Qimeng Niu
Current Organizations / Institutes
The organizations/institutes from the scholar's latest article
Research Subjects
Qimeng Niu has a total of 7 co-authors. Here are the top co-authors by number of shared publications:
Jiacheng Feng
Department of Physical Education, Tianjin University of Technology
8 shared publicationsZhiwu Zhang
Physical Education Department Tianjin University of Technology Tianjin China
3 shared publicationsChenrui Wang
School of Electrical Engineering and Automation, Tianjin University of Technology
1 shared publication- Dong Li
School of Physical Education and Health, Zhaoqing University
1 shared publication - Hongmiao Chen
College of Physical Education, Huaqiao University
1 shared publication Meijie Yao
Physical Education Teaching and Research Department, Nanqiao Middle School
1 shared publication
Latest Publications
- Open Access
- 8 September 2026
- Published by Frontiers Media SA in Frontiers in Public Health
- Vol. 14, 1835590
Artificial intelligence for university physical education: a data–knowledge synergy digital-intelligent sports platform
This study presents the design, construction, and preliminary evaluation of a university-oriented digital-intelligent sports platform integrating a large language model with retrieval-augmented generation (RAG), campus data services, and domain knowledge resources. The platform architecture comprises technical, knowledge, operational-data, and user-application components supporting teaching assistance, exercise guidance, competition organization, and health-related information services. A formative campus deployment involving 428 students and six instructors documented implementation feasibility and user-facing application scenarios. To provide a more rigorous empirical supplement, an independent six-week, non-randomized, intact-class quasi-experiment was conducted with 196 students in four physical-education classes. Two classes received platform-supported instruction and two received conventional instruction from the same instructor. Baseline-adjusted analyses indicated higher posttest basic psychological need satisfaction in the platform-supported group (adjusted difference = 0.618, 95% CI 0.506–0.730, p < 0.001) and lower need frustration (adjusted difference = −0.653, 95% CI −0.759 to −0.547, p < 0.001). The adjusted difference in self-reported physical activity was not statistically significant ( p = 0.216). These findings provide preliminary evidence of more favorable psychological-need experiences during platform-supported physical education, but do not indicate a corresponding increase in self-reported physical activity over 6 weeks. The central contribution lies in the education-oriented integration of AI architecture, institutional knowledge resources, and classroom implementation evidence within a unified university physical-education platform.
- 8 September 2026
- Published by Frontiers Media SA in Frontiers in Public Health
- Vol. 14, 1835590
Open AccessArtificial intelligence for university physical education: a data–knowledge synergy digital-intelligent sports platform
This study presents the design, construction, and preliminary evaluation of a university-oriented digital-intelligent sports platform integrating a large language model with retrieval-augmented generation (RAG), campus data services, and domain knowledge resources. The platform architecture comprises technical, knowledge, operational-data, and user-application components supporting teaching assistance, exercise guidance, competition organization, and health-related information services. A formative campus deployment involving 428 students and six instructors documented implementation feasibility and user-facing application scenarios. To provide a more rigorous empirical supplement, an independent six-week, non-randomized, intact-class quasi-experiment was conducted with 196 students in four physical-education classes. Two classes received platform-supported instruction and two received conventional instruction from the same instructor. Baseline-adjusted analyses indicated higher posttest basic psychological need satisfaction in the platform-supported group (adjusted difference = 0.618, 95% CI 0.506–0.730, p < 0.001) and lower need frustration (adjusted difference = −0.653, 95% CI −0.759 to −0.547, p < 0.001). The adjusted difference in self-reported physical activity was not statistically significant ( p = 0.216). These findings provide preliminary evidence of more favorable psychological-need experiences during platform-supported physical education, but do not indicate a corresponding increase in self-reported physical activity over 6 weeks. The central contribution lies in the education-oriented integration of AI architecture, institutional knowledge resources, and classroom implementation evidence within a unified university physical-education platform.
