Centralized Fusion Estimators for Multi-sensor Systems with Multiplicative Noises and Missing Measurements
计算机科学
估计员
乘法函数
传感器融合
融合
算法
人工智能
统计
数学
语言学
数学分析
哲学
作者
Jing Ma,Shuli Sun
出处
期刊:Journal of Networks [Academy Publisher] 日期:2012-10-01卷期号:7 (10)被引量:27
标识
DOI:10.4304/jnw.7.10.1538-1545
摘要
This paper is concerned with the centralized fusion estimation problem for multi-sensor systems with multiplicative noises in state and measurement matrices and missing measurements. Based on the innovation analysis approach, the centralized fusion estimators including filter, predictor and smoother are developed in the least mean square sense. The steady-state estimators are also studied. A sufficient condition for the existence of the steady-state centralized fusion estimators is obtained. An illustrative example shows the effectiveness of the proposed algorithm.