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几种典型非线性滤波算法及性能分析

刘向阳

舰船电子工程2019,Vol.39Issue(7):32-36,5.
舰船电子工程2019,Vol.39Issue(7):32-36,5.DOI:10.3969/j.issn.1672-9730.2019.07.009

几种典型非线性滤波算法及性能分析

Several Typical Nonlinear Filtering Algorithms and Performance Analysis

刘向阳1

作者信息

  • 1. 海军工程大学 武汉 430000
  • 折叠

摘要

Abstract

For the nonlinear filtering problem,firstly,the general principles and filtering steps of several typical nonlinear fil?tering methods are introduced,and the advantages and disadvantages of each filter are briefly described. Secondly,a classic non-linear example is used to compare the performance of each filter. The research results show that the EKF has a small amount of calculation,the PF has high precision,and the UKF and CKF have high accuracy and strong real-time performance.

关键词

非线性滤波/扩展卡尔曼滤波/粒子滤波/无迹卡尔曼滤波/容积卡尔曼滤波

Key words

nonlinear filter/extended Kalman filter/particle filter/unscented Kalman filter/cubature Kalman filter

分类

信息技术与安全科学

引用本文复制引用

刘向阳..几种典型非线性滤波算法及性能分析[J].舰船电子工程,2019,39(7):32-36,5.

舰船电子工程

OACSTPCD

1672-9730

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