期刊文献+

可处理多个无序量测的前向滤波算法 被引量:4

Forward-filtering algorithm for dealing multiple out-of-sequence measurements
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摘要 基于等价量测和前向滤波法,推导出一种单个无序量测算法Fl1,并说明了该算法与Al1算法、FPFD算法以及AA1算法之间的等价性.以Fl1算法为基础提出可以处理同时到达融合中心的多个不同单步延迟无序量测的最优算法CZ1.所提新算法的性能不依赖过程噪声的离散化模式,且无须对状态转移矩阵求逆.仿真结果表明在过程噪声DCM下CZ1算法与CA1算法的性能是相同的. The equivalent measurement approach and forward-filtering method were used to derive an single out-of-sequence measurement processing algorithm denoted as Fl1.It was demonstrated that the algorithm was equivalent to algorithm Al1,FPFD(forward-prediction fusion and decorrelation) algorithm and algorithm AA1.Subsequently,based on algorithm Fl1,an optimal update algorithm with multiple one-step-lag out-of-sequence measurements,denoted as CZ1,was presented.The proposed algorithm did not require the inverse of the state transition matrix,and their performance was independent on the discretization form of process noise.The simulation results show that the CZ1algorithm has the same preformance as the CA1algorithm in discretized continuous-time model of the process noises.
出处 《华中科技大学学报(自然科学版)》 EI CAS CSCD 北大核心 2012年第7期11-14,共4页 Journal of Huazhong University of Science and Technology(Natural Science Edition)
基金 国家自然科学基金资助项目(60873032) 海军工程大学校基金资助项目(HGDQNEQJJ11001)
关键词 信息融合 无序量测 等价量测 前向预测 滤波更新算法 information fusion out-of-sequence measurements equivalent measurement forward prediction filtering updating algorithm
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参考文献10

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二级参考文献14

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共引文献13

同被引文献48

  • 1何伍福,王国宏,刘杰.海杂波环境中基于混沌的目标检测[J].系统工程与电子技术,2005,27(6):1016-1020. 被引量:6
  • 2高蕊,秦超英,张希彬.无序量测的状态更新估计算法[J].传感技术学报,2006,19(2):501-503. 被引量:7
  • 3ZHOU WenHui,LI Lin,CHEN GuoHai,YU AnXi.Optimality analysis of one-step OOSM filtering algorithms in target tracking[J].Science in China(Series F),2007,50(2):170-187. 被引量:12
  • 4周文辉,李琳,陈国海,余安喜.单步延迟无序量测滤波算法的最优性分析[J].中国科学(E辑),2007,37(4):564-580. 被引量:14
  • 5韩崇昭,朱洪艳,段战胜,等.多源信息融合[M].2版.北京:清华大学出版社,2010.
  • 6BAR-SHALOM Y. Update with out-of-sequence measure-ments in tracking: Exact solution [ J]. IEEE Transactionson Aerospace Electronic Systems, 2002, 38(3) :769-778.
  • 7BAR-SHALOM Y, CHEN H M, MALLICK M. One-stepsolution for the multistep out-of-sequence-measurementproblem in tracking [ J]. IEEE Transactions on AerospaceElectronic Systems, 2004, 40( 1 ) :27-37.
  • 8ZHANG K S, LI X R, ZHU Y M. Optimal update with out-of-sequence measurements for distributed filtering[ C] //Proceedings of the 5th International Conference on Infor-mation Fusion, 2002, 7 : 1519-1526.
  • 9ZHOU W H, LI L, CHEN G H. Optimal update with multistepout-of-sequence measurements in target tracking [ C] //Proceedings of the 8th International Conference on SignalProcessing, 2006, 4 : 281-284.
  • 10FRANCOIS R, BENASKEUR A R. Forward prediction-based approach to target-tracking with out-of-sequencemeasurements [ C] //Proceedings of the 47 th IEEE Con-ference on Decision and Control, 2008, 12 : 1326-1333.

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