A Study on the Optimal Design of Reinforced Learning-Driven Personalized Physical Training Strategies in Physical Education Instruction

[1] Druz, V. A., Iermakov, S. S., Nosko, M. O., Shesterova, L. Y., & Novitskaya, N. A. (2017). The problems of students’ physical training individualization. Pedagogics, psychology, medical-biological problems of physical training and sports, (2), 51-59. Druz V. A. Iermakov S. S. Nosko M. O. Shesterova L. Y. Novitskaya N. A. ( 2017 ). The problems of students’ physical training individualization . Pedagogics, psychology, medical-biological problems of physical training and sports, (2) , 51 - 59 . Search in Google Scholar

[2] Okilanda, A., Putri, S. A. R., Fajar, M., Febrian, M., Saputra, M., Tulyakul, S., … & Syaputri, W. (2024). Endurance training and its impact on physical health among university students. Retos: nuevas tendencias en educación física, deporte y recreación, (59), 1092-1102. Okilanda A. Putri S. A. R. Fajar M. Febrian M. Saputra M. Tulyakul S. Syaputri W. ( 2024 ). Endurance training and its impact on physical health among university students . Retos: nuevas tendencias en educación física, deporte y recreación, (59) , 1092 - 1102 . Search in Google Scholar

[3] Ruzmatovich, U. S. (2022). Organization And Content Of Professional And Practical Physical Training Of Students Of Pedagogical Higher Education Institutions. INTERNATIONAL JOURNAL OF RESEARCH IN COMMERCE, IT, ENGINEERING AND SOCIAL SCIENCES ISSN: 2349-7793 Impact Factor: 6.876, 16(06), 29-35. Ruzmatovich U. S. ( 2022 ). Organization And Content Of Professional And Practical Physical Training Of Students Of Pedagogical Higher Education Institutions . INTERNATIONAL JOURNAL OF RESEARCH IN COMMERCE, IT, ENGINEERING AND SOCIAL SCIENCES ISSN: 2349-7793 Impact Factor: 6.876 , 16 ( 06 ), 29 - 35 . Search in Google Scholar

[4] Alikulovich, M. K., & Yuldashevich, T. D. (2020). Development of physical training skills and formation of willpower qualities in extracurricular activities. European Journal of Research and Reflection in Educational Sciences Vol, 8(3), 2021. Alikulovich M. K. Yuldashevich T. D. ( 2020 ). Development of physical training skills and formation of willpower qualities in extracurricular activities . European Journal of Research and Reflection in Educational Sciences Vol , 8 ( 3 ), 2021 . Search in Google Scholar

[5] Prontenko, K., Griban, G. P., Dovgan, N., Loiko, O., Andreychuk, V., Tkachenko, P., … & Bloshchynskyi, I. (2019). Students’ health and its interrelation with physical fitness level. Sport Mont. International Scientifi c Journal, (17 (3)), 41-46. Prontenko K. Griban G. P. Dovgan N. Loiko O. Andreychuk V. Tkachenko P. Bloshchynskyi I. ( 2019 ). Students’ health and its interrelation with physical fitness level . Sport Mont. International Scientifi c Journal, (17 (3)) , 41 - 46 . Search in Google Scholar

[6] Chen, W., Hammond-Bennett, A., Hypnar, A., & Mason, S. (2018). Health-related physical fitness and physical activity in elementary school students. BMC public health, 18, 1-12. Chen W. Hammond-Bennett A. Hypnar A. Mason S. ( 2018 ). Health-related physical fitness and physical activity in elementary school students . BMC public health , 18 , 1 - 12 . Search in Google Scholar

[7] Kljajević, V., Stanković, M., Đorđević, D., Trkulja-Petković, D., Jovanović, R., Plazibat, K., … & Sporiš, G. (2021). Physical activity and physical fitness among university students—A systematic review. International journal of environmental research and public health, 19(1), 158. Kljajević V. Stanković M. Đorđević D. Trkulja-Petković D. Jovanović R. Plazibat K. Sporiš G. ( 2021 ). Physical activity and physical fitness among university students—A systematic review . International journal of environmental research and public health , 19 ( 1 ), 158 . Search in Google Scholar

[8] Shermamatovich, M. M., Tursunovna, H. U., Zayniddinovich, N. I., Boltayevich, A. S., & Yalgashevich, K. S. (2021). Physical education of student youth in modern conditions. Academicia: An International Multidisciplinary Research Journal, 11(2), 1589-1593. Shermamatovich M. M. Tursunovna H. U. Zayniddinovich N. I. Boltayevich A. S. Yalgashevich K. S. ( 2021 ). Physical education of student youth in modern conditions . Academicia: An International Multidisciplinary Research Journal , 11 ( 2 ), 1589 - 1593 . Search in Google Scholar

