Integration of planning, scheduling, and control of no-wait batch plant

被引:4
|
作者
Ji, Nan [1 ]
Gu, Xingsheng [1 ]
机构
[1] East China Univ Sci & Technol, Key Lab Smart Mfg Energy Chem Proc, Minist Educ, Meilong Rd 130, Shanghai 200237, Peoples R China
关键词
Process control; Scheduling; Production planning; Integration of planning; Scheduling and control; Batch plant; DYNAMIC OPTIMIZATION; FEASIBILITY ANALYSIS; TOTAL TARDINESS; DESIGN;
D O I
10.1016/j.compchemeng.2023.108467
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The batch process plays an important role in industrial production. Among them, production processes that have specific requirements for operational continuity in each processing stage should consider the no-wait constraint to meet the production reality. The batch process with a no-wait constraint is a typical NP-hard problem. In this work, we propose a framework for the integration of planning, scheduling, and control. We also propose a decomposition method with an improved genetic algorithm to solve the integration problem of scheduling and control for the no-wait batch process. The integrated formulation represents a typical mixed logic dynamic optimization (MLDO) problem, which involves logical disjunctions and operational dynamics. Then, we address the integrated problem as a grey-box optimization problem, using data-driven feasibility analysis and surrogate models to approximate the unknown black-box constraints. Finally, we test specific production instances to demonstrate the feasibility and superiority of the proposed integration model of the no-wait batch process and optimization algorithm.
引用
收藏
页数:19
相关论文
共 50 条
  • [41] Integration of Production Planning and Scheduling
    Maravelias, Christos T.
    10TH INTERNATIONAL SYMPOSIUM ON PROCESS SYSTEMS ENGINEERING, 2009, 27 : 117 - 118
  • [42] Integration of Scheduling and Control for Batch Processes Using Multi-Parametric Model Predictive Control
    Zhuge, Jinjun
    Ierapetritou, Marianthi G.
    AICHE JOURNAL, 2014, 60 (09) : 3169 - 3183
  • [43] Branch-and-bound and PSO algorithms for no-wait job shop scheduling
    Abdelhakim AitZai
    Brahim Benmedjdoub
    Mourad Boudhar
    Journal of Intelligent Manufacturing, 2016, 27 : 679 - 688
  • [44] Cyclic flow-shop scheduling with no-wait constraints and missing operations
    Smutnicki, Czeslaw
    Pempera, Jaroslaw
    Bocewicz, Grzegorz
    Banaszak, Zbigniew
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2022, 302 (01) : 39 - 49
  • [45] A cooperative coevolutionary algorithm approach to the no-wait job shop scheduling problem
    Valenzuela-Alcaraz, Victor M.
    Cosio-Leon, M. A.
    Danisa Romero-Ocano, A.
    Brizuela, Carlos A.
    EXPERT SYSTEMS WITH APPLICATIONS, 2022, 194
  • [46] Lot streaming and scheduling heuristics for m-machine no-wait flowshops
    Kumar, S
    Bagchi, TP
    Sriskandarajah, C
    COMPUTERS & INDUSTRIAL ENGINEERING, 2000, 38 (01) : 149 - 172
  • [47] Branch-and-bound and PSO algorithms for no-wait job shop scheduling
    AitZai, Abdelhakim
    Benmedjdoub, Brahim
    Boudhar, Mourad
    JOURNAL OF INTELLIGENT MANUFACTURING, 2016, 27 (03) : 679 - 688
  • [48] An effective hybrid particle swarm optimization for no-wait flow shop scheduling
    Liu, Bo
    Wang, Ling
    Jin, Yi-Hui
    International Journal of Advanced Manufacturing Technology, 2007, 31 (9-10): : 1001 - 1011
  • [49] Scheduling two-machine no-wait open shops to minimize makespan
    Liaw, CF
    Cheng, CY
    Chen, MC
    COMPUTERS & OPERATIONS RESEARCH, 2005, 32 (04) : 901 - 917
  • [50] Multi-degree cyclic scheduling of two robots in a no-wait flowshop
    Che, A
    Chu, CB
    IEEE TRANSACTIONS ON AUTOMATION SCIENCE AND ENGINEERING, 2005, 2 (02) : 173 - 183