{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,6,26]],"date-time":"2025-06-26T08:30:02Z","timestamp":1750926602149,"version":"3.40.5"},"reference-count":25,"publisher":"Wiley","license":[{"start":{"date-parts":[[2021,5,20]],"date-time":"2021-05-20T00:00:00Z","timestamp":1621468800000},"content-version":"unspecified","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Mobile Information Systems"],"published-print":{"date-parts":[[2021,5,20]]},"abstract":"<jats:p>In the field of martial arts, athletes can win the initiative in the competition if they can correctly and timely acquire the field knowledge, evaluate the situation efficiently, and formulate a suitable strategy. In this paper, we use fuzzy mathematics, mathematical statistics, and artificial intelligence learning algorithms to carry out systematic and in-depth research on the selection of Wushu competition scene decision-making. The fuzzy mathematics theory is combined with the intelligent design theory for decision-making based on a multiagent, case-based reasoning selection, and adaptability evaluation analysis. The Wushu competition scene decision system is constructed based on artificial intelligence learning algorithms. Our approach outperforms the existing approaches in terms of accuracy, sensitivity, specificity, and Matthew\u2019s correlation coefficient (MCC). The results of our proposed model can be anticipated to have the potential for better flexibility and scalability in martial arts competition.<\/jats:p>","DOI":"10.1155\/2021\/9920751","type":"journal-article","created":{"date-parts":[[2021,5,20]],"date-time":"2021-05-20T22:05:07Z","timestamp":1621548307000},"page":"1-8","source":"Crossref","is-referenced-by-count":5,"title":["Intelligent Decision-Making System for Martial Arts Competition Using Deep Learning"],"prefix":"10.1155","volume":"2021","author":[{"given":"Shisen","family":"Li","sequence":"first","affiliation":[{"name":"Department of Physical Education, North China University of Science and Technology, Tangshan 063210, Hebei, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4372-399X","authenticated-orcid":true,"given":"Shenglu","family":"Huo","sequence":"additional","affiliation":[{"name":"School of Economic and Management, Shanghai University of Sport, Shanghai 200438, China"}]},{"given":"Wei","family":"Ke","sequence":"additional","affiliation":[{"name":"College of Physical Education, HengShui University, Hengshui 053000, Hebei, China"}]}],"member":"311","reference":[{"issue":"1","key":"1","first-page":"70","article-title":"An empirical analysis of the popularization development of Taijiquan based on the concept of national fitness","volume":"16","author":"K. Wang","year":"2017","journal-title":"Journal of Wuxi Vocational and Technical College"},{"volume-title":"Research on the Development of Bengbu Martial Arts under the Background of National Fitness","year":"2018","author":"C. Wang","key":"2"},{"volume-title":"Research on the Current Situation and Countermeasures of Taijiquan Teaching at Jilin University","year":"2014","author":"L. Zhang","key":"3"},{"issue":"2","key":"4","article-title":"Research on the development of Taijiquan in Chengdu I\u2014taking the 13th Taijiquan championship in Chengdu in 2016 as an example","volume":"36","author":"J. Shi","year":"2017","journal-title":"Sichuan Sports Science"},{"volume-title":"The Promotion and Development Status of Taiji Aerobics under the National Fitness Program [Chuan]","year":"2017","author":"X. Chai","key":"5"},{"key":"6","doi-asserted-by":"crossref","DOI":"10.1142\/7547","volume-title":"Advanced Artificial Intelligence","author":"Z. Shi","year":"2011"},{"issue":"12","key":"7","first-page":"54","article-title":"Research on DSS oriented model base system based on agent","volume":"39","author":"R. He","year":"2011","journal-title":"Computer and Digital Engineering"},{"issue":"1","key":"8","first-page":"6","article-title":"The construction method of an intelligent decision support system based on multi-agent","author":"J. Zhu","year":"2001","journal-title":"Journal of Beijing