Title :
Moving horizon estimator for measurement delay compensation in model predictive control schemes
Author :
Valencia, Felipe ; López, José David ; Márquez, Alejandro ; Espinosa, Jairo José
Author_Institution :
Sch. of Mechatron., Univ. Nac. de Colombia, Medellin, Colombia
Abstract :
This paper deals with the problem of the loss of performance of the pair observer-controller, when measurements have a delay due to communication over networks. Here we consider the case where the estimation of the states is carried out using a moving horizon estimator (MHE), the control actions are computed by using a centralized model predictive controller (MPC), and the delay varies randomly and is n times the sampling time (n ∈ ℕ). In order to tackle the loss of performance associated with the pair MHE-MPC, an MHE with variable structure is proposed. The resulting pair MHE-MPC was tested using the four tank process as a test bed showing an improvement on the performance.
Keywords :
compensation; delays; observers; predictive control; MHE-MPC; centralized model predictive controller; measurement delay compensation; model predictive control schemes; moving horizon estimator; pair observer-controller; state estimation; tank process; Cost function; Delay; Estimation; Noise measurement; Position measurement; Q measurement; Model Predictive Controller; Moving Horizon Estimator; Variable delay;
Conference_Titel :
Decision and Control and European Control Conference (CDC-ECC), 2011 50th IEEE Conference on
Conference_Location :
Orlando, FL
Print_ISBN :
978-1-61284-800-6
Electronic_ISBN :
0743-1546
DOI :
10.1109/CDC.2011.6161346