method for sports, comprising: S1. Obtain the first historical physical test data of each physical test item of the student in the previous stage; Furthermore, the first historical physical test data includes test data of each physical fitness test item and the number of tests of each physical fitness test item.
[0035] Some of the first history physical test data of student B are shown in Table 3; Table 3 The first history physical test data of some students B
[0036] S2. Input the first historical physical test data into the physical fitness test evaluation model, and sequentially pass through the input layer, preprocessing layer, physical test score feature extraction layer, physical test score feature analysis layer and physical test score output layer of the physical fitness test evaluation model; the preprocessing layer is used to obtain the second historical physical test score data; the physical test score feature extraction layer is used to extract features from the second historical physical test score data to obtain the first physical test score features; the physical test score feature analysis layer is used to obtain the first physical test score of each physical fitness test item according to the first physical test score features; Furthermore, the physical fitness test evaluation model includes an input layer, a preprocessing layer, a physical fitness test score feature extraction layer, a physical fitness test score feature analysis layer and a physical fitness test score output layer; Figure 2 A schematic diagram of the structure of a physical fitness test evaluation model provided by an embodiment of the present invention; The input layer is used to input the first historical physical test data into the physical fitness test evaluation model; The preprocessing layer is used to preprocess the first historical physical test data to obtain the second historical physical test score data; the preprocessing process includes data cleaning and standardization; The standardization rates the scores of each physical fitness test item through the rating standards of each physical fitness test item, and the grades include failing, passing, good and excellent; each grade corresponds to a score interval and a physical test data interval, and then linear mapping is performed according to the specific physical test data of each physical test item to finally obtain specific score data; the score data range is 0 to 100 points; the score interval corresponding to failing is [0,60), the score interval corresponding to passing is [60,75); the score interval for good is [75,85), and the score interval for excellent is [85,100]; The physical test score feature extraction layer is used to extract features from the second historical physical test score data through a convolutional neural network to obtain a first physical test score feature; the first physical test score feature includes a first best physical test score, a first average physical test score and a first minimum physical test score; the first best physical test score represents the best physical test score data of multiple tests of each physical test item; the first average physical test data represents the average physical test score data of multiple tests of each physical test item; the first minimum physical test score represents the worst physical test score data of multiple tests of each physical test item; The physical test result feature analysis layer is used to obtain a first physical test score for each physical test item according to the first physical test result feature; the first physical test score is: ; in, Indicates The first physical test score of the individual performance test item; represents the influence coefficient of the first best physical test result; Indicates The first best physical test result in the individual fitness test item; represents the first average physical test score influence coefficient; Indicates The first average physical test score of individual fitness test items; It represents the influence coefficient of the first lowest physical test score; Indicates The first lowest physical test score in the individual fitness test item.
[0037] The physical fitness score output layer is used to output the first physical fitness score of each physical fitness test item.
[0038] This embodiment constructs an input physical fitness test evaluation model, extracts the first physical fitness test score feature through the physical fitness test score feature extraction layer of the physical fitness test evaluation model; and obtains the first physical fitness test score of each physical fitness test item according to the physical fitness test score feature analysis layer; and effectively identifies the student's historical physical fitness test data through the physical fitness test evaluation model, thereby realizing the effective management of the student's physical fitness training, thereby effectively improving the effectiveness of the student's physical fitness training.
[0039] Furthermore, the first comprehensive assessment is as follows: ; in, represents the first comprehensive assessment score; Indicates the number of physical fitness test items; Indicates The importance coefficient of individual performance test items; Indicates The first physical test score of the individual performance test item.
[0040] Furthermore, if Figure 3 A schematic diagram of a process for obtaining a first comprehensive assessment score provided by an embodiment of the present invention; This embodiment obtains a first comprehensive physical fitness score based on the first physical fitness score of each physical fitness test item. By combining multiple physical fitness scores of students, a comprehensive physical fitness score is obtained. This can comprehensively and comprehensively analyze the students' physical fitness results, and can achieve effective management of students' physical fitness training, thereby effectively improving the effectiveness of students' physical fitness training.
[0041] S3. Obtain a first comprehensive physical fitness score based on the first physical fitness score of each physical fitness test item; obtain a first updated physical fitness frequency for the student in the next stage based on the first comprehensive physical fitness score, the first historical physical fitness data and the target comprehensive physical fitness score.
