The probabilistic model checking landscape

JP Katoen - Proceedings of the 31st Annual ACM/IEEE Symposium …, 2016 - dl.acm.org
Randomization is a key element in sequential and distributed computing. Reasoning about
randomized algorithms is highly non-trivial. In the 1980s, this initiated first proof methods …

Automated verification and synthesis of stochastic hybrid systems: A survey

A Lavaei, S Soudjani, A Abate, M Zamani - Automatica, 2022 - Elsevier
Stochastic hybrid systems have received significant attentions as a relevant modeling
framework describing many systems, from engineering to the life sciences: they enable the …

Value iteration for long-run average reward in Markov decision processes

P Ashok, K Chatterjee, P Daca, J Křetínský… - … on Computer Aided …, 2017 - Springer
Markov decision processes (MDPs) are standard models for probabilistic systems with non-
deterministic behaviours. Long-run average rewards provide a mathematically elegant …

Counterexample generation for discrete-time Markov models: An introductory survey

E Ábrahám, B Becker, C Dehnert, N Jansen… - International School on …, 2014 - Springer
This paper is an introductory survey of available methods for the computation and
representation of probabilistic counterexamples for discrete-time Markov chains and …

PAC statistical model checking of mean payoff in discrete-and continuous-time MDP

C Agarwal, S Guha, J Křetínský… - Formal Methods in System …, 2024 - Springer
Markov decision processes (MDPs) and continuous-time MDP (CTMDPs) are the
fundamental models for non-deterministic systems with probabilistic uncertainty. Mean …

On abstraction of probabilistic systems

C Dehnert, D Gebler, M Volpato, DN Jansen - International Autumn School …, 2012 - Springer
Probabilistic model checking extends traditional model checking by incorporating
quantitative information about the probability of system transitions. However, probabilistic …

[HTML][HTML] Compositional probabilistic verification through multi-objective model checking

M Kwiatkowska, G Norman, D Parker, H Qu - Information and Computation, 2013 - Elsevier
Compositional approaches to verification offer a powerful means to address the challenge of
scalability. In this paper, we develop techniques for compositional verification of probabilistic …

High-level counterexamples for probabilistic automata

R Wimmer, N Jansen, Ã Erika… - Logical Methods in …, 2015 - lmcs.episciences.org
Providing compact and understandable counterexamples for violated system properties is
an essential task in model checking. Existing works on counterexamples for probabilistic …

Counterexample explanation by learning small strategies in Markov decision processes

T Brázdil, K Chatterjee, M Chmelík, A Fellner… - … Aided Verification: 27th …, 2015 - Springer
For deterministic systems, a counterexample to a property can simply be an error trace,
whereas counterexamples in probabilistic systems are necessarily more complex. For …

Formal methods for stability analysis of networked control systems with IEEE 802.15. 4 protocol

B Wu, MD Lemmon, H Lin - IEEE Transactions on Control …, 2017 - ieeexplore.ieee.org
Wireless networked control systems (WNCSs) with control loops closed over a wireless
network are prevailing these days. However, due to uncertainties such as random accessing …