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基于常增益组合滤波器的目标跟踪算法 被引量:5

TARGET TRACKING ALGORITHM BASED ON COMBINED CONSTANT GAIN FILTER
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摘要 针对目前高机动目标跟踪的Jerk模型存在计算复杂度高的不足,提出一种四维常增益滤波器:α-β-γ-δ模型。给出模型中α、β、γ和δ的计算公式,并将它与αβ-、α-β-γ滤波器组合得到一种常增益组合滤波算法,克服单一滤波器只能跟踪特定运动方式的目标的缺点。最后对一种典型的目标机动形式进行Monte Carlo仿真,结果表明新算法对于解决机动目标跟踪问题的有效性。 Aiming at the shortcomings of the computational complexity of the Jerk model for highly maneuvering target tracking, a four dimension constant gain filter is proposed which is named as α-β-γ-δ model and the computing formulae for α,β, γ and 8 are provided too. A combined constant gain filter algorithm is found by compounding α-β, α-β-γ and α-β-γ-δ filters, and it conquers the shortcoming of single filter in tracking specific target of movement mode only. Finally, the Monte Carlo simulation is carried out on a typical maneuvering movement, and the results show the validity of the new algorithm in tracking the maneuvering target.
出处 《计算机应用与软件》 CSCD 2009年第7期17-18,93,共3页 Computer Applications and Software
基金 2006年教育部新世纪优秀人才计划项目 国家自然科学基金(60472060 60572034) 江苏省自然科学基金(BK200681)
关键词 目标跟踪 加加速度模型 跟踪指标 α-β-γ-δ滤波 组合滤波 Target tracking Jerk model Tracking index α-β-γ-δ filter Combined filter
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参考文献8

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