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OALib Journal期刊
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Survey on adaptive mechanisms of particle filter
粒子滤波自适应机制研究综述

Keywords: particle filter,adaptive mechanisms,sample size,resampling,proposal distribution,motion/likelihood model
粒子滤波
,自适应机制,样本数目,重采样,建议分布,运动/似然模型

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Abstract:

Aimed at the inherent deficiency in particle filter and combined with the up-to-date research and application in the mobile robot field, this paper summarized some key technologies in current study from the adaptive mechanism of sample size respectively, the resampling strategy, proposal distribution, motion/likelihood model and the integration with other methods. At the same time, concluded the main challenges that needed to be solved in this field and also presented some future trends about the technology of these difficulties.

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