A New Imperialist Competitive Algorithm for Multiobjective Low Carbon Parallel Machines Scheduling

被引:16
|
作者
Pan, Zixiao [1 ]
Lei, Deming [1 ]
Zhang, Qingyong [1 ]
机构
[1] Wuhan Univ Technol, Sch Automat, Wuhan 430070, Hubei, Peoples R China
关键词
FLOW SHOPS; METAHEURISTICS; OPTIMIZATION; NETWORK; SEARCH; ENERGY; TIMES;
D O I
10.1155/2018/5914360
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This paper considers low carbon parallelmachines scheduling problem (PMSP), in which total tardiness is regarded as key objective and total energy consumption is a non-key one. A lexicographical method is used to compare solutions and a novel imperialist competitive algorithm (ICA) is presented, in which a new strategy for initial empires is adopted. Some new improvements are also added in ICA to obtain high quality solutions, which are adaptive assimilation, adaptive revolution, imperialist innovation, and alliance and the novel way of imperialist competition. Extensive experiments are conducted to test the search performance of ICA by comparing it with methods from literature. Computational results show the promising advantages of ICA on low carbon PMSP.
引用
收藏
页数:13
相关论文
共 50 条
  • [21] A Parallel Approximation Algorithm for Scheduling Parallel Identical Machines
    Ghalami, Laleh
    Grosu, Daniel
    [J]. 2017 IEEE INTERNATIONAL PARALLEL AND DISTRIBUTED PROCESSING SYMPOSIUM WORKSHOPS (IPDPSW), 2017, : 442 - 451
  • [22] Provide a Method of Scheduling In Computational Grid Using Imperialist Competitive Algorithm
    Pahlevanzadeh, Mostafa
    HarounAbadi, Ali
    [J]. INTERNATIONAL JOURNAL OF COMPUTER SCIENCE AND NETWORK SECURITY, 2016, 16 (06): : 75 - 80
  • [23] Solving the job shop scheduling problem using the imperialist competitive algorithm
    Zhang, Jie
    Zhang, Peng
    Yang, Jianxiong
    Huang, Ying
    [J]. FRONTIERS OF ADVANCED MATERIALS AND ENGINEERING TECHNOLOGY, PTS 1-3, 2012, 430-432 : 737 - +
  • [24] A new genetic algorithm in solving the unrelated parallel machines scheduling problem
    Chen, L
    Gao, JM
    [J]. THIRD INTERNATIONAL CONFERENCE ON ELECTRONIC COMMERCE ENGINEERING: DIGITAL ENTERPRISES AND NONTRADITIONAL INDUSTRIALIZATION, 2003, : 154 - 156
  • [25] A new hybrid imperialist competitive algorithm on data clustering
    Niknam, Taher
    Fard, Elahe Taherian
    Ehrampoosh, Shervin
    Rousta, Alireza
    [J]. SADHANA-ACADEMY PROCEEDINGS IN ENGINEERING SCIENCES, 2011, 36 (03): : 293 - 315
  • [26] An enhancement of task scheduling in cloud computing based on imperialist competitive algorithm and firefly algorithm
    Seyedeh Monireh Ggasemnezhad Kashikolaei
    Ali Asghar Rahmani Hosseinabadi
    Behzad Saemi
    Morteza Babazadeh Shareh
    Arun Kumar Sangaiah
    Gui-Bin Bian
    [J]. The Journal of Supercomputing, 2020, 76 : 6302 - 6329
  • [27] A new imperialist competitive algorithm for solving TSP problem
    [J]. Zhang, Xin-Long (mtxinlong@126.com), 1600, Northeast University (31):
  • [28] A new hybrid imperialist competitive algorithm on data clustering
    TAHER NIKNAM
    ELAHE TAHERIAN FARD
    SHERVIN EHRAMPOOSH
    ALIREZA ROUSTA
    [J]. Sadhana, 2011, 36 : 293 - 315
  • [29] An enhancement of task scheduling in cloud computing based on imperialist competitive algorithm and firefly algorithm
    Kashikolaei, Seyedeh Monireh Ggasemnezhad
    Hosseinabadi, Ali Asghar Rahmani
    Saemi, Behzad
    Shareh, Morteza Babazadeh
    Sangaiah, Arun Kumar
    Bian, Gui-Bin
    [J]. JOURNAL OF SUPERCOMPUTING, 2020, 76 (08): : 6302 - 6329
  • [30] A Quantum Immune Algorithm for Multiobjective Parallel Machine Scheduling
    Fang, Zhiming
    [J]. ADVANCES IN SWARM INTELLIGENCE, PT 1, PROCEEDINGS, 2010, 6145 : 321 - 327