- Open Access
- 29 July 2026
- Published by Frontiers Media SA in Frontiers in Psychology
- Vol. 17, 1889324
Need-supportive digital sports platform and physical activity outcomes in university physical education: an intact-class quasi-experimental study based on self-determination theory
Introduction: Digital platforms are increasingly used in university physical education (PE), but the psychological pathways associated with platform-supported PE remain insufficiently understood. Because individual random assignment was not feasible in the authentic educational setting, this study examined post-intervention group differences and self-determination theory (SDT)-consistent associations, distinguishing need satisfaction from need frustration. Methods: An 8-week post-intervention intact-class quasi-experimental study was conducted in eight university table tennis classes. The final sample included 393 first- and second-year undergraduate students aged 18–21 years (control group, n = 191; platform-supported group, n = 202); exact individual age was not collected. The platform-supported group used a digital-intelligent sports platform providing course learning, training assistance, competition organization, peer interaction, and achievement feedback, whereas the control group received regular PE instruction. Outcomes included basic psychological need satisfaction and frustration, self-reported physical activity, perceived exercise persistence, self-rated PE performance, perceived change in exercise frequency, and daily sitting time. Robustness analyses included class-clustered standard errors, wild cluster bootstrap tests, false discovery rate correction, and propensity score weighting. Results: The platform-supported group reported higher need satisfaction, lower need frustration, higher log-transformed physical activity, greater perceived exercise persistence, higher self-rated PE performance, more favorable perceived change in exercise frequency, and lower daily sitting time. Cross-sectional indirect-association models showed SDT-consistent pathways through increased need satisfaction and/or reduced need frustration. The direction of the primary findings remained consistent in the supplementary sensitivity analyses. Discussion: Platform-supported PE may be understood as a motivational environment rather than merely a technological tool. However, because of non-random allocation, baseline imbalance, reliance on self-report outcomes, absence of complete pretests, and lack of objective individual-level platform usage logs, the findings should be interpreted as post-intervention group differences and cross-sectional associations rather than causal intervention effects.
- 29 July 2026
- Published by Frontiers Media SA in Frontiers in Psychology
- Vol. 17, 1889324
Open AccessNeed-supportive digital sports platform and physical activity outcomes in university physical education: an intact-class quasi-experimental study based on self-determination theory
Introduction: Digital platforms are increasingly used in university physical education (PE), but the psychological pathways associated with platform-supported PE remain insufficiently understood. Because individual random assignment was not feasible in the authentic educational setting, this study examined post-intervention group differences and self-determination theory (SDT)-consistent associations, distinguishing need satisfaction from need frustration. Methods: An 8-week post-intervention intact-class quasi-experimental study was conducted in eight university table tennis classes. The final sample included 393 first- and second-year undergraduate students aged 18–21 years (control group, n = 191; platform-supported group, n = 202); exact individual age was not collected. The platform-supported group used a digital-intelligent sports platform providing course learning, training assistance, competition organization, peer interaction, and achievement feedback, whereas the control group received regular PE instruction. Outcomes included basic psychological need satisfaction and frustration, self-reported physical activity, perceived exercise persistence, self-rated PE performance, perceived change in exercise frequency, and daily sitting time. Robustness analyses included class-clustered standard errors, wild cluster bootstrap tests, false discovery rate correction, and propensity score weighting. Results: The platform-supported group reported higher need satisfaction, lower need frustration, higher log-transformed physical activity, greater perceived exercise persistence, higher self-rated PE performance, more favorable perceived change in exercise frequency, and lower daily sitting time. Cross-sectional indirect-association models showed SDT-consistent pathways through increased need satisfaction and/or reduced need frustration. The direction of the primary findings remained consistent in the supplementary sensitivity analyses. Discussion: Platform-supported PE may be understood as a motivational environment rather than merely a technological tool. However, because of non-random allocation, baseline imbalance, reliance on self-report outcomes, absence of complete pretests, and lack of objective individual-level platform usage logs, the findings should be interpreted as post-intervention group differences and cross-sectional associations rather than causal intervention effects.
- Open Access
- 1 January 2024
- Published by European Alliance for Innovation n.o.
Analysis of the Differences in Technical Level of Table Tennis under Different Training Frequencies Based on the Eagle Eye System Measurement
Objective: To study the relationship between the training frequency and technical level of 7-year-old beginners in table tennis, and provide parents with a reference for arranging their children's training frequency.Method: Five 7-year-old children who started training at the same time were selected as the experimental subjects. The weekly training frequency of the five children varied, but the training plan and coach were the same.The technical level of the five children was analyzed through the Eagle Eye system.The results showed that the technical level of children who trained seven times a week was significantly better than that of children who trained four times a week.Therefore, parents should pay attention to and reasonably arrange their children's table tennis training plan to promote their skill development, and it is recommended to insist on training every day of the week.
- 1 January 2024
- Published by European Alliance for Innovation n.o.
Open AccessAnalysis of the Differences in Technical Level of Table Tennis under Different Training Frequencies Based on the Eagle Eye System Measurement
Objective: To study the relationship between the training frequency and technical level of 7-year-old beginners in table tennis, and provide parents with a reference for arranging their children's training frequency.Method: Five 7-year-old children who started training at the same time were selected as the experimental subjects. The weekly training frequency of the five children varied, but the training plan and coach were the same.The technical level of the five children was analyzed through the Eagle Eye system.The results showed that the technical level of children who trained seven times a week was significantly better than that of children who trained four times a week.Therefore, parents should pay attention to and reasonably arrange their children's table tennis training plan to promote their skill development, and it is recommended to insist on training every day of the week.
