无条件公平性下模型检验马尔可夫决策过程的偏阶约简

Henri Hansen, M. Kwiatkowska, Hongyang Qu
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引用次数: 15

摘要

验证并发系统的活动性需要公平性假设。本文探讨了马尔可夫决策过程中的无条件公平性,这是定量假设-保证推理的前提条件。无条件公平指的是保证所有进程都参与的执行。我们证明了无条件公平的可实现性与部分死锁的不存在一致,即进程遭受饥饿的终端组件。我们提出了一种弱变体的顽固集方法来降低mdp,同时保留了在公平调度下无条件公平的可实现性和到达底端组件的最大概率。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Partial Order Reduction for Model Checking Markov Decision Processes under Unconditional Fairness
Fairness assumptions are needed to verify liveness properties of concurrent systems. In this paper we explore the so-called unconditional fairness in Markov decision processes (MDPs), which is a prerequisite for quantitative assume-guarantee reasoning. Unconditional fairness refers to executions where all processes are guaranteed to participate. We prove that realisability of unconditional fairness coincides with the absence of partial deadlocks, i.e., end components where a process suffers from starvation. We propose a weak variant of the stubborn set method to reduce MDPs, while preserving the realisability of unconditional fairness and maximal probabilities of reaching bottom end components under fair schedulers.
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