A Novel Internet of Things-Based System for Ten-Pin Bowling

Ilias Zosimadis, Ioannis Stamelos
{"title":"A Novel Internet of Things-Based System for Ten-Pin Bowling","authors":"Ilias Zosimadis, Ioannis Stamelos","doi":"10.3390/iot4040022","DOIUrl":null,"url":null,"abstract":"Bowling is a target sport that is popular among all age groups with professionals and amateur players. Delivering an accurate and consistent bowling throw into the lane requires the incorporation of motion techniques. Consequently, this research presents a novel IoT Cloud-based system for providing real-time monitoring and coaching services to bowling athletes. The system includes two inertial measurement units (IMUs) sensors for capturing motion data, a mobile application, and a Cloud server for processing the data. First, the quality of each phase of a throw is assessed using a Dynamic Time Warping (DTW)-based algorithm. Second, an on-device-level technique is proposed to identify common bowling errors. Finally, an SVM classification model is employed for assessing the skill level of bowler athletes. We recruited nine right-handed bowlers to perform 50 throws wearing the two sensors and using the proposed system. The results of our experiments suggest that the proposed system can effectively and efficiently assess the quality of the throw, detect common bowling errors, and classify the skill level of the bowler.","PeriodicalId":6745,"journal":{"name":"2019 II Workshop on Metrology for Industry 4.0 and IoT (MetroInd4.0&IoT)","volume":"77 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2023-10-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2019 II Workshop on Metrology for Industry 4.0 and IoT (MetroInd4.0&IoT)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.3390/iot4040022","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

Bowling is a target sport that is popular among all age groups with professionals and amateur players. Delivering an accurate and consistent bowling throw into the lane requires the incorporation of motion techniques. Consequently, this research presents a novel IoT Cloud-based system for providing real-time monitoring and coaching services to bowling athletes. The system includes two inertial measurement units (IMUs) sensors for capturing motion data, a mobile application, and a Cloud server for processing the data. First, the quality of each phase of a throw is assessed using a Dynamic Time Warping (DTW)-based algorithm. Second, an on-device-level technique is proposed to identify common bowling errors. Finally, an SVM classification model is employed for assessing the skill level of bowler athletes. We recruited nine right-handed bowlers to perform 50 throws wearing the two sensors and using the proposed system. The results of our experiments suggest that the proposed system can effectively and efficiently assess the quality of the throw, detect common bowling errors, and classify the skill level of the bowler.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
一种新型的基于物联网的十瓶保龄球系统
保龄球是一项目标运动,在所有年龄段的专业和业余球员中都很受欢迎。将一个准确和一致的投球投进球道需要结合运动技术。因此,本研究提出了一种新颖的基于物联网云的系统,为保龄球运动员提供实时监控和指导服务。该系统包括两个用于捕获运动数据的惯性测量单元(imu)传感器、一个移动应用程序和一个用于处理数据的云服务器。首先,使用基于动态时间翘曲(DTW)的算法评估投掷的每个阶段的质量。其次,提出了一种设备级技术来识别常见的保龄球错误。最后,采用支持向量机分类模型对投球运动员的技术水平进行评价。我们招募了9名右撇子投球手,让他们戴上这两个传感器,使用所提出的系统进行50次投球。实验结果表明,所提出的系统可以有效地评估投球质量,检测常见的投球错误,并对投球手的技术水平进行分类。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Constraint-Aware Federated Scheduling for Data Center Workloads A Novel Internet of Things-Based System for Ten-Pin Bowling Internet-of-Things Edge Computing Systems for Streaming Video Analytics: Trails Behind and the Paths Ahead IoT-Applicable Generalized Frameproof Combinatorial Designs Challenges and Opportunities in the Internet of Intelligence of Things in Higher Education—Towards Bridging Theory and Practice
×
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
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 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 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1