{"title":"A solution of multi-target tracking based on FCM algorithm in WSN","authors":"Lin Fan, Huanzhao Wang, Hai Wang","doi":"10.1109/PERCOMW.2006.15","DOIUrl":null,"url":null,"abstract":"Multi-target tracking is an important embranchment of WSN. This paper works on data fusion of multi-target tracking. We choose LEACH by Wook Choi et al. (2004) as the routing protocol, and FCM algorithm to do association in cluster heads. Based on analysis of former FCM, we found a few problems about it. Such as miss association, missing new targets and repeat tracking of targets. We proposed some improvement to resolve these problems, and was proved to be effective in both theory and simulation of multi-target tracking in WSN","PeriodicalId":250624,"journal":{"name":"Fourth Annual IEEE International Conference on Pervasive Computing and Communications Workshops (PERCOMW'06)","volume":"123 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2006-03-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"10","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Fourth Annual IEEE International Conference on Pervasive Computing and Communications Workshops (PERCOMW'06)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/PERCOMW.2006.15","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 10
Abstract
Multi-target tracking is an important embranchment of WSN. This paper works on data fusion of multi-target tracking. We choose LEACH by Wook Choi et al. (2004) as the routing protocol, and FCM algorithm to do association in cluster heads. Based on analysis of former FCM, we found a few problems about it. Such as miss association, missing new targets and repeat tracking of targets. We proposed some improvement to resolve these problems, and was proved to be effective in both theory and simulation of multi-target tracking in WSN
多目标跟踪是无线传感器网络的一个重要分支。本文主要研究多目标跟踪的数据融合问题。我们选择Wook Choi et al.(2004)的LEACH作为路由协议,并使用FCM算法在簇头中进行关联。通过对以往FCM的分析,我们发现了FCM存在的一些问题。如脱靶关联、丢失新目标和重复跟踪目标等。针对这些问题,我们提出了一些改进方法,并在理论和仿真上证明了该方法的有效性