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
  • [1] Hybrid approach to production scheduling using genetic algorithm and simulation
    Suk Jae Jeong
    Seok Jin Lim
    Kyung Sup Kim
    The International Journal of Advanced Manufacturing Technology, 2006, 28 : 129 - 136
  • [2] Hybrid approach to production scheduling using genetic algorithm and simulation
    Jeong, SJ
    Lim, SJ
    Kim, KS
    INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2006, 28 (1-2): : 129 - 136
  • [3] Hybrid approach to production scheduling using genetic algorithm and simulation
    Jeong, Suk Jae
    Lim, Seok Jin
    Kim, Kyung Sup
    International Journal of Advanced Manufacturing Technology, 2006, 28 (1-2): : 129 - 136
  • [4] Course scheduling using genetic algorithm methods
    Abu Zitar, R
    DEVELOPMENTS IN APPLIED ARTIFICAIL INTELLIGENCE, PROCEEDINGS, 2002, 2358 : 99 - 107
  • [5] Dynamic hybrid scheduling of crude oil using structure adapted genetic algorithm for uncertainty of tank unavailability
    Panda D.
    Ramteke M.
    Chemical Engineering Research and Design, 2020, 159 : 78 - 91
  • [6] Dynamic hybrid scheduling of crude oil using structure adapted genetic algorithm for uncertainty of tank unavailability
    Panda, Debashish
    Ramteke, Manojkumar
    CHEMICAL ENGINEERING RESEARCH & DESIGN, 2020, 159 : 78 - 91
  • [7] Approach of collaborative scheduling using genetic algorithm
    Wang, Jia-Hai
    Lu, Hong-Bo
    Zhang, Shu
    2001, Science Press (29):
  • [8] Clinical Pathways Scheduling Using Hybrid Genetic Algorithm
    Du, Gang
    Jiang, Zhibin
    Yao, Yang
    Diao, Xiaodi
    JOURNAL OF MEDICAL SYSTEMS, 2013, 37 (03)
  • [9] Clinical Pathways Scheduling Using Hybrid Genetic Algorithm
    Gang Du
    Zhibin Jiang
    Yang Yao
    Xiaodi Diao
    Journal of Medical Systems, 2013, 37
  • [10] Integrated data structure and scheduling approach for manufacturing and transportation using hybrid genetic algorithm
    Azuma Okamoto
    Mitsuo Gen
    Mitsumasa Sugawara
    Journal of Intelligent Manufacturing, 2006, 17 : 411 - 421