Moving Horizon Estimation for Networked Time-Delay Systems Under Round-Robin Protocol

被引:168
|
作者
Zou, Lei [1 ]
Wang, Zidong [1 ,2 ]
Han, Qing-Long [3 ]
Zhou, Donghua [1 ,4 ]
机构
[1] Shandong Univ Sci & Technol, Coll Elect Engn & Automat, Qingdao 266590, Shandong, Peoples R China
[2] Brunel Univ London, Dept Comp Sci, Uxbridge UB8 3PH, Middx, England
[3] Swinburne Univ Technol, Sch Software & Elect Engn, Melbourne, Vic 3122, Australia
[4] Tsinghua Univ, TNList, Dept Automat, Beijing 100084, Peoples R China
基金
澳大利亚研究理事会; 中国国家自然科学基金; 中国博士后科学基金;
关键词
Protocols; State estimation; Job shop scheduling; Electrical engineering; Estimation error; Communication networks; Moving horizon estimation (MHE); Round-Robin (RR); state estimation; time-delay systems; uniform boundedness; STATE ESTIMATION; NEURAL-NETWORKS; LINEAR-SYSTEMS;
D O I
10.1109/TAC.2019.2910167
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 moving horizon estimation problem for a class of discrete time-delay systems under the Round-Robin (RR) protocol. The communication between the sensor nodes and the remote state estimator is implemented via a shared network, where only one sensor node is permitted to transmit data at each time instant for the purpose of preventing data collisions. The RR protocol is utilized to orchestrate the transmission order of sensor nodes, under which the selected node obtaining access to the network could be modeled by a periodic function. A lifting technology is introduced to reformulate the system model into a linear system without delays. The aim of the addressed problem is to develop a moving horizon estimator such that the estimation error is ultimately bounded. A sufficient condition is established to ensure the ultimate boundedness in terms of a matrix inequality. Within the established theoretical framework, two optimization problems are proposed to calculate the corresponding estimator parameters according to two different performance requirements (e.g., the smallest ultimate bound and the fastest decay rate). Finally, simulation examples are given to illustrate the effectiveness of the estimator design scheme.
引用
收藏
页码:5191 / 5198
页数:8
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