Publication Details
Reachability Computation for Switching Diffusions:Finite Abstractions with Certifiable and Tuneable Precision
Abate Alessandro (FIT)
Bortolussi Luca (FIT)
Cardelli Luca (FIT)
Češka Milan, doc. RNDr., Ph.D. (DITS)
Kwiatkowska Marta (FIT)
Switching diffusions; stochastic hybrid models; reachability and safety analysis; finite abstractions; time and space dis- cretisation; numerical computations
We consider continuous time stochastic hybrid systems with no resets and continuous dynamics described by linear stochastic differential equations -- models also known as switching diffusions. We show that for this class of models reachability (and dually, safety) properties can be studied on an abstraction defined in terms of a discrete time and finite space Markov chain (DTMC), with provable error bounds. The technical contribution of the paper is a characterization of the uniform convergence of the time discretization of such stochastic processes with respect to safety properties. This allows us to newly provide a complete and sound numerical procedure for reachability and safety computation over switching diffusions.
@inproceedings{BUT144419,
author="Luca {Laurenti} and Alessandro {Abate} and Luca {Bortolussi} and Luca {Cardelli} and Milan {Češka} and Marta {Kwiatkowska}",
title="Reachability Computation for Switching Diffusions:Finite Abstractions with Certifiable and Tuneable Precision",
booktitle="Proceedings of the 20th ACM International Conference on Hybrid Systems: Computation and Control",
year="2017",
series="ACM",
pages="55--64",
publisher="Association for Computing Machinery",
address="New York",
doi="10.1145/3049797.3049812",
isbn="978-1-4503-4590-3"
}