- Open Access
- 1 January 2024
- Published by European Alliance for Innovation n.o.
Improvement and evaluation of College Public Physical Education Teaching Based on table tennis eagle eye technology and intelligent sports Bracelet
Objective: the purpose of this study is to explore the application of table tennis eagle eye technology and intelligent sports Bracelet in college public physical education teaching, and to evaluate its impact on students' table tennis technical level and teaching effect. Methods: through the comparative analysis of the experimental group and the control group, as well as the observation of the construction of sports growth files of the experimental group students using the bracelet and eagle eye data, the relevant data were collected and analyzed. Conclusion: the research results show that the application of table tennis eagle eye technology and intelligent sports bracelet has a significant positive impact on the improvement of students' table tennis technical level. The students in the experimental group obtained more comprehensive and objective data support through the use of seeker and bond 6, which helps them improve their technical movements and improve the accuracy of the ball. At the same time, the analysis of the bracelet and eagle eye data provides teachers with the opportunity to better understand the students' Sports Status and physical condition, as well as the basis for personalized guidance and training. Through the construction of students' Sports growth files based on bracelet and eagle eye data, teachers can better track the development trajectory of students, provide personalized guidance and training, and stimulate students' learning motivation and interest.
- 1 January 2024
- Published by European Alliance for Innovation n.o.
Open AccessImprovement and evaluation of College Public Physical Education Teaching Based on table tennis eagle eye technology and intelligent sports Bracelet
Objective: the purpose of this study is to explore the application of table tennis eagle eye technology and intelligent sports Bracelet in college public physical education teaching, and to evaluate its impact on students' table tennis technical level and teaching effect. Methods: through the comparative analysis of the experimental group and the control group, as well as the observation of the construction of sports growth files of the experimental group students using the bracelet and eagle eye data, the relevant data were collected and analyzed. Conclusion: the research results show that the application of table tennis eagle eye technology and intelligent sports bracelet has a significant positive impact on the improvement of students' table tennis technical level. The students in the experimental group obtained more comprehensive and objective data support through the use of seeker and bond 6, which helps them improve their technical movements and improve the accuracy of the ball. At the same time, the analysis of the bracelet and eagle eye data provides teachers with the opportunity to better understand the students' Sports Status and physical condition, as well as the basis for personalized guidance and training. Through the construction of students' Sports growth files based on bracelet and eagle eye data, teachers can better track the development trajectory of students, provide personalized guidance and training, and stimulate students' learning motivation and interest.
- Open Access
- 1 January 2024
- Published by European Alliance for Innovation n.o.
Effect of Strength Training on Forehand Pull Quality of Table Tennis Players under Eagle Eye Measurement
Objective: This study aimed to investigate the impact of strength training on the quality of the forehand pull technique in table tennis players.Methods: Two Chinese national second-class table tennis players, both aged 32, were selected as the experimental subjects and underwent a 4-week strength training program. The training program consisted of two sessions per week, including full-body strength training and special strength training.Results: Using the Eagle Eye System, the forehand topspin and backspin processes of the two athletes were recorded and analyzed. The results indicated that the athletes made some progress in their forehand pull technique, although the improvement was not statistically significant. Notably, the stability and speed of their return shots showed improvement.Conclusion: Continuous full-body and special strength training did not yield significant improvements in the quality of the forehand pull technique in table tennis players. The enhancement of a specific technique in table tennis relies more on skill utilization than solely on strength training. These findings provide valuable insights for coaches and players, highlighting the need to emphasize personalized training plans that consider the importance of strength training. Moreover, the Eagle Eye System proved to be an effective measurement tool for evaluating technical improvements and monitoring athlete progress.
- 1 January 2024
- Published by European Alliance for Innovation n.o.
