Title :
Distributed moving horizon state estimation with triggered communication
Author :
Jing Zhang ; Jinfeng Liu
Author_Institution :
Dept. of Chem. & Mater. Eng., Univ. of Alberta, Edmonton, AB, Canada
Abstract :
In this work, we consider communication cost reduction of distributed moving horizon estimation (DMHE) for a class of nonlinear systems. In particular, we focus on nonlinear systems that are composed of interacting subsystems which can communicate and exchange information with each other through a shared communication network. Specifically, an algorithm based on an event-triggered method is proposed to reduce the number of communications between the subsystems in a DMHE scheme. In the algorithm, a subsystem sends out its current information when a triggering condition based on the difference between the current state estimate and a previously transmitted one is satisfied. In order to ensure the convergence and ultimate boundedness of the estimation error, we also propose to redesign the local moving horizon estimator of a subsystem to account for the possible lack of state updates from other subsystems explicitly. A reactor-separator chemical process is utilized to demonstrate the applicability and performance of the proposed approaches.
Keywords :
convergence; distributed control; networked control systems; nonlinear control systems; state estimation; DMHE; communication cost reduction; convergence; distributed moving horizon state estimation; estimation error; event-triggered method; information exchange; interacting subsystems; local moving horizon estimator; nonlinear systems; reactor-separator chemical process; shared communication network; state updates; triggered communication; triggering condition; ultimate boundedness; Convergence; Estimation error; Nonlinear systems; Observers; Vectors; Decentralized control; Estimation; Nonlinear systems;
Conference_Titel :
American Control Conference (ACC), 2014
Conference_Location :
Portland, OR
Print_ISBN :
978-1-4799-3272-6
DOI :
10.1109/ACC.2014.6859097