Concentration training analysis terminal
By combining visual, auditory concentration and state stability analysis, the concentration evaluation index is corrected, and the training difficulty is regulated according to the training difficulty, the problems of incomplete concentration analysis and single training methods in the existing technology are solved, achieving more accurate Focus assessment and personalized training effects.
Patent Information
- Application Number
- CN202411649621.2
- Authority / Receiving Office
- CN · China
- Patent Type
- Applications(China)
- Current Assignee / Owner
- Filing Date
- 2024-11-19
- Publication Date
- 2024-12-20
AI Technical Summary
The existing concentration training analysis process ignores the relationship between state stability and visual and auditory concentration analysis, resulting in the inability to fully reflect the focus level of the target user, limiting the innovation and personalized adjustment of the training method, and paying too much attention to the training results. The ignorance of training difficulty has led to the neglect of potentially challenging training resources.
A concentration training analysis terminal was designed, including visual concentration training and analysis module, auditory concentration training and analysis module, state stability analysis module, training difficulty correction coefficient analysis module and concentration evaluation module, through comprehensive analysis of vision, Auditory concentration and state stability, correct the concentration evaluation index, and adjust the training difficulty according to the training difficulty to identify concentration abnormalities.
A comprehensive and scientific evaluation of the focus level of the target user is achieved, personalized training guidance is provided, misjudgment caused by different task difficulty is avoided, and the effectiveness and accuracy of focus training is improved.
Smart Images

Figure CN119168492A_ABST
Abstract
Description
Technical Field
[0001] The present invention belongs to the technical field of concentration training analysis and relates to a concentration training analysis terminal. Background Art
[0002] Concentration is a person's ability to concentrate, eliminate distractions, and maintain focus on a task or activity. The quality of concentration directly affects a person's performance and achievements in work, study, sports, and other aspects. Appropriate and scientific concentration training can improve the concentration of target users. Usually, concentration training atmospheres are visual and auditory. Through the analysis of concentration training, we can evaluate the effectiveness and efficiency of different training methods. This helps to determine which methods are most suitable for specific people or specific situations, thereby optimizing training plans and improving training results.
[0003] The existing concentration training analysis process usually only involves analyzing the concentration training indicators shown by the target users, and ignores the association of the target users' state stability with visual concentration analysis and auditory concentration analysis. This analysis method is difficult to fully reflect the target users' concentration level, and cannot provide comprehensive and accurate guidance for training. Separating state stability from visual and auditory concentration analysis may also lead to the failure to detect potential problems in a timely manner. Existing analysis methods limit the innovation and development of training methods. Due to the limited analysis dimensions, trainers may only be able to use traditional, single training methods, and cannot make personalized adjustments based on the actual situation and needs of the target users.
[0004] Existing concentration training often only analyzes the presented training results, while ignoring the correction of the personnel's concentration evaluation index based on the difficulty of training. This analysis method may cause the training direction to deviate from actual needs. If the training method is formulated only based on the training results, some challenging training resources may be ignored. These resources may be of great significance for improving the level of concentration, but they are ignored due to their high difficulty. Ignoring the difficulty of training may lead to limited innovation in training methods. If trainers focus too much on training results and ignore the impact of task difficulty on concentration evaluation, they may not be able to explore more effective and challenging training methods. Summary of the invention
[0005] In view of this, in order to solve the problems raised in the above background technology, a concentration training analysis terminal is now proposed.
[0006] The purpose of the present invention can be achieved through the following technical solutions: A concentration training analysis terminal, comprising: a visual concentration training module, used to perform visual concentration training on a target user and obtain visual concentration training data of the target user.
[0007] The visual concentration analysis module is used to analyze the visual concentration evaluation of the target user based on the visual concentration training data of the target user.
[0008] The auditory concentration training module is used to perform auditory concentration training on target users and obtain auditory concentration training data of target users.
[0009] The auditory concentration analysis module is used to analyze the auditory concentration evaluation of the target user based on the auditory concentration training data of the target user.
[0010] The state stability analysis module is used to obtain the heart rate data of the target user using the heart rate sensor and analyze the state stability evaluation of the target user.
[0011] The training difficulty correction coefficient analysis module is used to analyze the training difficulty correction coefficient.
