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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.
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S. Prajna
California Institute of Technology
Ali Jadbabaie
Massachusetts Institute of Technology
George J. Pappas
Jingdezhen Ceramic Institute
University of Pennsylvania
California Institute of Technology
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Prajna et al. (Thu,) studied this question.
synapsesocial.com/papers/6a158702d73ae7522a4e3281 — DOI: https://doi.org/10.1109/cdc.2004.1428804