Title :
Model checking discrete-time Piecewise Affine systems: Application to gene networks
Author :
Yordanov, Boyan ; Batt, Gregory ; Belta, Calin
Author_Institution :
Dept. of Biomed. Eng., Boston Univ., Boston, MA, USA
Abstract :
In this paper, we focus on discrete-time continuous-space Piecewise Affine (PWA) systems, and study properties of their trajectories expressed as temporal and logical statements over polyhedral regions. Specifically, given a PWA system and a Linear Temporal Logic (LTL) formula over linear predicates in its state variables, we attempt to find the largest region of initial states from which all trajectories of the system satisfy the formula. Our method is based on a classical algorithm for the iterative computation of simulation quotients augmented with model checking. We show that the determinism inherent in the problem and the particular linear structure of the invariants and of the dynamics can be exploited in a computationally attractive algorithm. We illustrate the application of our method to the computation of basins of attraction for the two equilibria of a PWA model of a two-gene network.
Keywords :
continuous time systems; discrete time systems; iterative methods; temporal logic; LTL formula; PWA systems; discrete time continuous space piecewise affine systems; gene network application; iterative computation; linear temporal logic; logical statements; model checking discrete time piecewise affine systems; polyhedral regions; simulation quotients; state variables; temporal statements; Computational modeling; Heuristic algorithms; Mathematical model; Model checking; Partitioning algorithms; Trajectory; LTL model checking; gene networks; piecewise affine systems; simulation quotients; transition systems;
Conference_Titel :
Control Conference (ECC), 2007 European
Conference_Location :
Kos
Print_ISBN :
978-3-9524173-8-6