The principles of the particle filter and the representative-points of random distribution are introducedThe number-theoretic method in statistics is applied to the particle filter, The corresponding rep-points algorithms, which include the generation of initial particles, the sampling of the importance density and re-sampling, is given using the MSE rep-points. Then a deterministic particle filter algorithm, with the fewest random operative and unequally weighted particles, can be built. The simulation results show that not only the algorithm is feasible, but the performance and computational efficiency can be also improved to a certain extent.
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李涛,薛祖瑞,胡小平.一种使用非等权值粒子的确定性粒子滤波算法[J].国防科技大学学报,2004,26(1):72-76. LI Tao, XUE Zurui, HU Xiaoping. A Deterministic Particle Filter with Unequally Weighted Particles[J]. Journal of National University of Defense Technology,2004,26(1):72-76.