University of Technology"},{"issue":"8","key":"9","first-page":"118","article-title":"Application of intelligent decision support system in ventilation system optimization of Zhaozhuang mine","volume":"34","author":"S. Zhang","year":"2018","journal-title":"Modern Mining"},{"issue":"6","key":"10","first-page":"46","article-title":"Analysis of Taijiquan fitness in China from the perspective of national fitness","author":"X. Li","year":"2018","journal-title":"Foreign Teachers of China"},{"issue":"2","key":"11","first-page":"43","article-title":"Exploration and research on the cultivation of ways of teenagers\u2019 Wushu enlightenment training interest","volume":"7","author":"G. Xu","year":"2017","journal-title":"Contemporary Sports Science and Technology"},{"issue":"7","key":"12","first-page":"61","article-title":"Research on the development path of traditional Wushu into the campus","author":"Y. Xu","year":"2018","journal-title":"Chinese Wushu. Research"},{"issue":"5","key":"13","first-page":"15","article-title":"On the inheritance of traditional martial arts to confucian spiritual cultivation methods","volume":"18","author":"Y. Qiu","year":"2014","journal-title":"Sports Science Research"},{"issue":"8","key":"14","first-page":"45","article-title":"The development of martial arts under the guidance of new era thoughts. Chinese martial arts","volume":"7","author":"B. Liu","year":"2018","journal-title":"Research"},{"issue":"2","key":"15","first-page":"98","article-title":"The influence of martial arts novels and film and TV works on young people\u2019s learning martial arts","volume":"30","author":"Y. Zhang","year":"2015","journal-title":"Sports Research and Education"},{"issue":"6","key":"16","first-page":"29","article-title":"On the characteristics of Chinese Wushu development during the cultural revolution","volume":"33","author":"X. Su","year":"1993","journal-title":"Journal of Wuhan Institute of Physical Education"},{"volume-title":"Research on Fuzzy Portfolio Optimization and Application","year":"2014","author":"S. Xiong","key":"17"},{"volume-title":"Children\u2019s Sensitive Period Diagnosis System Based on Axiomatic Fuzzy Decision Tree","year":"2017","author":"A. Dai","key":"18"},{"volume-title":"The Analytic Hierarchy Process","year":"1980","author":"T. Satty","key":"19"},{"key":"20","doi-asserted-by":"publisher","DOI":"10.1109\/TAC.2010.2076250"},{"issue":"2","key":"21","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/2544375.2544393","article-title":"On self-tuning networks-on-chip for dynamic network-flow dominance adaptation","volume":"13","author":"X. Wang","year":"2014","journal-title":"ACM Transactions on Embedded Computing Systems (TECS)"},{"volume-title":"Research on Some Problems of Multi-Agent System Unification","year":"2011","author":"J. Li","key":"22"},{"volume-title":"Coordinated Control and Optimization of Complex Multi-Agent Networks","year":"2011","author":"W. Liu","key":"23"},{"key":"24","doi-asserted-by":"publisher","DOI":"10.1007\/s11042-020-10188-x"},{"key":"25","doi-asserted-by":"publisher","DOI":"10.3390\/e23040435"}],"container-title":["Mobile Information Systems"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/downloads.hindawi.com\/journals\/misy\/2021\/9920751.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/misy\/2021\/9920751.xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/misy\/2021\/9920751.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,5,20]],"date-time":"2021-05-20T22:05:21Z","timestamp":1621548321000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.hindawi.com\/journals\/misy\/2021\/9920751\/"}},"subtitle":[],"editor":[{"given":"Mian Ahmad","family":"Jan","sequence":"additional","affiliation":[]}],"short-title":[],"issued":{"date-parts":[[2021,5,20]]},"references-count":25,"alternative-id":["9920751","9920751"],"URL":"https:\/\/doi.org\/10.1155\/2021\/9920751","relation":{},"ISSN":["1875-905X","1574-017X"],"issn-type":[{"type":"electronic","value":"1875-905X"},{"type":"print","value":"1574-017X"}],"subject":[],"published":{"date-parts":[[2021,5,20]]}}}