基于粒子滤波的船舶雷达目标检测与跟踪方法

2019 IEEE Conference on Antenna Measurements & Applications (CAMA) Pub Date : 2019-10-01 DOI:10.1109/CAMA47423.2019.8959750

Zaynab Guerraou, A. Khenchaf, F. Comblet, Marc Leouffre, Olivier Lacrouts

{"title":"基于粒子滤波的船舶雷达目标检测与跟踪方法","authors":"Zaynab Guerraou, A. Khenchaf, F. Comblet, Marc Leouffre, Olivier Lacrouts","doi":"10.1109/CAMA47423.2019.8959750","DOIUrl":null,"url":null,"abstract":"Track-before-detect (TBD) algorithms make use of unthresholded measurements to perform target detection and tracking in scenarios where conventional approaches fail, as it is the case for low signal-to-noise ratio (SNR) conditions. In this paper, the track-before-detect algorithm using particle filters is applied for target detection and tracking and its performance using real-world radar data is assessed.","PeriodicalId":170627,"journal":{"name":"2019 IEEE Conference on Antenna Measurements & Applications (CAMA)","volume":"26 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2019-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"3","resultStr":"{\"title\":\"Particle Filter Track-Before-Detect for Target Detection and Tracking from Marine Radar Data\",\"authors\":\"Zaynab Guerraou, A. Khenchaf, F. Comblet, Marc Leouffre, Olivier Lacrouts\",\"doi\":\"10.1109/CAMA47423.2019.8959750\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Track-before-detect (TBD) algorithms make use of unthresholded measurements to perform target detection and tracking in scenarios where conventional approaches fail, as it is the case for low signal-to-noise ratio (SNR) conditions. In this paper, the track-before-detect algorithm using particle filters is applied for target detection and tracking and its performance using real-world radar data is assessed.\",\"PeriodicalId\":170627,\"journal\":{\"name\":\"2019 IEEE Conference on Antenna Measurements & Applications (CAMA)\",\"volume\":\"26 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2019-10-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"3\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2019 IEEE Conference on Antenna Measurements & Applications (CAMA)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/CAMA47423.2019.8959750\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2019 IEEE Conference on Antenna Measurements & Applications (CAMA)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/CAMA47423.2019.8959750","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}

引用次数: 3

摘要

跟踪前检测(TBD)算法利用无阈值测量在常规方法失败的情况下执行目标检测和跟踪，因为它是低信噪比(SNR)条件的情况。本文将基于粒子滤波的检测前跟踪算法应用于目标检测与跟踪，并利用实际雷达数据评估了该算法的性能。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

查看原文本刊更多论文

Particle Filter Track-Before-Detect for Target Detection and Tracking from Marine Radar Data

Track-before-detect (TBD) algorithms make use of unthresholded measurements to perform target detection and tracking in scenarios where conventional approaches fail, as it is the case for low signal-to-noise ratio (SNR) conditions. In this paper, the track-before-detect algorithm using particle filters is applied for target detection and tracking and its performance using real-world radar data is assessed.

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

2019 IEEE Conference on Antenna Measurements & Applications (CAMA)

自引率

0.00%

发文量