Robust fuzzy-model-based filtering for nonlinear networked systems with energy constraints

被引:8
|
作者
Zhang, Dan [1 ,2 ]
Yang, Fuwen [3 ]
Yu, Chao [2 ]
Srinivasan, Dipti [2 ]
Yu, Li [1 ]
机构
[1] Zhejiang Univ Technol, Dept Automat, Hangzhou 310023, Zhejiang, Peoples R China
[2] Natl Univ Singapore, Dept Elect & Comp Engn, Singapore 117576, Singapore
[3] Griffith Univ, Griffith Sch Engn, Gold Coast, Qld 4222, Australia
基金
新加坡国家研究基金会; 中国国家自然科学基金;
关键词
DISCRETE-TIME-SYSTEMS; STABILIZATION; DELAY;
D O I
10.1016/j.jfranklin.2016.12.019
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The fuzzy-model-based H infinity filtering for a class of discrete-time wireless nonlinear networked systems with energy constraints is investigated in this paper. Due to the limitation of transmission power, the measurement data is not transmitted at each sampling instant, and it is scheduled here. Two techniques are proposed to reduce the transmission power, i.e., event-based transmission protocol and measurement size reduction scheme. Firstly, a new event-based transmission protocol is presented such that the transmission occurs only when the designed event occurs. Then, the measurement size reduction technique is applied. The so-called measurement size reduction technique consists of two parts: the logarithmic quantization and the stochastic measurement element selection. The simultaneous utilization of above two techniques can significantly reduce the energy consumption in such a wireless networked system. By constructing the fuzzy-mode-dependent Lyapunov functional, sufficient conditions are derived such that the filtering error system is stochastically stable with a prescribed Hm performance level. An optimization problem is presented to determine the optimal filter gains. The effectiveness of the proposed filter design scheme is illustrated by a simulation study on the nonlinear truck-trailer system. (C) 2017 The Franklin Institute. Published by Elsevier Ltd. All rights reserved.
引用
收藏
页码:1957 / 1973
页数:17
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