{"title":"优化网球发球策略:纳什均衡和不同场地的焦点。","authors":"Rouli Ye, Wenming Liu","doi":"10.1080/02640414.2025.2502891","DOIUrl":null,"url":null,"abstract":"<p><p>This study analyzes 120 men's singles tennis matches using the Stroke Performance Relevance (SPR) metric and Nash equilibrium from game theory, focusing on serve strategies across different court surfaces. The SPR metric quantifies the impact of each stroke on match dynamics, providing a comprehensive alternative to traditional outcome-based metrics. Results show that on hard courts, first serves to the outside placement achieve the highest expected return (27.3), while on clay courts, the outside has the highest probability distribution (22.1%). For second serves, hard courts favor the inside with the highest expected return (2.3), whereas grass courts demonstrate the highest probability in the outside (6.0%). These findings underscore the critical need to adapt serve strategies to court-specific characteristics, enabling players to maximize strategic efficiency. Coaches can utilize these insights to develop targeted training programs. By integrating the SPR metric and Nash equilibrium, this study combines stroke impact quantification through SPR with game-theoretic strategy optimization. This integration enables players to dynamically adapt serve strategies during matches and empowers coaches to design surface-specific training regimens, thereby enhancing competitive performance through data-driven tactical adjustments.</p>","PeriodicalId":17066,"journal":{"name":"Journal of Sports Sciences","volume":" ","pages":"1417-1424"},"PeriodicalIF":2.3000,"publicationDate":"2025-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Optimizing serve strategies in tennis: A focus on Nash equilibrium and different court surfaces.\",\"authors\":\"Rouli Ye, Wenming Liu\",\"doi\":\"10.1080/02640414.2025.2502891\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><p>This study analyzes 120 men's singles tennis matches using the Stroke Performance Relevance (SPR) metric and Nash equilibrium from game theory, focusing on serve strategies across different court surfaces. The SPR metric quantifies the impact of each stroke on match dynamics, providing a comprehensive alternative to traditional outcome-based metrics. Results show that on hard courts, first serves to the outside placement achieve the highest expected return (27.3), while on clay courts, the outside has the highest probability distribution (22.1%). For second serves, hard courts favor the inside with the highest expected return (2.3), whereas grass courts demonstrate the highest probability in the outside (6.0%). These findings underscore the critical need to adapt serve strategies to court-specific characteristics, enabling players to maximize strategic efficiency. Coaches can utilize these insights to develop targeted training programs. By integrating the SPR metric and Nash equilibrium, this study combines stroke impact quantification through SPR with game-theoretic strategy optimization. This integration enables players to dynamically adapt serve strategies during matches and empowers coaches to design surface-specific training regimens, thereby enhancing competitive performance through data-driven tactical adjustments.</p>\",\"PeriodicalId\":17066,\"journal\":{\"name\":\"Journal of Sports Sciences\",\"volume\":\" \",\"pages\":\"1417-1424\"},\"PeriodicalIF\":2.3000,\"publicationDate\":\"2025-08-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Sports Sciences\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.1080/02640414.2025.2502891\",\"RegionNum\":2,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"2025/5/9 0:00:00\",\"PubModel\":\"Epub\",\"JCR\":\"Q2\",\"JCRName\":\"SPORT SCIENCES\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Sports Sciences","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1080/02640414.2025.2502891","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/5/9 0:00:00","PubModel":"Epub","JCR":"Q2","JCRName":"SPORT SCIENCES","Score":null,"Total":0}
Optimizing serve strategies in tennis: A focus on Nash equilibrium and different court surfaces.
This study analyzes 120 men's singles tennis matches using the Stroke Performance Relevance (SPR) metric and Nash equilibrium from game theory, focusing on serve strategies across different court surfaces. The SPR metric quantifies the impact of each stroke on match dynamics, providing a comprehensive alternative to traditional outcome-based metrics. Results show that on hard courts, first serves to the outside placement achieve the highest expected return (27.3), while on clay courts, the outside has the highest probability distribution (22.1%). For second serves, hard courts favor the inside with the highest expected return (2.3), whereas grass courts demonstrate the highest probability in the outside (6.0%). These findings underscore the critical need to adapt serve strategies to court-specific characteristics, enabling players to maximize strategic efficiency. Coaches can utilize these insights to develop targeted training programs. By integrating the SPR metric and Nash equilibrium, this study combines stroke impact quantification through SPR with game-theoretic strategy optimization. This integration enables players to dynamically adapt serve strategies during matches and empowers coaches to design surface-specific training regimens, thereby enhancing competitive performance through data-driven tactical adjustments.
期刊介绍:
The Journal of Sports Sciences has an international reputation for publishing articles of a high standard and is both Medline and Clarivate Analytics-listed. It publishes research on various aspects of the sports and exercise sciences, including anatomy, biochemistry, biomechanics, performance analysis, physiology, psychology, sports medicine and health, as well as coaching and talent identification, kinanthropometry and other interdisciplinary perspectives.
The emphasis of the Journal is on the human sciences, broadly defined and applied to sport and exercise. Besides experimental work in human responses to exercise, the subjects covered will include human responses to technologies such as the design of sports equipment and playing facilities, research in training, selection, performance prediction or modification, and stress reduction or manifestation. Manuscripts considered for publication include those dealing with original investigations of exercise, validation of technological innovations in sport or comprehensive reviews of topics relevant to the scientific study of sport.