Detection method of arm force point in shot put based on ant colony algorithm
Abstract
In order to better improve the ability of shot put, an ant colony algorithm-based detection of arm force point in shot put is proposed. Firstly, integrate the ant colony algorithm theory to obtain the values of the two influencing factors of the arm force point, the special absolute strength of the upper limb and the special speed strength training of the upper limb in shot put, calculate the correlation coefficient between the absolute strength training of the upper limb and the arm force point in shot put, and obtain the correlation degree between the influencing factors of the absolute strength training of the upper limb and the arm force point in shot put, Obtain the interaction relationship between the upper limb muscle tissue and the support system, calculate the influence of the work degree of the upper limb muscle under the special speed and strength training of the upper limb on the arm force point in push and throw, give the force of the muscle group in the process of “pulling” and “pushing” shot put in the process of gradually increasing the training load of upper limb throw, and obtain the synergy effect index of the shoulder muscle group in the process of “pushing” shot put. The test model of arm force point in shot put is established. The simulation results show that the proposed detection method of arm force point in shot put based on ant colony algorithm can accurately track and monitor the throwing situation of shot putters, obtain accurate data of arm force point in shot put and optimize the technology.
References
1. Netsanet Solomon, Zheng Dehua, Zhang Wei, Teshager Girmaw. 2022. Short-term PV power forecasting using variational mode decomposition integrated with Ant colony optimization and neural network, Energy Reports, (8):2022-2035.
2. Zhang Min, Zhang Lu, Yang Mei, Zhang Ying, Yang Jining, Qin Yuping. 2023. Modeling and analysis of the diffusion mechanism of impact force on digital forearm. Chinese Journal of Medical Physics. 40(2): 226-231.
3. Wang Yimiao, Xia Zhenhua. 2024. Mahony-EKF algorithm-basing on arm motion attitude measurement system. Foreign electronic measurement technology. 43(2):123-130.
4. Li Dawei, Zhao Ming. 2023. Mechanical Arm Avoidance Path-Planning Based on QACA. Modular Machine Tool & Automatic Manufacturing Technique. 2023(1): 50-55.
5. Hussain, Syed Fawad, Butt, Ifra Arif, Hanif, Muhammad, Anwar, Sajid. 2022. Clustering uncertain graphs using ant colony optimization (ACO), Neural Computing and Applications, 5:1-18
6. Chapelle Laurent, Bishop Chris, Clarys Peter, D’Hondt Eva. 2021. No Relationship between Lean Mass and Functional Asymmetry in High-Level Female Tennis Players, International Journal of Environmental Research and Public Health, 22:11928-11928.
7. Philip S L Anderson, Michael D Rivera, Andrew V Suarez, 2020. “Simple” Biomechanical Model for Ants Reveals How Correlated Evolution among Body Segments Minimizes Variation in Center of Mass as Heads Get Larger, Integrative and Comparative Biology. 60(5): 1193–1207.
8. Degot Matthieu, Blache Yoann, Vigne Grégory, Franger Gabriel, Neyton Lionel, Rogowski Isabelle. 2021. Intra- and intersession reliability and agreement of the Unilateral Seated Shot-Put Test outcome measures in healthy male athletes, BMC Sports Science, Medicine and Rehabilitation. 13 :72.
9. Silva Barros Bianca Rodrigues da, Cavalcanti Isadora Braga Silva, Silva Júnior Nilton da, Sousa Catarina de Oliveira. 2022. Correlation between upper limb function and clinical measures of shoulder and trunk mobility and strength in overhead athletes with shoulder pain, Physical Therapy in Sport. 55:12-20.
10. Wang, J., & Rajendran, P. 2024. Lightweight aircraft design: Integrating biomechanics and algorithm optimization for drone construction using paper materials. Molecular & Cellular Biomechanics. 21(2), 352.
11. Imura Akiko, Iino Yoichi, Koike Sekiya. 2022. Dancers utilize a ‘whip-like effect’ to increase arm angular momentum during multiple-revolution pirouette en dehors, Sports Biomechanics. 10:11-19.
12. Haghpanah Seyyed Arash, Khosrowpour Elham, Hematiyan Mohammad Rahim. 2022. An Adaptive Integral Terminal Sliding Mode Controller to Track the Human Upper Limb during Front Crawl Swimming. European Journal of Sport Science. 10:21-22.
13. Yang D, Wang J, He J, Zhao C. A clustering mining method for sports behavior characteristics of athletes based on the ant colony optimization.2024, 10(12): e33297.
