Set-membership filtering for automatic guided vehicles with unknown-but-bounded noises

被引:6
作者
Yang, Hao [1 ]
Zhang, Yilian [1 ]
Gu, Wei [1 ]
Yang, Fuwen [2 ]
Liu, Zhiquan [1 ]
机构
[1] Shanghai Maritime Univ, Key Lab Marine Technol & Control Engn, Minist Commun, 1550 Haigang Ave, Shanghai 200135, Peoples R China
[2] Griffith Univ Gold Coast, Sch Engn & Built Environm, Gold Coast, Australia
基金
中国国家自然科学基金; 澳大利亚研究理事会;
关键词
Automated guided vehicle; set-membership filtering (SMF); unknown-but-bounded (UBB) noises; state estimation; TRAJECTORY TRACKING; KALMAN FILTER; SYSTEMS; DESIGN;
D O I
10.1177/01423312211043666
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper is concerned with the state estimation problem for an automatic guided vehicle (AGV). A novel set-membership filtering (SMF) scheme is presented to solve the state estimation problem in the trajectory tracking process of the AGV under the unknown-but-bounded (UBB) process and measurement noises. Different from some existing traditional filtering methods, such as Kalman filtering method and H infinity filtering method, the proposed SMF scheme is developed to provide state estimation sets rather than state estimation points for the system states to effectively deal with UBB noises and reduce the requirement of the sensor precision. Then, in order to obtain the state estimation ellipsoids containing the true states, a set-membership estimation algorithm is designed based on the AGV physical model and S-procedure technique. Finally, comparison examples are presented to illustrate the effectiveness of the proposed SMF scheme for an AGV state estimation problem in the present of the UBB noises.
引用
收藏
页码:716 / 725
页数:10
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