Using Statistical-Model- Checking-Based Simulation for Evaluating the Robustness of a Production Schedule

被引:3
|
作者
Himmiche, Sara [1 ]
Aubry, Alexis [1 ]
Marange, Pascale [1 ]
Duflot-Kremer, Marie [2 ]
Petin, Jean-Francois [1 ]
机构
[1] Univ Lorraine, CNRS, CRAN, UMR 7039, Campus Sci,BP 70239, F-54506 Vandoeuvre Les Nancy, France
[2] Univ Lorraine, CNRS, Inria, LORIA, F-54000 Nancy, France
关键词
Statistical model checking; Production schedule; Robustness; Stochastic timed automata; TIMED AUTOMATA;
D O I
10.1007/978-3-319-73751-5_26
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Industry 4.0 implies new scheduling problems linked to the optimal using of flexible resources and to mass customisation of products. In this context, first research results show that Discrete Event Systems models and tools are a relevant alternative to the classical approaches for modelling scheduling problems and for solving them. Moreover, the challenges of the Industry 4.0 mean taking into account the uncertainties linked to the mass customisation (volume and mix of the demand) but also to the states of the resources (failures, operation durations, ...). The goal of this paper is to show how it is possible to use the simulation based on statistical model checking for taking into account these uncertainties and for evaluating the robustness of a given schedule.
引用
收藏
页码:345 / 357
页数:13
相关论文
共 50 条
  • [1] Statistical Model Checking-Based Analysis of Biological Networks
    Liu, Bing
    Gyori, Benjamin M.
    Thiagarajan, P. S.
    [J]. AUTOMATED REASONING FOR SYSTEMS BIOLOGY AND MEDICINE, 2019, 30 : 63 - 92
  • [2] Statistical Model Checking-Based Evaluation and Optimization for Cloud Workflow Resource Allocation
    Chen, Mingsong
    Huang, Saijie
    Fu, Xin
    Liu, Xiao
    He, Jifeng
    [J]. IEEE TRANSACTIONS ON CLOUD COMPUTING, 2020, 8 (02) : 443 - 458
  • [3] Evaluating Fuzzy Controller Robustness Using Model Checking
    Della Penna, Giuseppe
    Intrigila, Benedetto
    Magazzeni, Daniele
    [J]. FUZZY LOGIC AND APPLICATIONS, 2009, 5571 : 303 - +
  • [4] Model Checking-Based Testing of Web Applications
    ZENG Hongwei
    [J]. Wuhan University Journal of Natural Sciences, 2007, (05) : 922 - 926
  • [5] Optimization of model checking-based test generation
    Zeng, Hongwei
    Miao, Huaikou
    [J]. Jisuanji Fuzhu Sheji Yu Tuxingxue Xuebao/Journal of Computer-Aided Design and Computer Graphics, 2011, 23 (03): : 496 - 502
  • [6] Model checking-based verification of Web application
    Miao, Huaikou
    Zeng, Hongwei
    [J]. 12TH IEEE INTERNATIONAL CONFERENCE ON ENGINEERING COMPLEX COMPUTER SYSTEMS, PROCEEDINGS, 2007, : 47 - +
  • [7] Statistical Model Checking Using Perfect Simulation
    El Rabih, Diana
    Pekergin, Nihal
    [J]. AUTOMATED TECHNOLOGY FOR VERIFICATION AND ANALYSIS, PROCEEDINGS, 2009, 5799 : 120 - 134
  • [8] Synthesizing, correcting and improving code, using model checking-based genetic programming
    Katz, Gal
    Peled, Doron
    [J]. INTERNATIONAL JOURNAL ON SOFTWARE TOOLS FOR TECHNOLOGY TRANSFER, 2017, 19 (04) : 449 - 464
  • [9] Configuration checking-based parallel model counting method
    Li, Zhuang
    Liu, Lei
    Zhang, Tong-Bo
    Lyu, Shuai
    [J]. Jilin Daxue Xuebao (Gongxueban)/Journal of Jilin University (Engineering and Technology Edition), 2020, 50 (04): : 1443 - 1448
  • [10] Synthesizing, correcting and improving code, using model checking-based genetic programming
    Gal Katz
    Doron Peled
    [J]. International Journal on Software Tools for Technology Transfer, 2017, 19 : 449 - 464