Analysis of Decision Stochastic Discrete-Event Systems Aggregating Max-Plus Algebra and Markov Chain

被引:5
|
作者
Ribeiro, G. R. [1 ]
Saldanha, R. R. [1 ]
Maia, C. A. [1 ]
机构
[1] Univ Fed Minas Gerais, Grad Program Elect Engn, Av Antonio Carlos 6627, BR-31270901 Belo Horizonte, MG, Brazil
关键词
Discrete-event systems; Max-Plus algebra; Markov chain; Open-pit Mine;
D O I
10.1007/s40313-018-0394-7
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Many optimization problems are complex enough that their solutions must be measured through simulation. It is also known that simulation requires a huge computational effort which impacts directly on the optimization solution. Accordingly, this paper presents a hybrid methodology faster than standard simulation tools to deal with stochastic systems subject to synchronization, delay, and decision phenomena. Such methodology aggregates Max-Plus Algebra with Markov Chain for modeling a load haulage cycle of an open-pit mine. The goal is computing the expected value for total iron production. To show that this new methodology can be applied to compute the mentioned measure, an experiment analysis was conducted to compare the results obtained. The test has shown evidence of equivalence between the results acquired by the hybrid methodology and by a standard simulation tool.
引用
收藏
页码:576 / 585
页数:10
相关论文
共 50 条
  • [31] Resource allocation and event synchronisation approach based on Max-Plus Algebra for cloud computing
    Sleiman, Liliane
    Kassan, Sara
    Gaber, Jaafar
    Lassabe, Frederic
    Lorenz, Pascal
    2019 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM), 2019,
  • [32] Sufficient condition of max-plus ellipsoidal invariant set and computation of feedback control of discrete event systems
    Ahmane, Mourad
    Truffet, Laurent
    ICINCO 2006: Proceedings of the Third International Conference on Informatics in Control, Automation and Robotics: SIGNAL PROCESSING, SYSTEMS MODELING AND CONTROL, 2006, : 99 - 106
  • [33] Verification of safe diagnosability of stochastic discrete-event systems
    Liu, Fuchun
    Yang, Pengbiao
    Zhao, Rui
    Dziong, Zbigniew
    INTERNATIONAL JOURNAL OF CONTROL, 2022, 95 (02) : 372 - 379
  • [34] Efficient analysis of large Discrete-Event Systems with binary decision diagrams
    Vahidi, Arash
    Lennartson, Bengt
    Fabian, Martin
    2005 44th IEEE Conference on Decision and Control & European Control Conference, Vols 1-8, 2005, : 2751 - 2756
  • [35] A probabilistic language formalism for stochastic discrete-event systems
    Garg, VK
    Kumar, R
    Marcus, SI
    IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1999, 44 (02) : 280 - 293
  • [36] Modular modelling and performance evaluation of manufacturing systems using Max-Plus Algebra
    Department of Production Engineering, Sinhgad College of Engineering, Pune 411 041 Maharashtra, India
    不详
    不详
    Int. J. Ind. Syst. Eng., 2009, 5 (577-596): : 577 - 596
  • [37] Stability of Time-invariant Max-Min-Plus-Scaling Discrete-Event Systems with Diverse States
    Markkassery, Sreeshma
    van den Boom, Ton
    De Schutter, Bart
    IFAC PAPERSONLINE, 2024, 58 (01): : 60 - 65
  • [38] Model Predictive Control for Stochastic Max-Plus Linear Systems With Chance Constraints
    Xu, Jia
    van den Boom, Ton
    De Schutter, Bart
    IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2019, 64 (01) : 337 - 342
  • [39] A coupling approach to estimating the Lyapunov exponent of stochastic max-plus linear systems
    Goverde, Rob M. P.
    Heidergott, Bernd
    Merlet, Glenn
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2011, 210 (02) : 249 - 257
  • [40] Stochastic Filtering Scheme of Implicit Forms of Uncertain Max-Plus Linear Systems
    Espindola-Winck, Guilherme
    Hardouin, Laurent
    Lhommeau, Mehdi
    Santos-Mendes, Rafael
    IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2022, 67 (08) : 4370 - 4376