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基于重采样平滑粒子滤波的检测前跟踪 被引量:7

Track-before-detection Based on Resampling Smoothing Particle Filter
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摘要 针对基于序列重采样(SIR)粒子滤波的检测前跟踪(TBD)算法的不足,提出了重采样平滑(RS)算法以及简化的RS算法,并将其应用于常规雷达的TBD算法,得到基于序列重要性重采样平滑(SIRS)的TBD(SIRS-TBD)算法.仿真结果表明,RS算法可以有效地提高粒子的多样性,在雷达上应用SIRS-TBD算法可以实现对低可探测目标的检测和跟踪。 Aimed at the drawbacks of the track-before-detection (TBD) algorithm based on sequential importance resampling (SIR), the track-before-detection (TBD) resampling smoothing (RS) algorithm and its simplified RS algorithm were proposed. By applying RS to SIR-TBD, SIRS-TBD was obtained. Simulations show that RS algorithm effectively increases particle diversity, and the detection and track of low detectable targets can be implemented by using the SIRS-TBD algorithm
出处 《空军雷达学院学报》 2008年第1期25-28,共4页 Journal of Air Force Radar Academy
关键词 检测前跟踪 粒子滤波 重采样平滑 track-before-detection particle filter resampling smoothing
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参考文献6

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共引文献1

同被引文献83

  • 1杨小军,潘泉,张洪才.基于粒子滤波和似然比的联合检测与跟踪[J].控制与决策,2005,20(7):837-840. 被引量:14
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