{"title":"UKF 中的轨迹分析:预测乒乓球飞行参数","authors":"Hung-Tse Chiang, Bor-Yao Tseng, Jiann-Liang Chen, Han-Chuan Hsieh","doi":"10.1109/mitp.2024.3380837","DOIUrl":null,"url":null,"abstract":"The primary objective of this research is to develop a sophisticated system capable of accurately predicting the 3-D trajectory of a ball in sports and conducting an in-depth analysis of the obtained trajectory. The proposed system comprises three key components: a binocular vision system, an unscented Kalman filter trajectory and velocity prediction system, and an algorithmic data analysis system. The binocular vision system uses two fixed cameras to record the ball’s movement. This system is a valuable resource for professional table tennis athletes and coaches, providing precise data for comprehensive sports analysis. In contrast to other studies, this research introduces a cost-effective and highly convenient 3-D trajectory analysis system for table tennis. The system achieves sufficient accuracy using only two low-resolution, low-frame-rate devices and a simple calibration process. Compared to traditional binocular image triangulation, the proposed system improves accuracy by 25%, with an error margin reduced to only 86 mm.","PeriodicalId":49045,"journal":{"name":"IT Professional","volume":"134 1","pages":""},"PeriodicalIF":2.2000,"publicationDate":"2024-06-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Trajectory Analysis in UKF: Predicting Table Tennis Ball Flight Parameters\",\"authors\":\"Hung-Tse Chiang, Bor-Yao Tseng, Jiann-Liang Chen, Han-Chuan Hsieh\",\"doi\":\"10.1109/mitp.2024.3380837\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The primary objective of this research is to develop a sophisticated system capable of accurately predicting the 3-D trajectory of a ball in sports and conducting an in-depth analysis of the obtained trajectory. The proposed system comprises three key components: a binocular vision system, an unscented Kalman filter trajectory and velocity prediction system, and an algorithmic data analysis system. The binocular vision system uses two fixed cameras to record the ball’s movement. This system is a valuable resource for professional table tennis athletes and coaches, providing precise data for comprehensive sports analysis. In contrast to other studies, this research introduces a cost-effective and highly convenient 3-D trajectory analysis system for table tennis. The system achieves sufficient accuracy using only two low-resolution, low-frame-rate devices and a simple calibration process. Compared to traditional binocular image triangulation, the proposed system improves accuracy by 25%, with an error margin reduced to only 86 mm.\",\"PeriodicalId\":49045,\"journal\":{\"name\":\"IT Professional\",\"volume\":\"134 1\",\"pages\":\"\"},\"PeriodicalIF\":2.2000,\"publicationDate\":\"2024-06-26\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"IT Professional\",\"FirstCategoryId\":\"94\",\"ListUrlMain\":\"https://doi.org/10.1109/mitp.2024.3380837\",\"RegionNum\":4,\"RegionCategory\":\"计算机科学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q3\",\"JCRName\":\"COMPUTER SCIENCE, INFORMATION SYSTEMS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"IT Professional","FirstCategoryId":"94","ListUrlMain":"https://doi.org/10.1109/mitp.2024.3380837","RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"COMPUTER SCIENCE, INFORMATION SYSTEMS","Score":null,"Total":0}
Trajectory Analysis in UKF: Predicting Table Tennis Ball Flight Parameters
The primary objective of this research is to develop a sophisticated system capable of accurately predicting the 3-D trajectory of a ball in sports and conducting an in-depth analysis of the obtained trajectory. The proposed system comprises three key components: a binocular vision system, an unscented Kalman filter trajectory and velocity prediction system, and an algorithmic data analysis system. The binocular vision system uses two fixed cameras to record the ball’s movement. This system is a valuable resource for professional table tennis athletes and coaches, providing precise data for comprehensive sports analysis. In contrast to other studies, this research introduces a cost-effective and highly convenient 3-D trajectory analysis system for table tennis. The system achieves sufficient accuracy using only two low-resolution, low-frame-rate devices and a simple calibration process. Compared to traditional binocular image triangulation, the proposed system improves accuracy by 25%, with an error margin reduced to only 86 mm.
IT ProfessionalCOMPUTER SCIENCE, INFORMATION SYSTEMS-COMPUTER SCIENCE, SOFTWARE ENGINEERING
CiteScore
5.00
自引率
0.00%
发文量
111
审稿时长
>12 weeks
期刊介绍:
IT Professional is a technical magazine of the IEEE Computer Society. It publishes peer-reviewed articles, columns and departments written for and by IT practitioners and researchers covering:
practical aspects of emerging and leading-edge digital technologies,
original ideas and guidance for IT applications, and
novel IT solutions for the enterprise.
IT Professional’s goal is to inform the broad spectrum of IT executives, IT project managers, IT researchers, and IT application developers from industry, government, and academia.