Title :
Optimal control of Mixed Logical Dynamical systems with Linear Temporal Logic specifications
Author :
Karaman, Sertac ; Sanfelice, Ricardo G. ; Frazzoli, Emilio
Author_Institution :
Lab. for Inf. & Decision Syst., Massachusetts Inst. of Technol., MA, USA
Abstract :
Recently, linear temporal logic (LTL) has been employed as a tool for formal specification in dynamical control systems. With this formal approach, control systems can be designed to provably accomplish a large class of complex tasks specified via LTL. For this purpose, language generating Buchi automata with finite abstractions of dynamical systems have been used in the literature. In this paper, we take a mathematical programming-based approach to control of a broad class of discrete-time dynamical systems, called mixed logic dynamical (MLD) systems, with LTL specifications. MLDs include discontinuous and hybrid piecewise discrete-time linear systems. We apply these tools for model checking and optimal control of MLD systems with LTL specifications. Our algorithms exploit mixed integer linear programming (MILP) as well as, in the appropriate setting, mixed integer quadratic programming (MIQP) techniques. Our solution approach introduces a general technique useful in representing LTL constraints as mixed-integer linear constraints.
Keywords :
control system synthesis; discrete time systems; finite automata; formal specification; formal verification; integer programming; linear programming; linear systems; optimal control; piecewise linear techniques; quadratic programming; temporal logic; Buchi automata; LTL; control system design; discontinuous piecewise discrete-time linear system; discrete-time dynamical system; finite abstraction; formal specification; hybrid piecewise discrete-time linear system; linear temporal logic; mathematical programming; mixed integer linear programming; mixed integer quadratic programming; mixed logical dynamical control system; model checking; optimal control; Automata; Automatic control; Control system synthesis; Control systems; Formal specifications; Linear systems; Logic programming; Mixed integer linear programming; Optimal control; Quadratic programming;
Conference_Titel :
Decision and Control, 2008. CDC 2008. 47th IEEE Conference on
Conference_Location :
Cancun
Print_ISBN :
978-1-4244-3123-6
Electronic_ISBN :
0191-2216
DOI :
10.1109/CDC.2008.4739370