Solving flow shop scheduling problems by quantum differential evolutionary algorithm

被引:49
|
作者
Zheng, Tianmin [1 ]
Yamashiro, Mitsuo [1 ]
机构
[1] Ashikaga Inst Technol, Dept Ind & Informat Syst Engn, Ashikaga, Tochigi 3268558, Japan
关键词
Permutation flow shop scheduling; Quantum-inspired evolutionary algorithm; Differential evolution; Variable neighborhood search; PARTICLE SWARM OPTIMIZATION; INSPIRED GENETIC ALGORITHM; TABU SEARCH ALGORITHM; ANT-COLONY ALGORITHMS; PERMUTATION FLOWSHOP; SEQUENCING PROBLEM; MINIMIZE MAKESPAN; LIMITED BUFFERS; COMPLETION-TIME; BENCHMARKS;
D O I
10.1007/s00170-009-2438-4
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper proposed a novel quantum differential evolutionary algorithm (QDEA) based on the basic quantum-inspired evolutionary algorithm (QEA) for permutation flow shop scheduling problem (PFSP). In this QDEA, the quantum chromosomes are encoded and decoded by using the quantum rotating angle and a simple strategy named largest rotating angle value rule to determine job sequence based on job's quantum information is proposed for the representation of PFSP, firstly. Then, we merge the advantages of differential evolution strategy, variable neighborhood search and QEA by adopting the differential evolution to perform the updating of quantum gate and variable neighborhood search to raise the performance of the local search. We adopted QDEA to minimize the makespan, total flowtime and the maximum lateness of jobs and make the simulations. The results and comparisons with other algorithms based on famous benchmarks demonstrated the effectiveness of the proposed QDEA. Another contribution of this paper is to report new absolute values of total flowtime and maximum lateness for various benchmark problem sets.
引用
收藏
页码:643 / 662
页数:20
相关论文
共 50 条
  • [21] Hybrid Genetic Algorithm for Solving Job Shop Scheduling Problems
    Piroozfard, Hamed
    Hassan, Adnan
    Moghadam, Ali Mokhtari
    Asl, Ali Derakhshan
    MATERIALS, INDUSTRIAL, AND MANUFACTURING ENGINEERING RESEARCH ADVANCES 1.1, 2014, 845 : 559 - 563
  • [22] Apply evolutionary algorithm to bicriteria open shop scheduling problems
    Chen, Sheu Hua
    Lee, Hong Tau
    Chen, Yi Da
    JOURNAL OF INFORMATION & OPTIMIZATION SCIENCES, 2012, 33 (2-3): : 295 - 319
  • [23] A Hybrid Evolutionary Algorithm for Flexible Job Shop Scheduling Problems
    Chun, Wang
    Na, Tian
    Chen, Ji Zhi
    Yan, Wang
    PROCEEDINGS OF THE 35TH CHINESE CONTROL CONFERENCE 2016, 2016, : 2690 - 2696
  • [24] A novel hybrid discrete differential evolution algorithm for blocking flow shop scheduling problems
    Wang, Ling
    Pan, Quan-Ke
    Suganthan, P. N.
    Wang, Wen-Hong
    Wang, Ya-Min
    COMPUTERS & OPERATIONS RESEARCH, 2010, 37 (03) : 509 - 520
  • [25] A genetic algorithm for solving flow shop scheduling problems with parallel machine and special procedure constraints
    Wu, Y
    Liu, M
    Wu, C
    2003 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-5, PROCEEDINGS, 2003, : 1774 - 1779
  • [26] AN ADAPTIVE DYNAMIC NEIGHBORHOOD CROW SEARCH ALGORITHM FOR SOLVING PERMUTATION FLOW SHOP SCHEDULING PROBLEMS
    Zhao, Cai
    Wu, Liang-hong
    Zuo, Ci-li
    Zhang, Hong-qiang
    Xiao, Qing
    JOURNAL OF INDUSTRIAL AND MANAGEMENT OPTIMIZATION, 2024, 20 (01) : 84 - 111
  • [27] A parameter tuned hybrid algorithm for solving flow shop scheduling problems with parallel assembly stages
    Jabbari M.
    Tavana M.
    Fattahi P.
    Daneshamooz F.
    Sustainable Operations and Computers, 2022, 3 : 22 - 32
  • [28] Golden Ball Algorithm for solving Flow Shop Scheduling Problem
    Sayoti, Fatima
    Riffi, Mohammed Essaid
    INTERNATIONAL JOURNAL OF INTERACTIVE MULTIMEDIA AND ARTIFICIAL INTELLIGENCE, 2016, 4 (01): : 15 - 18
  • [29] Heuristic algorithm for flow-shop scheduling problems
    Shi, Ling
    Xu, Chun
    Huazhong Keji Daxue Xuebao (Ziran Kexue Ban)/Journal of Huazhong University of Science and Technology (Natural Science Edition), 2010, 38 (05): : 13 - 15
  • [30] A Hybrid Quantum Evolutionary Algorithm with Improved Decoding Scheme for a Robotic Flow Shop Scheduling Problem
    Lei, Weidong
    Manier, Herve
    Manier, Marie-Ange
    Wang, Xinping
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2017, 2017