Title :
Stochastic safety verification using barrier certificates
Author :
Prajna, Stephen ; Jadbabaie, Ali ; Pappas, George J.
Author_Institution :
Control & Dynamical Syst., California Inst. of Technol., Pasadena, CA, USA
Abstract :
We develop a new method for safety verification of stochastic systems based on functions of states termed barrier certificates. Given a stochastic continuous or hybrid system and sets of initial and unsafe states, our method computes an upper bound on the probability that a trajectory of the system reaches the unsafe set, a bound whose validity is proven by the existence of a barrier certificate. For polynomial systems, both the upper bound and its corresponding barrier certificate can be computed using convex optimization, and hence the method is computationally tractable.
Keywords :
optimisation; polynomials; probability; stochastic systems; barrier certificate; convex optimization; polynomial system; probability; stochastic continuous system; stochastic hybrid system; stochastic safety verification; Differential equations; Nonlinear dynamical systems; Optimization methods; Polynomials; Safety; State-space methods; Stochastic processes; Stochastic systems; Systems engineering and theory; Upper bound;
Conference_Titel :
Decision and Control, 2004. CDC. 43rd IEEE Conference on
Conference_Location :
Nassau
Print_ISBN :
0-7803-8682-5
DOI :
10.1109/CDC.2004.1428804