[0042] Furthermore, the target comprehensive assessment score is set to 100;
[0043] Furthermore, the first update measurement frequency is: ; in, It indicates the frequency of the first updated physical examination of students in the next stage; It indicates the frequency of the students’ tests in the previous period; represents the target comprehensive physical test score; represents the first comprehensive assessment score; Indicates the test frequency adjustment factor.
[0044] Furthermore, the frequency of students' tests in the previous stage was: ; in, It indicates the frequency of the students’ tests in the previous period; Indicates the time window of the previous stage; Indicates The number of tests in the previous stage of the individual performance test item; Indicates the number of physical fitness test items; In order to verify the effectiveness of a comprehensive physical fitness test auxiliary method for sports provided by this embodiment, different systems are selected to conduct comparative experiments on the training situation of student B. By comparing the comprehensive physical fitness test scores of student B after one month of training using different methods, the specific results are shown in Table 4; wherein, method one is a comprehensive physical fitness test auxiliary method for sports provided by this embodiment; method two is an analysis based on method one without considering the first comprehensive physical fitness test score; method three is an adjustment based on method one without considering the first update physical fitness test frequency; Table 4 Comparison of comprehensive physical test scores of student B using different methods
[0045] It can be seen from Table 4 that the comprehensive physical fitness test auxiliary method for sports provided in this embodiment has certain effectiveness and plays a significant role in improving the training effect of student B.
[0046] This embodiment obtains the first updated physical fitness frequency of the student in the next stage based on the first comprehensive physical fitness score, the first historical physical fitness data and the target comprehensive physical fitness score. By integrating the comprehensive physical fitness score of the student in the previous stage with the training test frequency, the training test frequency of the student in the next stage is obtained, which can realize the effective management of the student's physical fitness training, thereby effectively improving the effectiveness of the student's physical fitness training.
[0047] This embodiment obtains the first historical physical test data of each physical test item of the student in the previous stage; inputs the first historical physical test data into the physical test evaluation model, and the physical test evaluation model obtains the second historical physical test score data through preprocessing; and extracts the features of the second historical physical test score data to obtain the first physical test score features; obtains the first physical test score of each physical test item according to the first physical test score features; obtains the first comprehensive physical test score according to the first physical test score of each physical test item; obtains the first updated physical test frequency of the student in the next stage according to the first comprehensive physical test score, the first historical physical test data and the target comprehensive physical test score. The present invention can realize the management of student physical test training and effectively improve the effectiveness of student physical test training.
[0048] Although embodiments of the present invention have been shown and described, it will be appreciated by those skilled in the art that various changes, modifications, substitutions and variations may be made to the embodiments without departing from the principles and spirit of the present invention, and that the scope of the present invention is defined by the appended claims and their equivalents.
Claims
1. A comprehensive physical fitness test auxiliary system for sports, characterized in that: include: The physical test data collection module is used to obtain the first historical physical test data of each physical test item of the student in the previous stage; A physical test data analysis module is used to input the first historical physical test data into a physical fitness test evaluation model, and sequentially pass through an input layer, a preprocessing layer, a physical test score feature extraction layer, a physical test score feature analysis layer, and a physical test score output layer of the physical fitness test evaluation model; the preprocessing layer is used to obtain second historical physical test score data; the physical test score feature extraction layer is used to extract features from the second historical physical test score data to obtain first physical test score features; the physical test score feature analysis layer is used to obtain first physical test scores for each physical fitness test item according to the first physical test score features; The comprehensive physical fitness score analysis module is used to obtain a first comprehensive physical fitness score according to the first physical fitness score of each physical fitness test item; the first physical fitness score is: ; in, Indicates The first physical test score of the individual performance test item; represents the influence coefficient of the first best physical test result; Indicates The first best physical test result in the individual fitness test item; represents the first average physical test score influence coefficient; Indicates The first average physical test score of individual fitness test items; It represents the influence coefficient of the first lowest physical test score; Indicates The first lowest physical test score of the individual fitness test item; The physical fitness training management module is used to obtain the first updated physical fitness frequency of the student in the next stage according to the first comprehensive physical fitness score, the first historical physical fitness data and the target comprehensive physical fitness score.
2. A comprehensive physical fitness test auxiliary system for sports according to claim 1, characterized in that: The historical physical test data includes each test data of each physical fitness test item and the test times of each physical fitness test item.