[0012] The personnel concentration evaluation module is used to analyze the target user's standard personnel concentration evaluation index based on the target user's visual concentration evaluation, auditory concentration evaluation and state stability evaluation, and then correct the target user's standard personnel concentration evaluation index based on the training difficulty correction coefficient to obtain the target user's corrected personnel concentration evaluation index, and determine whether there is any abnormal concentration.
[0013] The training difficulty control module is used to increase the difficulty of concentration training when it is determined that there is no abnormal concentration situation.
[0014] The abnormal concentration direction identification module is used to further identify the specific abnormal concentration direction when it is determined that abnormal concentration exists.
[0015] Compared with the prior art, the present invention has the following beneficial effects: (1) The present invention combines the visual concentration evaluation, auditory concentration evaluation and state stability evaluation when analyzing the personnel concentration evaluation index. This analysis method not only ensures the comprehensiveness and scientificity of the evaluation, but also allows for personalized evaluation based on individual uniqueness, while maintaining a high degree of flexibility to accommodate different training goals and needs. Through this comprehensive analysis, the true level of personnel in terms of concentration can be more accurately revealed, providing a strong scientific basis and precise guidance for subsequent personalized training and improvement, thereby effectively improving the overall concentration training effect.
[0016] (2) When judging the existence of abnormal concentration, the present invention corrects the target user's standard personnel concentration evaluation index based on the training difficulty correction coefficient, and then judges whether there is abnormal concentration. This analysis method not only fully considers the impact of training difficulty on concentration performance, but also makes the judgment process more refined and personalized. The corrected evaluation index can more accurately reveal the target user's true concentration level under training tasks of different difficulty levels, and effectively avoid misjudgment caused by differences in task difficulty. This analysis method not only improves the accuracy and reliability of judgment, but also provides a more scientific and accurate guidance basis for subsequent concentration training and improvement. BRIEF DESCRIPTION OF THE DRAWINGS
[0017] In order to more clearly illustrate the technical solutions of the embodiments of the present invention, the accompanying drawings required for describing the embodiments will be briefly introduced below. Obviously, the accompanying drawings described below are only some embodiments of the present invention. For ordinary technicians in this field, other accompanying drawings can be obtained based on these accompanying drawings without paying creative work.
[0018] Figure 1 It is a schematic diagram of the connection of each module of the system 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] See also Figure 1 As shown, the present invention provides a concentration training analysis terminal, including a visual concentration training module, a visual concentration analysis module, an auditory concentration training module, an auditory concentration analysis module, a state stability analysis module, a training difficulty correction coefficient analysis module, a personnel concentration evaluation module, a training difficulty regulation module and a concentration abnormality direction identification module, wherein the visual concentration training module is connected to the visual concentration analysis module, the auditory concentration training module is connected to the auditory concentration analysis module, the visual concentration analysis module, the auditory concentration analysis module, the state stability analysis module and the training difficulty correction coefficient analysis module are all connected to the personnel concentration evaluation module, and the personnel concentration evaluation module is respectively connected to the training difficulty regulation module and the concentration abnormality direction identification module.
[0021] The visual concentration training module is used to perform visual concentration training on a target user and obtain visual concentration training data of the target user.
[0022] It should be further explained that the visual concentration training includes static visual concentration training and dynamic visual concentration training, and the visual concentration training data includes static visual concentration training data and dynamic visual concentration training data.
[0023] It should be noted that the reason for conducting static visual concentration training and dynamic visual concentration training separately during visual concentration training is: static visual concentration training aims to improve the ability of the eyes to focus on fixed targets and the ability to perceive details. It allows us to focus stably and keenly perceive the details when facing static and complex things, such as reading texts and viewing precise drawings. Dynamic visual concentration training is to adapt to the ever-changing visual environment. In modern society, we often need to process dynamic information, such as observing moving vehicles in traffic and capturing the movements and expressions of speakers in video conferences. Dynamic visual concentration training can enhance the ability of the eyes to track moving targets and adapt to the rapid changes in visual information, so that we can quickly and accurately obtain information in dynamic scenes. The two complement each other and jointly improve different dimensions of visual concentration.
[0024] Exemplarily, the static visual concentration training may be to obtain a target image from multiple images.
[0025] Exemplarily, the dynamic visual concentration training may be for quickly finding a target image from a plurality of image sets.
[0026] The static visual concentration training data includes the frequency of static visual concentration training and the accuracy rate of each static visual concentration training.
