Enhanced Aquatic Athlete Fitness Assessment with a Resilient PSO-XGBoost Technique
Keywords:
PSO, Grid Search, Random Search, Regression, Hyper-parameter tuningAbstract
Being active is a key ingredient for a healthier lifestyle. When a body is kept active, the entire system uses more energy, and when are burned more than consumed to maintain a healthier state of being. Moreover, burning appropriate calorie levels lowers the risk of cardio diseases and lowers the stress and feeling of anxiety. Swimming is one of the primary sports activities that engages all muscle groups, and the cardio system offers virus health benefits and fitness. Unlike sports, swimming can work on every muscle, as sprint kicking streamlines position activities, which elevates the heart rate and higher calories burned. Wearable sensors such as smartwatches and calorie trackers are used in measuring these calorie ranges, which are burnt by swimming. Predicting the fitness of a swimmer as the primitive activity in reducing the calories by using a hyperparameter tuning approach for enhanced exploration ability using grid search and random search strategies and PSO to optimize the outcomes. Besides, hyperparameters are tuned in the Random Forest (RF), Decision Tree (DT), AdaBoost, and XG-boost regression model for an error-free outcome and with satisfactory performance analytical values. Finally, the performance of the proposed model is assessed using performance metrics such as R-square, RMSE, MSE, and MAE. Further, the proposed model is compared with the existing models to determine the efficiency of the proposed framework.
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R. J. Schinke et al., "International society of sport psychology position stand: mental health through occupational health and safety in high performance sport," vol. 20, no. 6, pp. 1711-1733, 2022.
R. N. Vaghela and D. Patel, "IMPORTANCE OF SPORTS PSYCHOLOGY AND IMPORTANCE OF SPORTS IN DAILY ROUTINE," EPRA International Journal of Multidisciplinary Research (IJMR), vol. 9, no. 7, pp. 80-81, 2023.
J.-M. Oppert, C. Ciangura, and A. Bellicha, "Physical activity and exercise for weight loss and maintenance in people living with obesity," Reviews in Endocrine and Metabolic Disorders, pp. 1-13, 2023.
A. Sharma, M. Badea, S. Tiwari, and J. L. Marty, "Wearable biosensors: an alternative and practical approach in healthcare and disease monitoring," Molecules, vol. 26, no. 3, p. 748, 2021.
S. Bag and D. Mandal, "Overview of Biosensors and Its Application in Health Care," in Next Generation Smart Nano-Bio-Devices: Springer, 2022, pp. 29-60.
F. Torma et al., "High intensity interval training and molecular adaptive response of skeletal muscle," vol. 1, no. 1, pp. 24-32, 2019.
M. Perelló-Amorós et al., "Diet and exercise modulate GH-IGFs axis, proteolytic markers and myogenic regulatory factors in juveniles of gilthead Sea bream (Sparus aurata)," vol. 11, no. 8, p. 2182, 2021.
E. L. dos Santos Cardoso et al., "Combined effects of intermittent fasting with swimming-based high intensity intermittent exercise training in Wistar rats," Tissue and Cell, vol. 82, p. 102099, 2023.
T. Zhu et al., "Effect of swimming training on the flesh quality in Chinese Perch (Siniperca chuatsi) and its relationship with muscle metabolism," Aquaculture, p. 739926, 2023.
H. Massey et al., "Perceived impact of outdoor swimming on health: web-based survey," vol. 11, no. 1, p. e25589, 2022.
T. Yamasaki, "Benefits of table tennis for brain health maintenance and prevention of dementia," Encyclopedia, vol. 2, no. 3, pp. 1577-1589, 2022.
C.-Y. Pan, C.-L. Tsai, C.-H. Chu, M.-C. Sung, C.-Y. Huang, and W.-Y. Ma, "Effects of physical exercise intervention on motor skills and executive functions in children with ADHD: A pilot study," Journal of attention disorders, vol. 23, no. 4, pp. 384-397, 2019.
Y. Zhai et al., "Preferred temperatures with and without air movement during moderate exercise," Energy and Buildings, vol. 207, p. 109565, 2020.
I. Garcia-Tabar, E. Rampinini, and E. M. Gorostiaga, "Lactate equivalent for maximal lactate steady state determination in soccer," Research quarterly for exercise and sport, vol. 90, no. 4, pp. 678-689, 2019.
A. Shoaib et al., "A Nanotechnology-Based Approach to Biosensor Application in Current Diabetes Management Practices," Nanomaterials, vol. 13, no. 5, p. 867, 2023.
A. A. Bahaddad, M. Ragab, E. B. Ashary, and E. M. Khalil, "Metaheuristics with deep learning-enabled Parkinson’s disease diagnosis and classification model," Journal of Healthcare A. Rana, "A descriptive overview of the importance of sports nutrition for former athletes," Journal of Sports Science and Nutrition, vol. 3, no. 2, pp. 209-215, 2022.
C. Costa et al., "From trihalomethanes chronic daily intake through multiple exposure routes to cancer and non-cancer health risk assessment: Evidence from public Portuguese indoor swimming pools facilities using a probabilistic approach," vol. 818, p. 151790, 2022.
A. Hasanloei, K. M. Salamat, and S. A. J. H. M. J. Hosseini, "Antioxidant effect of swimming training and royal jelly consumption in the Hippocampus tissue of rats with Alzheimer’s disease," vol. 26, no. 1, pp. 62-67, 2022.
[E. L. dos Santos Cardoso et al., "Combined effects of intermittent fasting with swimming-based high intensity intermittent exercise training in Wistar rats," vol. 82, p. 102099, 2023.
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