Open AccessEffect of Strength Training on Forehand Pull Quality of Table Tennis Players under Eagle Eye Measurement
Objective: This study aimed to investigate the impact of strength training on the quality of the forehand pull technique in table tennis players.Methods: Two Chinese national second-class table tennis players, both aged 32, were selected as the experimental subjects and underwent a 4-week strength training program. The training program consisted of two sessions per week, including full-body strength training and special strength training.Results: Using the Eagle Eye System, the forehand topspin and backspin processes of the two athletes were recorded and analyzed. The results indicated that the athletes made some progress in their forehand pull technique, although the improvement was not statistically significant. Notably, the stability and speed of their return shots showed improvement.Conclusion: Continuous full-body and special strength training did not yield significant improvements in the quality of the forehand pull technique in table tennis players. The enhancement of a specific technique in table tennis relies more on skill utilization than solely on strength training. These findings provide valuable insights for coaches and players, highlighting the need to emphasize personalized training plans that consider the importance of strength training. Moreover, the Eagle Eye System proved to be an effective measurement tool for evaluating technical improvements and monitoring athlete progress.
- Open Access
- 8 May 2023
- Published by EDP Sciences in BIO Web of Conferences
- Vol. 59, 02012
Study on the effect of ketogenic diet combined with aerobic exercise on body posture, cardiopulmonary function and blood glucose of female college students
Study jects: 30 ordinary female college students who had no professional sports training; Study method: subjects had a ketogenic diet for 30 days and completed a daily exercise program as required. Measurement indicators: measured before and after the experiment 1. Body weight, 2. subcutaneous fat and muscle thickness in the anterior and posterior segments of the upper arm, 3. muscle condition in the anterior and posterior femoral region, 4. Maximum oxygen intake, 5. maximum heart rate, 6. blood glucose and blood β ketone. The results showed that: 1. The aerobic training in the experimental and control groups decreased in the mean sebum thickness in each group. 2 The mean maximum oxygen intake improved in both groups and one-sided T test showed significant differences in the experimental groups. 3 Mean heart rate and weight decreased in the control group, while the mean heart rate increased more weight, with the one-sided T test for maximal heart rate significantly significantly in the experimental group significantly significantly. 4. Through the design of aerobic training, the maximum oxygen content in the experimental group increased significantly.we can draw the following conclusions: 1. Certain intensity, time and regular aerobic training have certain effect on weight loss in non-experimental state and experimental state, which can effectively reduce the fat content of all parts of female college students and improve the quality of lean body; 2. certain intensity aerobic exercise based on ketogenic diet will make female college students have better slimming effect, and this mode will not cause adverse effects on the body within a certain range.
- 8 May 2023
- Published by EDP Sciences in BIO Web of Conferences
- Vol. 59, 02012
Open AccessStudy on the effect of ketogenic diet combined with aerobic exercise on body posture, cardiopulmonary function and blood glucose of female college students
Study jects: 30 ordinary female college students who had no professional sports training; Study method: subjects had a ketogenic diet for 30 days and completed a daily exercise program as required. Measurement indicators: measured before and after the experiment 1. Body weight, 2. subcutaneous fat and muscle thickness in the anterior and posterior segments of the upper arm, 3. muscle condition in the anterior and posterior femoral region, 4. Maximum oxygen intake, 5. maximum heart rate, 6. blood glucose and blood β ketone. The results showed that: 1. The aerobic training in the experimental and control groups decreased in the mean sebum thickness in each group. 2 The mean maximum oxygen intake improved in both groups and one-sided T test showed significant differences in the experimental groups. 3 Mean heart rate and weight decreased in the control group, while the mean heart rate increased more weight, with the one-sided T test for maximal heart rate significantly significantly in the experimental group significantly significantly. 4. Through the design of aerobic training, the maximum oxygen content in the experimental group increased significantly.we can draw the following conclusions: 1. Certain intensity, time and regular aerobic training have certain effect on weight loss in non-experimental state and experimental state, which can effectively reduce the fat content of all parts of female college students and improve the quality of lean body; 2. certain intensity aerobic exercise based on ketogenic diet will make female college students have better slimming effect, and this mode will not cause adverse effects on the body within a certain range.
- Open Access
- 8 May 2023
- Published by EDP Sciences in BIO Web of Conferences
- Vol. 59, 02013
The study of the Spatholobus decoction on improving the maximal oxygen uptake of track and field athletes
Objective: It aims to observe the effect of Spatholobus decoction on the maximum oxygen uptake of athletes.This is of great significance to improve the endurance of athletes. Methods: Male sprint athletes in sports schools were randomly divided into a control group, and three experimental groups. The experiment period lasted for four weeks, and four groups ran 5,000 meters once a day, including warm-up and training. The second and fourth groups were given suberect Spatholobus decoction at a ratio of 2ml/kg according to the body weight of the participants. The control group and the third group received the same dose of water. Fasting blood biochemical indexes were determined at 8 a.m. the day before and the day after the experiment. The VO2 maximum load test was carried out on the same day. Half a year later, the same experiment was done by switching the control group and the fourth group, and the second group switched to the third group. Statistical data are collected and analyzed using SPSS analysis systemResults -(1) The correlation values of red blood cells in the second group had an obvious decreasing trend (P<0.05), but the results of the VO2max loading test had no change. (2) Leukocyte of the third group was significantly increased (P<0.05); the VO2 maximum load test showed a significant increase in respiratory quotient and vco2. P<0.05). (3) The blood biochemical indexes of the fourth group had no significant changes, but the VO2max (P<0.01), VCO2max (P<0.05) and the maximum detection time (P<0.05) were increased significantly. Conclusion: Spatholobus decoction can improve the oxygen delivery capacity of red blood cells and increase the VO2 max of endurance trainers under the condition of blood biochemical index balance.