[0027] It should be noted that the reasons for choosing the frequency of static visual concentration training and the accuracy rate corresponding to each static visual concentration training as the static visual concentration training data are: 1. As the training frequency increases, the training effect may gradually accumulate. By observing the relationship between training frequency and other indicators (such as accuracy), it is possible to analyze whether the training has reached a sufficient amount to produce positive results. 2. Accuracy is the most direct measure of the effectiveness of static visual concentration training. In static visual concentration training, such as the task of observing specific elements in a complex image, the accuracy rate reflects the extent to which an individual can accurately focus on the target element. If the accuracy rate is high, it means that the individual can effectively eliminate distractions and focus on the target task during training, which indicates that his static visual concentration is strong.
[0028] The dynamic visual concentration training data includes the frequency of dynamic visual concentration training, the accuracy, completion time, dynamic change distance and dynamic change frequency corresponding to each dynamic visual concentration training.
[0029] It should be noted that the reasons for selecting the frequency of dynamic visual concentration training, the accuracy, completion time, dynamic change distance and dynamic change frequency corresponding to each dynamic visual concentration training as the dynamic visual concentration training data are: 1. By observing the relationship between the training frequency and other indicators (such as accuracy, completion time, etc.), we can understand whether the training effect accumulates with the increase in the number of training times. 2. Accuracy is a key indicator for measuring the effect of dynamic visual concentration training. 3. The completion time of dynamic visual concentration training reflects the speed at which individuals process dynamic visual information. A shorter completion time indicates that individuals can respond to dynamic changes quickly and complete tasks, which means that their dynamic visual concentration is stronger. 4. In dynamic visual concentration training, the dynamic change distance represents the range of target movement. Individuals can accurately track targets with longer dynamic change distances, indicating that they have stronger dynamic visual tracking capabilities. 5. The dynamic change frequency indicates the frequency of dynamic changes of the target. A higher dynamic change frequency means that the state of the target changes more frequently, and individuals need to adapt to these changes more quickly. Individuals who can maintain good concentration under high dynamic change frequencies have a stronger ability to adapt to changes in dynamic visual environments.
[0030] The visual concentration analysis module is used to analyze the visual concentration evaluation of the target user based on the visual concentration training data of the target user.
[0031] It should be further explained that the analysis of the visual concentration evaluation of the target user requires the construction of a visual concentration evaluation index for the target user, and the specific analysis steps are as follows: extract the static visual concentration training frequency corresponding to the static visual concentration training of the target user and the accuracy rate corresponding to each static visual concentration training, and then calculate the average of the accuracy rates corresponding to each static visual concentration training to obtain the static visual concentration training monitoring accuracy rate of the target user, denoted as .
[0032] The dynamic visual concentration training frequency, accuracy rate and completion time corresponding to the dynamic visual concentration training of the target user are extracted, and the accuracy rate and completion time corresponding to each dynamic visual concentration training are averaged to obtain the dynamic visual concentration training monitoring accuracy rate and dynamic visual concentration training monitoring completion time of the target user, which are recorded as , .
[0033] It should be explained that the completion time corresponding to the dynamic visual concentration training refers to the time from the time the question is displayed after the system makes an adjustment to the time when the target user responds.
[0034] Using the formula Analyze and obtain the visual concentration evaluation index of the target user ,in Indicates the frequency of static visual concentration training, Indicates the frequency of dynamic visual concentration training, Indicates the preset reference static visual concentration training frequency, Indicates the preset reference dynamic visual concentration training frequency, Indicates the preset reference dynamic visual concentration training monitoring completion time.
[0035] For example, .
[0036] The auditory concentration training module is used to perform auditory concentration training on a target user and obtain auditory concentration training data of the target user.
[0037] It should be further explained that the auditory concentration training data specifically includes the frequency of auditory concentration training, the accuracy rate corresponding to each auditory concentration training and the number of auditory concentration training vocabulary.