[9] Tohirjonovich, A. Q. (2023). THE ROLE OF PHYSICAL CULTURE AND SPORTS IN STUDENT ACTIVITY AND LIFESTYLE. INTERNATIONAL JOURNAL OF SOCIAL SCIENCE & INTERDISCIPLINARY RESEARCH ISSN: 2277-3630 Impact factor: 8.036, 12(09), 58-63. Tohirjonovich A. Q. ( 2023 ). THE ROLE OF PHYSICAL CULTURE AND SPORTS IN STUDENT ACTIVITY AND LIFESTYLE . INTERNATIONAL JOURNAL OF SOCIAL SCIENCE & INTERDISCIPLINARY RESEARCH ISSN: 2277-3630 Impact factor: 8.036 , 12 ( 09 ), 58 - 63 . Search in Google Scholar

[10] Gennadevna, K. G. (2021). Athletics in the system of physical education of student youth. In Interdisciplinary Conference of Young Scholars in Social Sciences (USA) (pp. 143-145). Gennadevna K. G. ( 2021 ). Athletics in the system of physical education of student youth . In Interdisciplinary Conference of Young Scholars in Social Sciences (USA) (pp. 143 - 145 ). Search in Google Scholar

[11] Tashpulatov, F. A. (2022). Student sports as a factor in the preparation of highly qualified athletes. European journal of business startups and open society, 2(2), 18-23. Tashpulatov F. A. ( 2022 ). Student sports as a factor in the preparation of highly qualified athletes . European journal of business startups and open society , 2 ( 2 ), 18 - 23 . Search in Google Scholar

[12] Ghanvatkar, S., Kankanhalli, A., & Rajan, V. (2019). User models for personalized physical activity interventions: scoping review. JMIR mHealth and uHealth, 7(1), e11098 Ghanvatkar S. Kankanhalli A. Rajan V. ( 2019 ). User models for personalized physical activity interventions: scoping review . JMIR mHealth and uHealth , 7 ( 1 ), e11098 Search in Google Scholar

[13] Zhang, W. (2024). Using machine learning to optimize the personalized training scheme of intelligent fitness equipment. Advances in Engineering Technology Research, 12(1), 1248-1248. Zhang W. ( 2024 ). Using machine learning to optimize the personalized training scheme of intelligent fitness equipment . Advances in Engineering Technology Research , 12 ( 1 ), 1248 - 1248 . Search in Google Scholar

[14] Dijkhuis, T. B., Blaauw, F. J., Van Ittersum, M. W., Velthuijsen, H., & Aiello, M. (2018). Personalized physical activity coaching: a machine learning approach. Sensors, 18(2), 623. Dijkhuis T. B. Blaauw F. J. Van Ittersum M. W. Velthuijsen H. Aiello M. ( 2018 ). Personalized physical activity coaching: a machine learning approach . Sensors , 18 ( 2 ), 623 . Search in Google Scholar

[15] Fuentes-Penna, A., Cámara, R. A. B., Borja, A. P. P., & Vera-Jiménez, M. A. (2024). Personalized Training Profile. International Journal of Combinatorial Optimization Problems and Informatics, 15(4), 138. Fuentes-Penna A. Cámara R. A. B. Borja A. P. P. Vera-Jiménez M. A. ( 2024 ). Personalized Training Profile . International Journal of Combinatorial Optimization Problems and Informatics , 15 ( 4 ), 138 . Search in Google Scholar

[16] Wu, Y., Ma, Z., Zhao, H., Li, Y., & Sun, Y. (2020). Achieve personalized exercise intensity through an intelligent system and cycling equipment: a machine learning approach. Applied Sciences, 10(21), 7688. Wu Y. Ma Z. Zhao H. Li Y. Sun Y. ( 2020 ). Achieve personalized exercise intensity through an intelligent system and cycling equipment: a machine learning approach . Applied Sciences , 10 ( 21 ), 7688 . Search in Google Scholar

[17] Prewitt, S. L., Hannon, J. C., Colquitt, G., Brusseau, T. A., Newton, M., & Shaw, J. (2015). Effect of personalized system of instruction on health-related fitness knowledge and class time physical activity. The Physical Educator, 72(5). Prewitt S. L. Hannon J. C. Colquitt G. Brusseau T. A. Newton M. Shaw J. ( 2015 ). Effect of personalized system of instruction on health-related fitness knowledge and class time physical activity . The Physical Educator , 72 ( 5 ). Search in Google Scholar

