Hybrid methods using genetic algorithm approach for crude distillation unit scheduling

被引:0
|
作者
Dave, D [1 ]
Zhang, N [1 ]
机构
[1] UMIST, Dept Proc Integrat, Manchester M60 1QD, Lancs, England
关键词
genetic algorithm; mixed integer linear programming; crude distillation unit; scheduling;
D O I
暂无
中图分类号
TQ [化学工业];
学科分类号
0817 ;
摘要
This paper presents a novel approach for solving special kind of large scale mixed integer linear programming problem with large integrality gap. Virtues of both stochastic and deterministic methods are utilised in order to achieve near global solutions within practical solution time. Two level optimisation method is proposed where upper level optimisation determines key integer decision variables using genetic algorithm and lower level optimisation determines rest of the variables using deterministic method. The capabilities of algorithm were tested with the crude distillation unit scheduling problem. Hybrid approach generated satisfactory solutions with considerably less computational time compared to deterministic methods.
引用
收藏
页码:445 / 450
页数:6
相关论文
共 50 条
  • [21] Solving composite scheduling problems using the hybrid genetic algorithm
    Okamoto, Azuma
    Sugawara, Mitsumasa
    JOURNAL OF ZHEJIANG UNIVERSITY-SCIENCE A, 2010, 11 (12): : 953 - 958
  • [22] Solving composite scheduling problems using the hybrid genetic algorithm
    Azuma OKAMOTO
    Mitsumasa SUGAWARA
    Journal of Zhejiang University-Science A(Applied Physics & Engineering), 2010, 11 (12) : 953 - 958
  • [23] Solving composite scheduling problems using the hybrid genetic algorithm
    Azuma Okamoto
    Mitsumasa Sugawara
    Journal of Zhejiang University-SCIENCE A, 2010, 11 : 953 - 958
  • [24] Generation scheduling using genetic algorithm based hybrid techniques
    Dahal, KP
    Galloway, SJ
    Burt, GM
    McDonald, JR
    LESCOPE 01: 2001 LARGE ENGINEERING SYSTEMS CONFERENCE ON POWER ENGINEERING, CONFERENCE PROCEEDINGS, 2001, : 74 - 78
  • [25] Task scheduling model design using hybrid genetic algorithm
    Zheng, Shijue
    Shu, Wanneng
    Dai, Shangping
    ICICIC 2006: FIRST INTERNATIONAL CONFERENCE ON INNOVATIVE COMPUTING, INFORMATION AND CONTROL, VOL 3, PROCEEDINGS, 2006, : 316 - +
  • [26] A genetic algorithm approach to short-term scheduling of crude oil operations in refinery
    Hou, Yan
    Wu, NaiQi
    Li, ZhiWu
    IEEJ TRANSACTIONS ON ELECTRICAL AND ELECTRONIC ENGINEERING, 2016, 11 (05) : 593 - 603
  • [27] A Novel Production Scheduling Approach Based on Improved Hybrid Genetic Algorithm
    Dai, Lili
    Lu, He
    Hua, Dezheng
    Liu, Xinhua
    Chen, Hongming
    Glowacz, Adam
    Krolczyk, Grzegorz
    Li, Zhixiong
    SUSTAINABILITY, 2022, 14 (18)
  • [28] Component scheduling for chip shooter machines: a hybrid genetic algorithm approach
    Ho, W
    Ji, P
    COMPUTERS & OPERATIONS RESEARCH, 2003, 30 (14) : 2175 - 2189
  • [29] Scheduling Crude Oil Operations in Refineries with Genetic Algorithm
    Hou, Yan
    Wu, Naiqi
    Zhou, MengChu
    2016 IEEE 13TH INTERNATIONAL CONFERENCE ON NETWORKING, SENSING, AND CONTROL (ICNSC), 2016,
  • [30] Scheduling Crude Oil Operations in Refineries with Genetic Algorithm
    Hou, Yan
    Wu, Naiqi
    Zhou, Mengchu
    2016 IEEE 13TH INTERNATIONAL CONFERENCE ON NETWORKING, SENSING, AND CONTROL (ICNSC), 2016,