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Hybrid Model Predictive Control Based on Wireless Sensor Feedback An Experimental Study
Hybrid Model Predictive Control Based on
Wireless Sensor Feedback: An Experimental Study
Alberto Bemporad, Stefano Di Cairano, Erik Henriksson and Karl Henrik Johansson
Abstract— This paper presents the design and the exper-
imental validation of model predictive control (MPC) of a
hybrid dynamical process based on measurements collected by a
wireless sensor network. The proposed setup is the prototype of
an industrial application in which a remote station controls the
process via wireless network links. The experimental platform
is a laboratory process consisting of four infrared lamps,
controlled in pairs by two on/off switches, and of a transport
belt, where moving parts equipped with wireless sensors are
heated by the lamps. By approximating the stationary heat
spatial distribution as a piecewise affine function of the position
along the belt, the resulting plant model is a hybrid dynamical
system. The control architecture is based on the reference
governor approach: the process is actuated by a local controller,
while a hybrid MPC algorithm running on a remote base
station sends optimal belt velocity set-points and lamp on/off Fig. 1. Experiment at the Automatic Control Lab, University of Siena.
commands over a network link exploiting the information
received through the wireless network. A discrete-time hybrid
model of the process is used for the hybrid MPC algorithm and
for the state estimator. The usage of wireless technology within feedback control
loops raises, however, new challenges. The network medium
I . INTRODUCTION
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