[0038] It should be noted that the reasons for choosing the frequency of auditory concentration training, the accuracy rate corresponding to each auditory concentration training, and the number of auditory concentration training vocabularies as auditory concentration training data are: 1. By examining the relationship between the training frequency and other training data (such as accuracy), it is possible to explore whether the training effect gradually accumulates with the increase in the number of training sessions. 2. The accuracy data of each training session can reflect the stability of an individual's auditory concentration. If a person's accuracy rate fluctuates greatly during multiple training sessions, this may mean that his auditory concentration is easily affected by external factors (such as the noise level in the surrounding environment, his own emotional state, etc.). 3. In auditory concentration training, the number of vocabulary represents the amount of information that an individual needs to process during the training process. As the number of vocabulary increases, the requirements for individual auditory concentration will also increase accordingly.
[0039] Exemplarily, the auditory concentration training may be providing a set of training words and requiring the target user to repeat them.
[0040] The auditory concentration analysis module is used to analyze the auditory concentration evaluation of the target user based on the auditory concentration training data of the target user.
[0041] It should be further explained that the analysis of the target user's auditory concentration evaluation requires the construction of the target user's auditory concentration evaluation index, and the specific analysis steps are as follows: extract the training frequency corresponding to the target user's auditory concentration training, the accuracy rate corresponding to each auditory concentration training, and the number of auditory concentration training vocabulary, which are recorded as , , ,in Indicates the number of auditory concentration training, , Indicates the number of auditory concentration trainings.
[0042] Using the formula Analyze and obtain the target user's auditory concentration evaluation index ,in Indicates the reference training frequency corresponding to the preset auditory concentration training. Indicates the preset reference auditory concentration training vocabulary number.
[0043] For example, .
[0044] The state stability analysis module is used to obtain the heart rate data of the target user using a heart rate sensor and analyze the state stability evaluation of the target user.
[0045] It should be further explained that the analysis of the state stability evaluation of the target user requires the construction of the state stability evaluation index of the target user, and the specific analysis steps are as follows: extract the heart rate data of the target user using the heart rate sensor, and then draw the heart rate change curve of the target user with time as the horizontal coordinate and heart rate as the vertical coordinate, and then divide the curve into several collection points based on equal intervals, extract the horizontal coordinate corresponding to each collection point as the collection heart rate ,in Indicates the number of the collection point. , Indicates the number of collection points.
[0046] It should be noted that the relationship between the target user's heart rate and concentration is that a stable heart rate is usually associated with sustained concentration. If a person's heart rate can remain relatively stable for a long time, it indicates that the body's autonomic nervous system is in a good balance. This balance helps individuals avoid being distracted by fluctuations in the body when they are doing concentration training or working or studying.
[0047] Using the formula Analyze and obtain the state stability evaluation index of the target user ,in Indicates the preset reference heart rate.
[0048] For example, .
[0049] The training difficulty correction coefficient analysis module is used to analyze the training difficulty correction coefficient.
[0050] It should be further explained that the specific steps of analyzing the training difficulty correction coefficient are as follows: extract the dynamic change distance and dynamic change frequency of the target user corresponding to each dynamic visual concentration training, and then perform mean calculation to obtain the monitored dynamic change distance and monitored dynamic change frequency of the target user, which are recorded as , ;
[0051] Using the formula Analyze and obtain the training difficulty correction coefficient ,in , They respectively represent the preset reference dynamic change distance and reference dynamic change frequency.
[0052] The personnel concentration evaluation module is used to analyze the target user's standard personnel concentration evaluation index based on the target user's visual concentration evaluation, auditory concentration evaluation and state stability evaluation, and then correct the target user's standard personnel concentration evaluation index based on the training difficulty correction coefficient to obtain the target user's corrected personnel concentration evaluation index, and determine whether there is any abnormal concentration situation.
[0053] It should be further explained that the specific method of analyzing the standard personnel concentration evaluation index of the target user is as follows: extracting the visual concentration evaluation index of the target user , Auditory Concentration Evaluation Index and state stability evaluation index , using the formula Analyze and obtain the target user's standard personnel concentration evaluation index ,in They respectively represent the weight factors of the visual concentration evaluation index, the auditory concentration evaluation index and the state stability evaluation index.
[0054] It should be noted that the weight factors of the visual concentration evaluation index, auditory concentration evaluation index and state stability evaluation index are set based on the following: 1. If the collection method of visual concentration data is relatively accurate and comprehensive, if the data is accurate and reliable, and can well reflect the individual's visual concentration status, then the visual concentration evaluation index can be given a corresponding reasonable weight in the overall evaluation. 2. For auditory concentration data, if it is collected through high-quality audio analysis equipment and strict testing procedures, the reliability of the data is relatively high, and the weight factor of the auditory concentration evaluation index can also be reasonably set according to the quality of the data. 3. If the source of state stability data is wide and accurate, such as obtained through a comprehensive evaluation of multi-dimensional physiological and psychological indicators (including heart rate, skin conductivity, emotional state, etc.), then the weight factor of the state stability evaluation index can be set according to the comprehensiveness and accuracy of the data.
