计算机工程与应用Issue(13):225-229,5.DOI:10.3778/j.issn.1002-8331.1409-0070
辅助增量粒子滤波方法
Auxiliary incremental particle filter method
摘要
Abstract
An auxiliary incremental particle filter method is proposed, while the algorithm process is established. The method can integrate increment form into the auxiliary particle filtering. It can solve the problem of unsetting up the accurate measurement likelihood function due to the unknown system errors in the practical engineering. On the other hand, the advantage of the auxiliary particle filtering which can select the important density function effectively by using the latest observation information is remained. This method decreases the numbers of resample obviously, preserves the diversity of the particle effectively and improves the accuracy of nonlinear filtering. Simulation results show that the method of auxil-iary incremental particle filter can reduce the errors of nonlinear filtering effectively and increase the filtering accuracy by 50%compared to classical methods.关键词
增量粒子滤波/辅助变量粒子滤波/辅助增量粒子滤波/滤波精度Key words
incremental particle filter/auxiliary particle filter/auxiliary incremental particle filter/filtering accuracy分类
信息技术与安全科学引用本文复制引用
熊炳忠..辅助增量粒子滤波方法[J].计算机工程与应用,2015,(13):225-229,5.基金项目
浙江省教育厅科研项目资助(No.Y201431319);嘉兴学院教改重点课题(No.85151316)。 ()