Safety Robustness for Time-Inhomogeneous Markov Chains

In this paper, we explore safety concepts for time-inhomogeneous Markov chains and characterize them using barrier certificates and the infinitesimal generator. We then examine safety robustness, analyzing the impact of perturbations on safety properties. Additionally, we establish conditions for ensuring safety under dynamic uncertainties and geometric ergodicity.

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Published
2025-12-09
DOI
https://doi.org/10.1109/cdc57313.2025.11312264
Primary Topic
Petri Nets in System Modeling
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article
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article

Safety Robustness for Time-Inhomogeneous Markov Chains

R. Wisniewski, Manuela L. Bujorianu
Petri Nets in System Modeling
article

Safety Robustness for Time-Inhomogeneous Markov Chains

R. Wisniewski, Manuela L. Bujorianu
article en

Abstract

In this paper, we explore safety concepts for time-inhomogeneous Markov chains and characterize them using barrier certificates and the infinitesimal generator. We then examine safety robustness, analyzing the impact of perturbations on safety properties. Additionally, we establish conditions for ensuring safety under dynamic uncertainties and geometric ergodicity.

Aalborg University (DK)
Openalex Percentile: Top 25%
Petri Nets in System Modeling
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Safety Robustness for Time-Inhomogeneous Markov Chains — R. Wisniewski, Manuela L. Bujorianu · (2025) | TGRS Research Map | TGRS