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In this paper, a new method, named layered trans acting MCMC Resampling algorithm, is proposed to handle the sample impoverishment problem. The basic idea of the new method is to adjust all particles to the high likelihood areas in state-space rather than multiplying particles with high weights and eliminating particles with small weights, which avoids sample impoverishment effectively. In the proposed...
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