4.7 Article

A General Convergence Result for Particle Filtering

期刊

IEEE TRANSACTIONS ON SIGNAL PROCESSING
卷 59, 期 7, 页码 3424-3429

出版社

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TSP.2011.2135349

关键词

Convergence of numerical methods; nonlinear estimation; particle filters; state estimation

资金

  1. Swedish Foundation for Strategic Research (SSF)
  2. National Natural Science Foundation of China [60874029]

向作者/读者索取更多资源

The particle filter has become an important tool in solving nonlinear filtering problems for dynamic systems. This correspondence extends our recentwork, wherewe proved that the particle filter converges for unbounded functions, using L-4-convergence. More specifically, the present contribution is that we prove that the particle filter converge for unbounded functions in the sense of L-p-convergence, for an arbitrary p >= 2.

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