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Verifying Stochastic Hybrid Systems with Temporal Logic Specifications via Model Reduction.

Authors :
YU WANG
ROOHI, NIMA
WEST, MATTHEW
VISWANATHAN, MAHESH
DULLERUD, GEIR E.
Source :
ACM Transactions on Embedded Computing Systems; Nov2021, Vol. 20 Issue 6, p1-27, 27p
Publication Year :
2021

Abstract

We present a scalable methodology to verify stochastic hybrid systems for inequality linear temporal logic (iLTL) or inequality metric interval temporal logic (iMITL). 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. Based on this, we propose the first statistical model checking algorithms to verify stochastic hybrid systems against correctness properties, expressed in iLTL or iMITL. The scalability of the proposed algorithms is demonstrated by a case study. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
15399087
Volume :
20
Issue :
6
Database :
Complementary Index
Journal :
ACM Transactions on Embedded Computing Systems
Publication Type :
Academic Journal
Accession number :
174428555
Full Text :
https://doi.org/10.1145/3483380