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Verifying Stochastic Hybrid Systems with Temporal Logic Specifications via Model Reduction

Authors :
Wang, Yu
Roohi, Nima
West, Matthew
Viswanathan, Mahesh
Dullerud, Geir E.
Publication Year :
2020

Abstract

We present a scalable methodology to verify stochastic hybrid systems. Using the Mori-Zwanzig reduction method, we construct a finite state Markov chain reduction of a given stochastic hybrid system and prove that this reduced Markov chain is approximately equivalent to the original system in a distributional sense. Approximate equivalence of the stochastic hybrid system and its Markov chain reduction means that analyzing the Markov chain with respect to a suitably strengthened property, allows us to conclude whether the original stochastic hybrid system meets its temporal logic specifications. We present the first statistical model checking algorithms to verify stochastic hybrid systems against correctness properties, expressed in the linear inequality linear temporal logic (iLTL) or the metric interval temporal logic (MITL).

Details

Database :
arXiv
Publication Type :
Report
Accession number :
edsarx.2009.07649
Document Type :
Working Paper