[0055] For example, .
[0056] It should be noted that the present invention combines the visual concentration evaluation, auditory concentration evaluation and state stability evaluation when analyzing the personnel concentration evaluation index. This analysis method not only ensures the comprehensiveness and scientificity of the evaluation, but also allows for personalized evaluation based on individual uniqueness, while maintaining a high degree of flexibility to adapt to different training goals and needs. Through this comprehensive analysis, the true level of personnel in terms of concentration can be more accurately revealed, providing a strong scientific basis and precise guidance for subsequent personalized training and improvement, thereby effectively improving the overall concentration training effect.
[0057] It needs to be further explained that the specific analysis method for obtaining the corrected personnel concentration evaluation index of the target user is as follows: extract the standard personnel concentration evaluation index and the training difficulty correction coefficient of the target user, and then perform multiplication calculation to obtain the correction amount of the personnel concentration evaluation index of the target user, and then sum the standard personnel concentration evaluation index and the personnel concentration evaluation index correction amount of the target user to obtain the corrected personnel concentration evaluation index of the target user.
[0058] It should be noted that the present invention corrects the standard personnel concentration evaluation index of the target user based on the training difficulty correction coefficient when judging the existence of abnormal concentration, and then judges whether there is abnormal concentration. This analysis method not only fully considers the impact of training difficulty on concentration performance, but also makes the judgment process more refined and personalized. The corrected evaluation index can more accurately reveal the true concentration level of the target user under training tasks of different difficulty levels, and effectively avoids the misjudgment phenomenon caused by differences in task difficulty. This analysis method not only improves the accuracy and reliability of the judgment, but also provides a more scientific and accurate guidance basis for subsequent concentration training and improvement.
[0059] It needs to be further explained that the specific method of judging whether there is an abnormal concentration is as follows: comparing the corrected personnel concentration evaluation index of the target user with the pre-set personnel concentration evaluation index threshold. If the corrected personnel concentration evaluation index of the target user is greater than the personnel concentration evaluation index threshold, it is judged that there is no abnormal concentration; otherwise, it is judged that there is an abnormal concentration.
[0060] It should be noted that the threshold of the personnel concentration evaluation index is set based on the following: before the concentration training begins, it is necessary to set a threshold to determine the individual's initial concentration level. This threshold can be determined based on the various factors mentioned above to provide a benchmark for subsequent training. If the individual's concentration evaluation index is lower than the threshold, it indicates that concentration training is needed; if it is higher than the threshold, it may be possible to conduct higher-level or specific concentration improvement training.
[0061] Exemplarily, the threshold of the personnel concentration evaluation index is set based on: .
[0062] The training difficulty control module is used to increase the concentration training difficulty when it is determined that there is no abnormal concentration situation.
[0063] Exemplarily, the difficulty of the concentration training topic is improved by increasing the training frequency, increasing the dynamic change distance and the dynamic change frequency, etc.
[0064] The abnormal concentration direction identification module is used to further identify the specific abnormal concentration direction when it is determined that abnormal concentration exists.
[0065] It needs to be further explained that the specific method of identifying the specific abnormal concentration direction is as follows: the target user's visual concentration evaluation index, auditory concentration evaluation index and state stability evaluation index are compared with the pre-set visual concentration evaluation index threshold, auditory concentration evaluation index threshold and state stability evaluation index threshold respectively.
[0066] If the visual concentration evaluation index of the target user is less than the visual concentration evaluation index threshold, it is determined that the specific concentration abnormality is directed to visual concentration abnormality.
[0067] If the target user's auditory concentration evaluation index is less than the auditory concentration evaluation index threshold, it is determined that the specific concentration abnormality is directed to auditory concentration abnormality.
[0068] If the state stability evaluation index of the target user is less than the state stability evaluation index threshold, it is determined that the specific concentration abnormality is directed to state stability abnormality.