3. A comprehensive physical fitness test auxiliary system for sports according to claim 2, characterized in that: The physical fitness test evaluation model includes an input layer, a preprocessing layer, a physical fitness test score feature extraction layer, a physical fitness test score feature analysis layer and a physical fitness test score output layer; The input layer is used to input the first historical physical test data into the physical fitness test evaluation model; The preprocessing layer is used to preprocess the first historical physical test data to obtain the second historical physical test score data; the preprocessing process includes data cleaning and standardization; The physical test score feature extraction layer is used to extract features from the second historical physical test score data through a convolutional neural network to obtain a first physical test score feature; the first physical test score feature includes a first best physical test score, a first average physical test score and a first minimum physical test score; the first best physical test score represents the best physical test score data of multiple tests of each physical test item; the first average physical test data represents the average physical test score data of multiple tests of each physical test item; the first minimum physical test score represents the worst physical test score data of multiple tests of each physical test item; The physical test result feature analysis layer is used to obtain a first physical test score for each physical fitness test item according to the first physical test result feature; The physical fitness score output layer is used to output the first physical fitness score of each physical fitness test item.
4. A comprehensive physical fitness test auxiliary system for sports according to claim 3, characterized in that: The first comprehensive assessment is as follows: ; in, represents the first comprehensive assessment score; Indicates the number of physical fitness test items; Indicates The importance coefficient of individual performance test items; Indicates The first physical test score of the individual performance test item.
5. A comprehensive physical fitness test auxiliary system for sports according to claim 4, characterized in that: The first update body measurement frequency is: ; in, It indicates the frequency of the first updated physical examination of students in the next stage; It indicates the frequency of the students’ tests in the previous period; represents the target comprehensive physical test score; represents the first comprehensive assessment score; Indicates the test frequency adjustment factor.
6. A comprehensive physical fitness test auxiliary method for sports, characterized in that: include: S1. Obtain the first historical physical test data of each physical test item of the student in the previous stage; S2. Input the first historical physical test data into the physical fitness test evaluation model, and sequentially pass through the input layer, preprocessing layer, physical test score feature extraction layer, physical test score feature analysis layer and physical test score output layer of the physical fitness test evaluation model; the preprocessing layer is used to obtain the second historical physical test score data; the physical test score feature extraction layer is used to extract features from the second historical physical test score data to obtain the first physical test score features; the physical test score feature analysis layer is used to obtain the first physical test score of each physical fitness test item according to the first physical test score features; S3. Obtain a first comprehensive physical fitness score based on the first physical fitness score of each physical fitness test item; obtain a first updated physical fitness frequency for the student in the next stage based on the first comprehensive physical fitness score, the first historical physical fitness data and the target comprehensive physical fitness score.
7. The comprehensive physical fitness test auxiliary method for sports according to claim 6, characterized in that: The historical physical test data includes each test data of each physical fitness test item and the test times of each physical fitness test item.
8. The comprehensive physical fitness test auxiliary method for sports according to claim 7, characterized in that: The physical fitness test evaluation model includes an input layer, a preprocessing layer, a physical fitness test score feature extraction layer, a physical fitness test score feature analysis layer and a physical fitness test score output layer; The input layer is used to input the first historical physical test data into the physical fitness test evaluation model; The preprocessing layer is used to preprocess the first historical physical test data to obtain the second historical physical test score data; the preprocessing process includes data cleaning and standardization; The physical test score feature extraction layer is used to extract features from the second historical physical test score data through a convolutional neural network to obtain a first physical test score feature; the first physical test score feature includes a first best physical test score, a first average physical test score and a first minimum physical test score; the first best physical test score represents the best physical test score data of multiple tests of each physical test item; the first average physical test data represents the average physical test score data of multiple tests of each physical test item; the first minimum physical test score represents the worst physical test score data of multiple tests of each physical test item; The physical test result feature analysis layer is used to obtain a first physical test score for each physical fitness test item according to the first physical test result feature; The physical fitness score output layer is used to output the first physical fitness score of each physical fitness test item.
9. A comprehensive physical fitness test auxiliary method for sports according to claim 8, characterized in that: The first update body measurement frequency is: ; in, It indicates the frequency of the first updated physical examination of students in the next stage; It indicates the frequency of the students’ tests in the previous period; represents the target comprehensive physical test score; represents the first comprehensive assessment score; Indicates the test frequency adjustment factor.
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