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采用柯西分解降噪的目标跟踪方法

程志辉 黄宇

计算机工程与应用2017,Vol.53Issue(17):41-46,6.
计算机工程与应用2017,Vol.53Issue(17):41-46,6.DOI:10.3778/j.issn.1002-8331.1604-0347

采用柯西分解降噪的目标跟踪方法

H-infinity filtering tracking method using Cauchy decomposition

程志辉 1黄宇2

作者信息

  • 1. 湖北工业大学 机械工程学院,武汉 430068
  • 2. 湖北工业大学 图书管理中心,武汉 430068
  • 折叠

摘要

Abstract

In order to promote the target tracking accuracy in noise circumstance, this paper proposes an improved unscented H-infinity filter method based on Cauchy decomposition. First of all, Unscented(UT)transform is used to replace the complex Jacobi matrix calculation within the framework of the extended H-infinity filtering. The method reduces the approximate truncation errors, and improves the ability to deal with nonlinear system. Second, this method adopts diagonal elements to decompose the root mean square of state covariance matrix. This decomposition method reduces the effect of observation noise variance to filtering estimation precision effectively. The simulation results show that the proposed method obviously improves the object tracking accuracy and stability in different noise statistical properties.

关键词

目标跟踪/噪声统计特性/无迹变换/柯西分解/H∞滤波

Key words

object tracking/noise statistical properties/unscented transform/Cauchy decomposition/H-infinity filtering

分类

信息技术与安全科学

引用本文复制引用

程志辉,黄宇..采用柯西分解降噪的目标跟踪方法[J].计算机工程与应用,2017,53(17):41-46,6.

基金项目

国家自然科学基金(No.51179197). (No.51179197)

计算机工程与应用

OA北大核心CSCDCSTPCD

1002-8331

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