Decision Making under Uncertainty for Reconfigurable Manufacturing Systems: a framework for uncertainty representation

被引:0
作者
Patrao, Rafael Leite [1 ]
Napoleone, Alessia [1 ]
机构
[1] Delft Univ Technol, Dept Maritime & Transport Technol, Delft, Netherlands
来源
IFAC PAPERSONLINE | 2024年 / 58卷 / 19期
关键词
Reconfigurable Manufacturing Systems; Uncertainty; Decision making; Bayesian inference; Scenarios; Deep uncertainty; DESIGN;
D O I
10.1016/j.ifacol.2024.09.102
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Traditional manufacturing paradigms cannot deal with the current pace of uncertain events in demand, supply and beyond. Reconfigurable Manufacturing Systems (RMS) are designed to adapt to these challenges in a rapid and cost-effective way. In order to decide when and how to reconfigure an RMS, it is necessary to identify the external events which trigger change in the system. This paper proposes a framework for uncertainty representation in RMS based on three levels of uncertainty and decision horizons. An illustrative example shows how such framework can be used by researchers and practitioners to better understand RMS and its context. Copyright (C) 2024 The Authors. This is an open access article under the CC BY-NC-ND license (https://creativecommons.org/licenses/by-nc-nd/4.0/)
引用
收藏
页码:103 / 108
页数:6
相关论文
共 25 条
[1]   Multi-objective reinforcement learning-based framework for solving selective maintenance problems in reconfigurable cyber-physical manufacturing systems [J].
Achamrah, Fatima Ezzahra ;
Attajer, Ali .
INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2024, 62 (10) :3460-3482
[2]   Risk assessment and risk management: Review of recent advances on their foundation [J].
Aven, Terje .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2016, 253 (01) :1-13
[3]   ASSISTANT: Learning and Robust Decision Support System for Agile Manufacturing Environments [J].
Beldiceanu, Nicolas ;
Dolgui, Alexandre ;
Gonnermann, Clemens ;
Gonzalez-Castane, Gabriel ;
Kousi, Niki ;
Meyers, Bart ;
Prud'homme, Julien ;
Thevenin, Simon ;
Vyhmeister, Eduardo ;
Ostberg, Per-Olov .
IFAC PAPERSONLINE, 2021, 54 (01) :641-646
[4]  
Ben-Haim Y., 2006, Academic, DOI DOI 10.1016/B978-0-12-373552-2.X5000-0
[5]   A Process for Identifying and Modeling Relevant System Context for the Reconfiguration of Automated Systems [J].
Caesar, Birte ;
Valdezate, Alejandro ;
Ladiges, Jan ;
Capilla, Rafael ;
Fay, Alexander .
IEEE TRANSACTIONS ON AUTOMATION SCIENCE AND ENGINEERING, 2024, 21 (03) :3977-4002
[6]   Types of scenario planning and their effectiveness: A review of reviews [J].
Cordova-Pozo, Kathya ;
Rouwette, Etienne A. J. A. .
FUTURES, 2023, 149
[7]   RMS balancing and planning under uncertain demand and energy cost considerations [J].
Delorme, Xavier ;
Cerqueus, Audrey ;
Gianessi, Paolo ;
Lamy, Damien .
INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, 2023, 261
[8]  
Deming WE, 1986, OUT CRISIS
[9]   A real-option approach to flexibility planning in reconfigurable manufacturing systems [J].
Du, J ;
Jiao, YY ;
Jiao, JX .
INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2006, 28 (11-12) :1202-1210
[10]   Manufacturing System Design for Resilience [J].
Gu, Xi ;
Jin, Xiaoning ;
Ni, Jun ;
Koren, Yoram .
CIRP 25TH DESIGN CONFERENCE INNOVATIVE PRODUCT CREATION, 2015, 36 :135-140