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Perturbation of CTMC Trapping Probabilities with Application to Model Repair

Published: 05 December 2017 Publication History

Abstract

This paper studies properties of continuous-time Markov chains with one class of transient states and at least two absorbing states. We look at a perturbation of the chain that arises by uniformly decreasing all rates to absorption. For this situation, the monotonicity of the trapping probabilities is analysed, and their asymptotic limit is computed. The theoretical findings are then applied to a type of model repair problem, where a lower time-bounded and lower probability-bounded CSL until requirement needs to be satisfied. The paper presents an algorithm for this type of problem and proves its correctness.

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VALUETOOLS 2017: Proceedings of the 11th EAI International Conference on Performance Evaluation Methodologies and Tools
December 2017
268 pages
ISBN:9781450363464
DOI:10.1145/3150928
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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Published: 05 December 2017

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Author Tags

  1. CSL Model Checking
  2. Markov Chain
  3. Model Repair
  4. Monotonicity
  5. Perturbation
  6. Trapping Probability

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VALUETOOLS 2017

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Overall Acceptance Rate 90 of 196 submissions, 46%

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