[0069] It should be noted that the specific abnormal concentration may be one or more of abnormal visual concentration, abnormal auditory concentration and abnormal state stability.
[0070] It should be noted that the threshold values of the visual concentration evaluation index, the auditory concentration evaluation index, and the state stability evaluation index are set based on the following criteria: 1. The threshold value of the visual concentration evaluation index is set based on the task type and requirements. For example, if the requirements for complex visual tasks are high, the threshold value should be set high, and if the requirements for simple visual tasks are low, the threshold value should be set low. It is also based on the normal range of visual physiological functions and statistical data of population samples. 2. The threshold value of the auditory concentration evaluation index should be set based on the characteristics of the auditory task. The threshold value for complex tasks is high, and the threshold value for simple tasks is low. It should also be based on the statistical analysis of the auditory physiological limits and normal range and the population. 3. The threshold value of the state stability evaluation index is set based on work and environmental requirements. The threshold value for high-risk and high-pressure environments is high, and the threshold value for ordinary scenes is low. It is also necessary to consider individual psychological and physiological adaptability, as well as the normal distribution and extreme situations of the population. These factors should be combined to accurately distinguish the state stability levels of different populations.
[0071] The above contents are merely examples and explanations of the concept of the present invention. Those skilled in the art may make various modifications or additions to the specific embodiments described or replace them in a similar manner. As long as they do not deviate from the concept of the invention or exceed the scope defined by the present invention, they shall all fall within the protection scope of the present invention.
Claims
1. A concentration training and analysis terminal, characterized in that: include: A visual concentration training module is used to perform visual concentration training on target users and obtain visual concentration training data of target users; A visual concentration analysis module is used to analyze the visual concentration evaluation of the target user based on the visual concentration training data of the target user; An auditory concentration training module is used to perform auditory concentration training on target users and obtain auditory concentration training data of target users; An auditory concentration analysis module is used to analyze the auditory concentration evaluation of the target user based on the auditory concentration training data of the target user; A state stability analysis module is used to obtain the heart rate data of the target user using a heart rate sensor and analyze the state stability evaluation of the target user; A training difficulty correction coefficient analysis module is used to analyze the training difficulty correction coefficient; The personnel concentration evaluation module is used to analyze the standard personnel concentration evaluation index of the target user based on the visual concentration evaluation, auditory concentration evaluation and state stability evaluation of the target user, and then correct the standard personnel concentration evaluation index of the target user based on the training difficulty correction coefficient to obtain the corrected personnel concentration evaluation index of the target user, and determine whether there is an abnormal concentration situation; The training difficulty control module is used to increase the difficulty of concentration training when it is judged that there is no abnormal concentration situation; The abnormal concentration direction identification module is used to further identify the specific abnormal concentration direction when it is determined that abnormal concentration exists.
2. A concentration training and analysis terminal as claimed in claim 1, characterized in that: The visual concentration training includes static visual concentration training and dynamic visual concentration training, and the visual concentration training data includes static visual concentration training data and dynamic visual concentration training data; The static visual concentration training data includes the frequency of static visual concentration training and the accuracy rate of each static visual concentration training; The dynamic visual concentration training data includes the frequency of dynamic visual concentration training, the accuracy, completion time, dynamic change distance and dynamic change frequency corresponding to each dynamic visual concentration training.
3. A concentration training and analysis terminal as claimed in claim 2, characterized in that: The analysis of the visual concentration evaluation of the target user requires constructing a visual concentration evaluation index of the target user, and the specific analysis steps are as follows: Extract the static visual concentration training frequency and the accuracy rate of each static visual concentration training corresponding to the static visual concentration training of the target user, and then calculate the average of the accuracy rates corresponding to each static visual concentration training to obtain the static visual concentration training monitoring accuracy rate of the target user, recorded as ; The dynamic visual concentration training frequency, accuracy rate and completion time corresponding to the dynamic visual concentration training of the target user are extracted, and the accuracy rate and completion time corresponding to each dynamic visual concentration training are averaged to obtain the dynamic visual concentration training monitoring accuracy rate and dynamic visual concentration training monitoring completion time of the target user, which are recorded as , ; Using the formula Analyze and obtain the target user’s visual concentration evaluation index ,in Indicates the frequency of static visual concentration training, Indicates the frequency of dynamic visual concentration training, Indicates the preset reference static visual concentration training frequency, Indicates the preset reference dynamic visual concentration training frequency, Indicates the preset reference dynamic visual concentration training monitoring completion time.
