S. Streltsov, S. Petrov, I. Muchnik, L. Perlovsky, R. Deming
{"title":"Computational Analysis of Dynamic Logic GMTI Tracker","authors":"S. Streltsov, S. Petrov, I. Muchnik, L. Perlovsky, R. Deming","doi":"10.1109/KIMAS.2007.369808","DOIUrl":null,"url":null,"abstract":"The major computational challenge of multi-target tracking in clutter is solving the report-to-track association problem that has non-combinatorial complexity. Dynamic logic (DL) tracker performs data association without combinatorial complexity. The algorithm is designed for multi-target high-clutter scenarios in which combinatorial trackers have impractically high complexity. Thus, DL tracker can operate on GMTI data with low detection thresholds and detect very low signal tracks. This paper presents analysis of numerical performance of the dynamic logic tracker on a representative scenario","PeriodicalId":193808,"journal":{"name":"2007 International Conference on Integration of Knowledge Intensive Multi-Agent Systems","volume":"16 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2007-06-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"3","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2007 International Conference on Integration of Knowledge Intensive Multi-Agent Systems","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/KIMAS.2007.369808","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 3
Abstract
The major computational challenge of multi-target tracking in clutter is solving the report-to-track association problem that has non-combinatorial complexity. Dynamic logic (DL) tracker performs data association without combinatorial complexity. The algorithm is designed for multi-target high-clutter scenarios in which combinatorial trackers have impractically high complexity. Thus, DL tracker can operate on GMTI data with low detection thresholds and detect very low signal tracks. This paper presents analysis of numerical performance of the dynamic logic tracker on a representative scenario