14. Horobeanu Cosmin, Pullinger Samuel A, Paulus Julien, Savoia Cristian, Wong Fui Yen, Seurot Antoine, Croisier Jean L, Forthomme Benedicte. 2022. Sex differences in shoulder performance fatiguability are affected by arm position, dominance and muscle group. BMC Musculoskeletal Disorders. 1:299-299.
15. Weisse Bernhard, Lama Susan, Piskoty Gabor, Affolter Christian, Aiyangar Ameet K. 2022. Effect of two types of shoulder prosthesis on the muscle forces using a generic multibody model for different arm motions. BioMedical Engineering OnLine.1:17-17.
16. Min Ma, Xi Luo, Shiji Xiahou, Xinran Shan. 2024. A Laguerre–Volterra network model based on ant colony optimization applied to evaluate EMG-force relationship in the muscle fatigue state. Rev. Sci. Instrum. 95 (6): 065004.
17. Cvetic Danilo, Janicijevic Danica, Knezevic Olivera M, GarcíaRamos Amador, Mirkov Dragan M. 2022. Methodological considerations for assessing whole-body strength capacity through isometric dynamometry. Sports Biomechanics. 1:11-15.
18. Naczk Alicja, Huzarski Tomasz, Doś Janusz, GórskaDoś Magdalena, Gramza Piotr, Gajewska Ewa, Naczk Mariusz. 2022. Impact of Inertial Training on Muscle Strength and Quality of Life in Breast Cancer Survivors. International Journal of Environmental Research and Public Health. 6:3278-3278.
19. Tetteh Emmanuel, Hallbeck M. Susan,Mirka Gary A. 2022. Effects of passive exoskeleton support on EMG measures of the neck, shoulder and trunk muscles while holding simulated surgical postures and performing a simulated surgical procedure. Applied Ergonomics. 100: 103646-103646.
20. Kukić Filip, Petrović Miloš, Greco Gianpiero, Cataldi Stefania, Fischetti Francesco. 2022. Association of Anthropometrics and Body Composition with Maximal and Relative Force and Power of Kayak Stroke in Competitive Kayak Athletes. International Journal of Environmental Research and Public Health. 5:2977-2977.
21. Bouagina Rachid, Padulo Johnny, Fray Akram, Larion Alin, Abidi Hatem, Chtara Mokhtar, Chelly Mohamed Souhail, Khalifa Riadh. 2022. Short-term in-season ballistic training improves power, muscle volume and throwing velocity in junior handball players. A randomized control trial. Biology of Sport. 2:415-426.
22. Kanzler Christoph M, Lessard Isabelle, Gassert Roger, Brais Bernard, Gagnon Cynthia, Lambercy Olivier. 2022. Reliability and validity of digital health metrics for assessing arm and hand impairments in an ataxic disorder. Annals of Clinical and Translational Neurology. 4:432-443.
23. Struzik Artur, Winiarski Sławomir, Zawadzki Jerzy. 2022. Inter-Limb Asymmetry of Leg Stiffness in National Second-League Basketball Players during Countermovement Jumps, Symmetry. 3:440.
24. Wu Mingzhong, Jia Sheng, Lin Zhihong. 2022. An Experimental Study on the Vibration Transmission Characteristics of Wrist Exposure to Hand Transmitted Vibration, Applied Sciences. 4:2232-2232.
25. Borrelli James, Creath Robert, Westlake Kelly, Rogers Mark W. 2022. Age-related changes in protective arm reaction kinematics, kinetics, and neuromuscular activation during evoked forward falls. Human Movement Science, 81:102914-102914.
26. Yang Wu Te, Chen Bo Hsun, Lin Pei Chun. 2022. A dual-arm manipulation strategy using position/force errors and Kalman filter, Transactions of the Institute of Measurement and Control. 44:820-834.
27. Hooijmans Melissa T, Habets Laura E, van den Berg Sandra, Froeling Martijn, Asselman FayLynn, Strijkers Gustav J, Jeneson Jeroen A L, Bartels Bart; Nederveen Aart J, van der Pol W Ludo. 2022. Multi-modal MR imaging of the upper arm muscles of patients with Spinal Muscular Atrophy, NMR in Biomedicine. 10: e4696-e4696.
28. Rempel David, Potvin Jim. 2022. A Design Tool to Estimate Maximum Acceptable Manual Arm Forces for Above-Shoulder Work, Ergonomics. 10:21-27.
29. Abolins Valters, Latash Mark L. 2022. Unintentional force drifts across the human fingers: implications for the neural control of finger tasks, Experimental Brain Research. 6: 1-11.
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