Reachable Region-Based Filtering of Markov Jump Piecewise-Affine Systems With Bounded Disturbance

被引:0
作者
Ning, Zepeng [1 ]
Xu, Zeyuan [2 ]
Song, Jun [3 ,4 ]
Ahn, Choon Ki [5 ]
机构
[1] Nanyang Technol Univ, Sch Elect & Elect Engn, Singapore 639798, Singapore
[2] Natl Univ Singapore, Dept Chem & Biomol Engn, Singapore 117585, Singapore
[3] Anhui Univ, Informat Mat & Intelligent Sensing Lab Anhui Prov, Hefei 230601, Peoples R China
[4] Anhui Univ, Anhui Prov Engn Res Ctr Unmanned Syst & Intelligen, Sch Artificial Intelligence, Hefei 230601, Peoples R China
[5] Korea Univ, Sch Elect Engn, Seoul 136701, South Korea
来源
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS | 2024年 / 54卷 / 06期
基金
中国国家自然科学基金;
关键词
Bounded disturbance; Markov jump piecewise-affine (MJPWA) systems; piecewise-affine (PWA) filtering; reachable target regions; H-INFINITY; LINEAR-SYSTEMS; STABILITY; DESIGN;
D O I
10.1109/TSMC.2024.3355932
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 article develops a new filtering strategy for discrete-time Markov jump nonlinear systems approximated via a piecewise-affine (PWA) model. Motivated by the existence of certain partitioned regions that the system state cannot enter within one time step, an algorithm for calculating the reachable target regions for the system state is provided from the currently located region by allowing for bounded disturbance. Then, we analyze the stochastic stability with a desired disturbance-attenuation performance index for the resulting filtering error system (FES) by eliminating all the unreachable regions from target regions at the next time step. In contrast to traditional methods regardless of their unreachable regions, our results can reduce both the computational burden and the conservativeness of the analysis results. In addition, a PWA filter is designed, which excludes all the impossible target regions, such that the FES is stochastically stable, satisfying disturbance-attenuation performance with a lighter computational burden. The validity and advantages of our proposed filtering strategy are verified via a tunnel diode circuit.
引用
收藏
页码:3439 / 3449
页数:11
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