电子学报
電子學報
전자학보
ACTA ELECTRONICA SINICA
2014年
9期
1786-1793
,共8页
杨威%付耀文%潘晓刚%张志勇%黎湘
楊威%付耀文%潘曉剛%張誌勇%黎湘
양위%부요문%반효강%장지용%려상
弱目标检测%检测前跟踪%动态规划%粒子滤波%有限集统计学理论
弱目標檢測%檢測前跟蹤%動態規劃%粒子濾波%有限集統計學理論
약목표검측%검측전근종%동태규화%입자려파%유한집통계학이론
dim target detection%track before detect%dynamic programming%particle filter%finite sets statistics
该文阐述了弱目标检测前跟踪的基本原理,重点综述了近年来检测前跟踪技术的研究现状,包括动态规划、递归贝叶斯滤波、有限集统计学及直方图概率多假设跟踪等方法,对检测前跟踪技术的应用亦有相关介绍。最后在现有研究发展的基础上,着眼于提高针对弱目标的检测和跟踪性能及检测前跟踪算法鲁棒性的迫切需求,提出了检测前跟踪技术需重点关注和解决的若干问题,包括检测前跟踪算法的性能分析与评估、邻近弱目标检测前跟踪、机动弱目标的检测前跟踪、弱目标的多传感器融合检测和跟踪及弱目标的联合检测、跟踪与分类等方面。
該文闡述瞭弱目標檢測前跟蹤的基本原理,重點綜述瞭近年來檢測前跟蹤技術的研究現狀,包括動態規劃、遞歸貝葉斯濾波、有限集統計學及直方圖概率多假設跟蹤等方法,對檢測前跟蹤技術的應用亦有相關介紹。最後在現有研究髮展的基礎上,著眼于提高針對弱目標的檢測和跟蹤性能及檢測前跟蹤算法魯棒性的迫切需求,提齣瞭檢測前跟蹤技術需重點關註和解決的若榦問題,包括檢測前跟蹤算法的性能分析與評估、鄰近弱目標檢測前跟蹤、機動弱目標的檢測前跟蹤、弱目標的多傳感器融閤檢測和跟蹤及弱目標的聯閤檢測、跟蹤與分類等方麵。
해문천술료약목표검측전근종적기본원리,중점종술료근년래검측전근종기술적연구현상,포괄동태규화、체귀패협사려파、유한집통계학급직방도개솔다가설근종등방법,대검측전근종기술적응용역유상관개소。최후재현유연구발전적기출상,착안우제고침대약목표적검측화근종성능급검측전근종산법로봉성적박절수구,제출료검측전근종기술수중점관주화해결적약간문제,포괄검측전근종산법적성능분석여평고、린근약목표검측전근종、궤동약목표적검측전근종、약목표적다전감기융합검측화근종급약목표적연합검측、근종여분류등방면。
The basic principle behind the track-before-detect (TBD )scheme was introduced ,and an overview of the studies on state-of-art TBD methods was then presented .The paper paid special attention to the following TBD methods :dynamic program-ming ,recursive Bayesian filtering ,finite set statistics ,histogram probability multi-hypothesis tracking ,and also the relevant applica-tions .Finally ,some key issues to enhance the precision and robustness of dim target detection and tracking are indicated based on the progress of the existing research ,which deserve more attention of the researchers ’ for solution .These include:performance analysis and evaluation of the existing TBD methods ,the TBD solutions for closely-spaced and/or maneuvering dim targets ,multi-sensor fu-sion for the TBD problem ,joint target detection ,tracking and classification (JDTC ) for dim targets ,and so on .