{"title":"Target tracking in an environment of nearly stationary and biased clutter","authors":"David Liu, L. Fu","doi":"10.1109/IROS.2001.977170","DOIUrl":null,"url":null,"abstract":"The probabilistic data association (PDA) filter is considered for the tracking of a single target in an environment of randomly distributed clutters. Significant performance degradation occurs when the measurements originate from biased and nearly stationary clutters rather than a non-stationary nor non-biased one. We propose a modified PDA filter to achieve a successful tracking in such an environment. Simulation results demonstrate the feasibility of the proposed approach.","PeriodicalId":319679,"journal":{"name":"Proceedings 2001 IEEE/RSJ International Conference on Intelligent Robots and Systems. Expanding the Societal Role of Robotics in the the Next Millennium (Cat. No.01CH37180)","volume":"56 3","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2001-10-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"9","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings 2001 IEEE/RSJ International Conference on Intelligent Robots and Systems. Expanding the Societal Role of Robotics in the the Next Millennium (Cat. No.01CH37180)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/IROS.2001.977170","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 9
Abstract
The probabilistic data association (PDA) filter is considered for the tracking of a single target in an environment of randomly distributed clutters. Significant performance degradation occurs when the measurements originate from biased and nearly stationary clutters rather than a non-stationary nor non-biased one. We propose a modified PDA filter to achieve a successful tracking in such an environment. Simulation results demonstrate the feasibility of the proposed approach.