4. A concentration training and analysis terminal as claimed in claim 3, characterized in that: The auditory concentration training data specifically includes the frequency of auditory concentration training, the accuracy rate corresponding to each auditory concentration training, and the number of auditory concentration training vocabulary.
5. A concentration training and analysis terminal as claimed in claim 4, characterized in that: The analysis of the target user's auditory concentration evaluation situation requires constructing the target user's auditory concentration evaluation index, and the specific analysis steps are as follows: Extract the training frequency corresponding to the target user's auditory concentration training, the accuracy rate corresponding to each auditory concentration training, and the number of auditory concentration training words, which are recorded as , , ,in Indicates the number of auditory concentration training, , Indicates the number of auditory concentration training; Using the formula Analyze and obtain the target user's auditory concentration evaluation index ,in Indicates the reference training frequency corresponding to the preset auditory concentration training. Indicates the preset reference auditory concentration training vocabulary number.
6. A concentration training and analysis terminal as claimed in claim 5, characterized in that: The analysis of the state stability evaluation of the target user requires constructing a state stability evaluation index of the target user, and the specific analysis steps are as follows: Extract the heart rate data of the target user using the heart rate sensor, and then draw the heart rate change curve of the target user with time as the horizontal axis and heart rate as the vertical axis, and then divide the curve into several collection points based on equal intervals, and extract the horizontal axis corresponding to each collection point as the collection heart rate ,in Indicates the number of the collection point. , Indicates the number of collection points; Using the formula Analyze and obtain the state stability evaluation index of the target user ,in Indicates the preset reference heart rate.
7. A concentration training and analysis terminal as claimed in claim 6, characterized in that: The specific steps of analyzing the training difficulty correction coefficient are as follows: The dynamic change distance and dynamic change frequency of each dynamic visual concentration training of the target user are extracted, and then the average is calculated to obtain the monitored dynamic change distance and monitored dynamic change frequency of the target user, which are recorded as , ; Using the formula Analyze and obtain the training difficulty correction coefficient ,in , They respectively represent the preset reference dynamic change distance and reference dynamic change frequency.
8. The concentration training and analysis terminal according to claim 7, characterized in that: The specific method of analyzing the standard personnel concentration evaluation index of the target user is as follows: Extract the target user's visual concentration evaluation index , Auditory Concentration Evaluation Index and state stability evaluation index , using the formula Analyze and obtain the target user's standard personnel concentration evaluation index ,in They respectively represent the weight factors of the visual concentration evaluation index, the auditory concentration evaluation index and the state stability evaluation index.
9. A concentration training and analysis terminal as claimed in claim 8, characterized in that: The specific analysis method for obtaining the correction personnel concentration evaluation index of the target user is as follows: Extract the target user's standard personnel concentration evaluation index and the training difficulty correction coefficient, and then perform multiplication calculation to obtain the target user's personnel concentration evaluation index correction amount, and then sum the target user's standard personnel concentration evaluation index and the personnel concentration evaluation index correction amount to obtain the target user's corrected personnel concentration evaluation index; The specific method for determining whether there is abnormal concentration is as follows: The corrected personnel concentration evaluation index of the target user is compared with the pre-set personnel concentration evaluation index threshold. If the corrected personnel concentration evaluation index of the target user is greater than the personnel concentration evaluation index threshold, it is judged that there is no concentration abnormality. Otherwise, it is judged that there is a concentration abnormality.
10. The concentration training and analysis terminal according to claim 6, characterized in that: The specific method of identifying the specific abnormal concentration is as follows: Comparing the target user's visual concentration evaluation index, auditory concentration evaluation index, and state stability evaluation index with the preset visual concentration evaluation index threshold, auditory concentration evaluation index threshold, and state stability evaluation index threshold, respectively; If the visual concentration evaluation index of the target user is less than the visual concentration evaluation index threshold, the specific abnormal concentration is judged to be abnormal visual concentration; If the target user's auditory concentration evaluation index is less than the auditory concentration evaluation index threshold, the specific concentration abnormality is determined to be auditory concentration abnormality; If the state stability evaluation index of the target user is less than the state stability evaluation index threshold, it is determined that the specific concentration abnormality is directed to state stability abnormality.
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