Stochastic Safety Methods for General Markov Chains

This paper presents a comprehensive approach for assessing the stochastic safety of Markov chains, utilizing properties of the occupation and resolvent kernels as foundational concepts. We examine Markov chains with discrete and continuous state spaces, encompassing both transient and recurrent behaviors. We determine the characterization of the stochastic safety function through the solution of either Dirichlet or Poisson equations. Subsequently, we extract the dynamic programming equations tailored to the discrete or continuous case.

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Publication Details

Journal
IFAC-PapersOnLine
Published
2025-01-01
DOI
https://doi.org/10.1016/j.ifacol.2025.09.544
Primary Topic
Risk and Safety Analysis
Type
article
Field-Weighted Citation Impact
0.00
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article

Stochastic Safety Methods for General Markov Chains

Rafał Wiśniewski, Manuela L. Bujorianu, Abhijit Mazumdar
IFAC-PapersOnLine
Risk and Safety Analysis
article

Stochastic Safety Methods for General Markov Chains

Rafał Wiśniewski, Manuela L. Bujorianu, Abhijit Mazumdar
article en

Abstract

This paper presents a comprehensive approach for assessing the stochastic safety of Markov chains, utilizing properties of the occupation and resolvent kernels as foundational concepts. We examine Markov chains with discrete and continuous state spaces, encompassing both transient and recurrent behaviors. We determine the characterization of the stochastic safety function through the solution of either Dirichlet or Poisson equations. Subsequently, we extract the dynamic programming equations tailored to the discrete or continuous case.

IFAC-PapersOnLineVol. 59(11)
University College London (GB), Aalborg University (DK)
Openalex Percentile: Top 73%
Risk and Safety Analysis
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