[18] Monteiro-Guerra, F., Rivera-Romero, O., Fernandez-Luque, L., & Caulfield, B. (2019). Personalization in real-time physical activity coaching using mobile applications: a scoping review. IEEE journal of biomedical and health informatics, 24(6), 1738-1751. Monteiro-Guerra F. Rivera-Romero O. Fernandez-Luque L. Caulfield B. ( 2019 ). Personalization in real-time physical activity coaching using mobile applications: a scoping review . IEEE journal of biomedical and health informatics , 24 ( 6 ), 1738 - 1751 . Search in Google Scholar

[19] Pinheiro, C., Figueiredo, J., Cerqueira, J., & Santos, C. P. (2024, September). A pilot study on wearable multimodal biofeedback for personalized physical training. In 2024 10th IEEE RAS/EMBS International Conference for Biomedical Robotics and Biomechatronics (BioRob) (pp. 587-592). IEEE. Pinheiro C. Figueiredo J. Cerqueira J. Santos C. P. ( 2024 , September ). A pilot study on wearable multimodal biofeedback for personalized physical training . In 2024 10th IEEE RAS/EMBS International Conference for Biomedical Robotics and Biomechatronics (BioRob) (pp. 587 - 592 ). IEEE . Search in Google Scholar

[20] Kotte, H., Daiber, F., Kravcik, M., & Duong-Trung, N. (2024, June). FitSight: Tracking and Feedback Engine for Personalized Fitness Training. In Proceedings of the 32nd ACM Conference on User Modeling, Adaptation and Personalization (pp. 223-231). Kotte H. Daiber F. Kravcik M. Duong-Trung N. ( 2024 , June ). FitSight: Tracking and Feedback Engine for Personalized Fitness Training . In Proceedings of the 32nd ACM Conference on User Modeling, Adaptation and Personalization (pp. 223 - 231 ). Search in Google Scholar

[21] Byrd, B. R., Keith, J., Keeling, S. M., Weatherwax, R. M., Nolan, P. B., Ramos, J. S., & Dalleck, L. C. (2019). Personalized moderate-intensity exercise training combined with high-intensity interval training enhances training responsiveness. International Journal of Environmental Research and Public Health, 16(12), 2088. Byrd B. R. Keith J. Keeling S. M. Weatherwax R. M. Nolan P. B. Ramos J. S. Dalleck L. C. ( 2019 ). Personalized moderate-intensity exercise training combined with high-intensity interval training enhances training responsiveness . International Journal of Environmental Research and Public Health , 16 ( 12 ), 2088 . Search in Google Scholar

[22] Pinzón, V., Hugo, V., Fernanda, L., Narváez, G., & Camilo, C. (2015, September). GearMeApp: Multiplatform application for personalized physical training, to support the learning in the physical activity execution. In 2015 10th Computing Colombian Conference (10CCC) (pp. 439-447). IEEE. Pinzón V. Hugo V. Fernanda L. Narváez G. Camilo C. ( 2015 , September ). GearMeApp: Multiplatform application for personalized physical training, to support the learning in the physical activity execution . In 2015 10th Computing Colombian Conference (10CCC) (pp. 439 - 447 ). IEEE . Search in Google Scholar

[23] Jiyang Zhu& Xue Han. (2024). Big data clustering algorithm of power system user load characteristics based on K-means and SOM neural network. Multimedia Tools and Applications(prepublish), 1-15. Zhu Jiyang Han Xue ( 2024 ). Big data clustering algorithm of power system user load characteristics based on K-means and SOM neural network . Multimedia Tools and Applications(prepublish) , 1 - 15 . Search in Google Scholar

[24] Biao Song, Qinghua Zhou & Rui Chang. (2025). Short-term motion prediction of FOWT based on time-frequency feature fusion LSTM combined with signal decomposition methods. Ocean Engineering 120046-120046. Song Biao Zhou Qinghua Chang Rui ( 2025 ). Short-term motion prediction of FOWT based on time-frequency feature fusion LSTM combined with signal decomposition methods . Ocean Engineering 120046 - 120046 . Search in Google Scholar

[25] Zhonghua Miao, Hengwei Guo, Quan ke Pan, Chen Peng & Ziyu Xu. (2025). A reinforcement learning-enhanced multi-objective iterated greedy algorithm for weeding-robot operation scheduling problems. Expert Systems With Applications125760-125760. Miao Zhonghua Guo Hengwei Pan Quan ke Peng Chen Xu Ziyu ( 2025 ). A reinforcement learning-enhanced multi-objective iterated greedy algorithm for weeding-robot operation scheduling problems . Expert Systems With Applications 125760 - 125760 . Search in Google Scholar