UKF 中的轨迹分析:预测乒乓球飞行参数

IF 2.2 4区 计算机科学 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS
Hung-Tse Chiang, Bor-Yao Tseng, Jiann-Liang Chen, Han-Chuan Hsieh
{"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}
引用次数: 0

摘要

本研究的主要目的是开发一种能够准确预测运动中球的三维轨迹并对所获轨迹进行深入分析的精密系统。拟议的系统由三个关键部分组成:双目视觉系统、无香味卡尔曼滤波轨迹和速度预测系统以及算法数据分析系统。双目视觉系统使用两个固定摄像头记录球的运动。该系统为专业乒乓球运动员和教练员提供了宝贵的资源,为综合运动分析提供了精确的数据。与其他研究不同的是,本研究为乒乓球运动引入了一种经济高效、高度便捷的三维轨迹分析系统。该系统仅使用两个低分辨率、低帧率的设备和一个简单的校准过程就能达到足够的精度。与传统的双目图像三角测量法相比,该系统的精确度提高了 25%,误差范围仅为 86 毫米。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
IT Professional
IT Professional COMPUTER 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.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信