DocumentCode :
114218
Title :
Model predictive control with signal temporal logic specifications
Author :
Raman, Vasumathi ; Donze, Alexandre ; Maasoumy, Mehdi ; Murray, Richard M. ; Sangiovanni-Vincentelli, Alberto ; Seshia, Sanjit A.
Author_Institution :
California Inst. of Technol., Pasadena, CA, USA
fYear :
2014
fDate :
15-17 Dec. 2014
Firstpage :
81
Lastpage :
87
Abstract :
We present a mathematical programming-based method for model predictive control of discrete-time cyber-physical systems subject to signal temporal logic (STL) specifications. We describe the use of STL to specify a wide range of properties of these systems, including safety, response and bounded liveness. For synthesis, we encode STL specifications as mixed integer-linear constraints on the system variables in the optimization problem at each step of a model predictive control framework. We present experimental results for controller synthesis for building energy and climate control.
Keywords :
integer programming; mathematical programming; predictive control; temporal logic; STL specifications; building energy; climate control; discrete time cyber physical systems; mathematical programming based method; mixed integer-linear constraints; model predictive control; optimization problem; signal temporal logic; signal temporal logic specifications; Cost function; Encoding; Optimal control; Predictive control; Robustness; Semantics; Trajectory;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Decision and Control (CDC), 2014 IEEE 53rd Annual Conference on
Conference_Location :
Los Angeles, CA
Print_ISBN :
978-1-4799-7746-8
Type :
conf
DOI :
10.1109/CDC.2014.7039363
Filename :
7039363
Link To Document :
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