- 8 May 2023
- Published by EDP Sciences in BIO Web of Conferences
- Vol. 59, 02013
Open AccessThe study of the Spatholobus decoction on improving the maximal oxygen uptake of track and field athletes
Objective: It aims to observe the effect of Spatholobus decoction on the maximum oxygen uptake of athletes.This is of great significance to improve the endurance of athletes. Methods: Male sprint athletes in sports schools were randomly divided into a control group, and three experimental groups. The experiment period lasted for four weeks, and four groups ran 5,000 meters once a day, including warm-up and training. The second and fourth groups were given suberect Spatholobus decoction at a ratio of 2ml/kg according to the body weight of the participants. The control group and the third group received the same dose of water. Fasting blood biochemical indexes were determined at 8 a.m. the day before and the day after the experiment. The VO2 maximum load test was carried out on the same day. Half a year later, the same experiment was done by switching the control group and the fourth group, and the second group switched to the third group. Statistical data are collected and analyzed using SPSS analysis systemResults -(1) The correlation values of red blood cells in the second group had an obvious decreasing trend (P<0.05), but the results of the VO2max loading test had no change. (2) Leukocyte of the third group was significantly increased (P<0.05); the VO2 maximum load test showed a significant increase in respiratory quotient and vco2. P<0.05). (3) The blood biochemical indexes of the fourth group had no significant changes, but the VO2max (P<0.01), VCO2max (P<0.05) and the maximum detection time (P<0.05) were increased significantly. Conclusion: Spatholobus decoction can improve the oxygen delivery capacity of red blood cells and increase the VO2 max of endurance trainers under the condition of blood biochemical index balance.
- Open Access
- 1 January 2023
- Published by European Alliance for Innovation n.o.
Wechat Table Tennis Small Program Design and Application in College Table Tennis Courses
Objective: To design a WeChat table tennis small program, intensive combat, points ranking, social networking and other functions in one. In order to cope with the collective course teaching in the special course of table tennis in colleges and universities cannot meet the individual needs of students. Through the mini program, students can easily release the information and fight with other alumni. According to the results, the mini program will automatically calculate the points and update the ranking to understand their competitive level. Through social functions, students can pay attention to each other, give gifts and enhance the cohesion of the table tennis community. Methods: Based on the WeChat platform, the small program with the theme of table tennis competition is designed and developed, and applied in the actual public physical education class in colleges and universities. Teachers experience whether the small program as an auxiliary tool is effective and put forward suggestions for modification. Conclusion: The design of this WeChat table tennis applet is in line with the personalized needs of students, and improves their participation and interest. After the trial operation, the small program has won the unanimous praise of college students, and successfully improved the teaching mode in the special course of public physical education table tennis, providing a new way to strengthen and expand the campus table tennis culture.
- 1 January 2023
- Published by European Alliance for Innovation n.o.
Open AccessWechat Table Tennis Small Program Design and Application in College Table Tennis Courses
Objective: To design a WeChat table tennis small program, intensive combat, points ranking, social networking and other functions in one. In order to cope with the collective course teaching in the special course of table tennis in colleges and universities cannot meet the individual needs of students. Through the mini program, students can easily release the information and fight with other alumni. According to the results, the mini program will automatically calculate the points and update the ranking to understand their competitive level. Through social functions, students can pay attention to each other, give gifts and enhance the cohesion of the table tennis community. Methods: Based on the WeChat platform, the small program with the theme of table tennis competition is designed and developed, and applied in the actual public physical education class in colleges and universities. Teachers experience whether the small program as an auxiliary tool is effective and put forward suggestions for modification. Conclusion: The design of this WeChat table tennis applet is in line with the personalized needs of students, and improves their participation and interest. After the trial operation, the small program has won the unanimous praise of college students, and successfully improved the teaching mode in the special course of public physical education table tennis, providing a new way to strengthen and expand the campus table tennis culture.