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多传感器一步延迟OOSMs序贯融合滤波 被引量:2

A Novel Sequential Fusion Algorithm for the System with Multiple One-step-delay OOSMs
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摘要 该文提出了一种序贯式多传感器一步延迟无序量测的融合估计算法。针对现有系统中存在的延迟量测问题,在单传感器一步延迟无序量测最优更新A1算法的基础上,引入序贯递推的思想,在线性最小方差准则下,提出了一种序贯式的多传感器一步延迟无序量测最优融合算法,提高了多OOSMs融合估计的实时性。仿真验证了该文算法的有效性和最优性。 In this paper,a novel sequential fusion estimation algorithm for the system with multiple one step delay out-of-sequence measurements is proposed.Aiming at the problem of fusion filtering with out-of-sequence measurements,the idea of sequential recursion is taken into consideration on the basis of the optimal algorithm for the system with single out-of-sequence measurement.Then,in the sense of linear minimum mean square error(LMMSE),this paper presents an optimal sequential fusion algorithm for the system with multiple one step delay out-of-sequence measurements through directly updating.The novel method improves the real-time characteristic of the multi-OOSMs fusion estimation.The final simulation illustrates the effectiveness and optimality of the proposed method.
出处 《杭州电子科技大学学报(自然科学版)》 2011年第6期143-146,共4页 Journal of Hangzhou Dianzi University:Natural Sciences
基金 国家自然科学基金资助项目(9101602061175030)
关键词 多传感器 一步延迟 无序量测 序贯滤波 multi-sensors one step delay out-of-sequence measurements sequential filter
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参考文献6

  • 1Bar-Shalom Y,Mallick Mahendra,Chen Huimin,et al.One-step solution for the general out-of-sequence-measurementproblem in tracking[].IEEE Transactions on Aerospace and Electronic Systems.2002
  • 2Bar-Shalom Y,Chen Huimin,Mallick Mahendra.One-step solution for the multistep out-of-sequence-measurement prob-lem in tracking[].IEEE Transactions on Aerospace and Electronic Systems.2004
  • 3Zhang Keshu,Li Xiaorong,Zhu Yunmin.Optimal update with out-of-sequenceme asurements[].IEEE Transactions onSignal Processing.2005
  • 4Shen X J,Zhu Y M,Song E B,et al.Optimal centralized update with multiple local out-of-sequence measurements[].IEEE Transactions on Signal Processing.2009
  • 5Shen X J,Song E B,Zhu Y M,et al.Globally Optimal Distributed Kalman Fusion With Local Out-of-Sequence-Measure-ment Updates[].IEEE Transactions on Automatic Control.2009
  • 6Bar-Shalom Y.Update with out-of-sequence measurements in tracking:Exact solution[].IEEE Transactions on Aerospace and Electronic Systems.2002

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