Stochastic model checking

被引:0
|
作者
Kwiatkowska, Marta [1 ]
Norman, Gethin [1 ]
Parker, David [1 ]
机构
[1] Univ Birmingham, Sch Comp Sci, Birmingham B15 2TT, W Midlands, England
来源
基金
英国工程与自然科学研究理事会;
关键词
D O I
暂无
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
This tutorial presents an overview of model checking for both discrete and continuous-time Markov chains (DTMCs and CTMCs). Model checking algorithms are given for verifying DTMCs and CTMCs against specifications written in probabilistic extensions of temporal logic, including quantitative properties with rewards. Example properties include the probability that a fault occurs and the expected number of faults in a given time period. We also describe the practical application of stochastic model checking with the probabilistic model checker PRISM by outlining the main features supported by PRISM and three real-world case studies: a probabilistic security protocol, dynamic power management and a biological pathway.
引用
收藏
页码:220 / +
页数:6
相关论文
共 50 条
  • [31] Bayesian Statistical Model-Checking for Complex Stochastic Systems
    He, Jia
    Zhang, Min
    He, Kangli
    Guo, Yannan
    Lei, Yusi
    2016 10TH INTERNATIONAL SYMPOSIUM ON THEORETICAL ASPECTS OF SOFTWARE ENGINEERING (TASE), 2016, : 38 - 41
  • [32] A PSO-Based CEGAR Framework for Stochastic Model Checking
    Ma, Yan
    Cao, Zining
    Liu, Yang
    INTERNATIONAL JOURNAL OF SOFTWARE ENGINEERING AND KNOWLEDGE ENGINEERING, 2019, 29 (10) : 1465 - 1495
  • [33] Model checking for a class of performance properties of fluid stochastic models
    Bujorianu, Manuela L.
    Bujorianu, Marius C.
    FORMAL METHODS AND STOCHASTIC MODELS FOR PERFORMANCE EVALUATION, 2006, 4054 : 93 - 107
  • [34] Quantitative verification of trustworthy service flow by stochastic model checking
    Liu, Yang
    Journal of Software Engineering, 2014, 8 (03): : 152 - 168
  • [35] Statistical model checking of stochastic component-based systems
    Zhang, Lianyi
    Lo, Kueiming
    Qing, Duzheng
    Wang, Weijing
    Yu, Lixin
    JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION, 2017, 87 (13) : 2509 - 2525
  • [36] Towards model checking stochastic aspects of the thinkteam user interface
    ter Beek, Maurice H.
    Massink, Mieke
    Latella, Diego
    INTERACTIVE SYSTEMS: DESIGN, SPECIFICATION, AND VERIFICATION, 2006, 3941 : 39 - 50
  • [37] Analyzing stochastic reward nets by model checking and parallel simulation
    Cicirelli, Franco
    Nigro, Libero
    SIMULATION MODELLING PRACTICE AND THEORY, 2022, 116
  • [38] A three-valued model abstraction framework for PCTL* stochastic model checking
    Liu, Yang
    Ma, Yan
    Yang, Yongsheng
    AUTOMATED SOFTWARE ENGINEERING, 2022, 29 (01)
  • [39] A three-valued model abstraction framework for PCTL* stochastic model checking
    Yang Liu
    Yan Ma
    Yongsheng Yang
    Automated Software Engineering, 2022, 29
  • [40] Counterexample Generation in Stochastic Model Checking Based on PSO Algorithm with Heuristic
    Ma, Yan
    Cao, Zining
    Liu, Yang
    INTERNATIONAL JOURNAL OF SOFTWARE ENGINEERING AND KNOWLEDGE ENGINEERING, 2016, 26 (07) : 1117 - 1143