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Multiphase until formulas over Markov reward models: An algebraic approach
Xu, M; Zhang, LJ; Jansen, DN; Zhu, HB; Yang, ZY
2016
发表期刊THEORETICAL COMPUTER SCIENCE
ISSN0304-3975
卷号611页码:116-135
摘要We consider the probabilistic model checking problem of continuous-time Markov chains with rewards. We first extend multiphase until formulas in continuous stochastic logic (CSL) with reward constraints. Then we present an effective integral-style algorithm to compute the probability under the assumption of harmony, and give upper and lower bounds of the probability without this assumption. Furthermore, the resulting probability value (or its upper and lower bounds) is shown to be a real number of a well-formed structure, with which we can successfully (or partially) decide whether the constraints in the CSL formula are satisfied. Our method is entirely based on algebraic manipulations and number theory. Finally, to show the practical usefulness, we apply the results to evaluate the performance of a small multi-processor system. (C) 2015 Elsevier B.V. All rights reserved.; We consider the probabilistic model checking problem of continuous-time Markov chains with rewards. We first extend multiphase until formulas in continuous stochastic logic (CSL) with reward constraints. Then we present an effective integral-style algorithm to compute the probability under the assumption of harmony, and give upper and lower bounds of the probability without this assumption. Furthermore, the resulting probability value (or its upper and lower bounds) is shown to be a real number of a well-formed structure, with which we can successfully (or partially) decide whether the constraints in the CSL formula are satisfied. Our method is entirely based on algebraic manipulations and number theory. Finally, to show the practical usefulness, we apply the results to evaluate the performance of a small multi-processor system. (C) 2015 Elsevier B.V. All rights reserved.
收录类别SCI
关键词Probabilistic Model Checking Markov Reward Model Continuous Stochastic Logic Cylindrical Algebraic Decomposition Transcendental Number
部门归属E China Normal Univ, Shanghai Key Lab Multidimens Informat Proc, Shanghai 200062, Peoples R China. E China Normal Univ, Dept Comp Sci & Technol, Shanghai 200062, Peoples R China. Chinese Acad Sci, Inst Software, State Key Lab Comp Sci, Beijing, Peoples R China. Radboud Univ Nijmegen, Model Based Syst Dev, NL-6525 ED Nijmegen, Netherlands. E China Normal Univ, Shanghai Key Lab Trustworthy Comp, Shanghai 200062, Peoples R China.
语种英语
WOS记录号WOS:000369211000004
引用统计
内容类型期刊论文
URI标识http://ir.iscas.ac.cn/handle/311060/17413
专题中国科学院软件研究所
推荐引用方式
GB/T 7714
Xu, M,Zhang, LJ,Jansen, DN,et al. Multiphase until formulas over Markov reward models: An algebraic approach[J]. THEORETICAL COMPUTER SCIENCE,2016,611:116-135.
APA Xu, M,Zhang, LJ,Jansen, DN,Zhu, HB,&Yang, ZY.(2016).Multiphase until formulas over Markov reward models: An algebraic approach.THEORETICAL COMPUTER SCIENCE,611,116-135.
MLA Xu, M,et al."Multiphase until formulas over Markov reward models: An algebraic approach".THEORETICAL COMPUTER SCIENCE 611(2016):116-135.
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