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Queuing search algorithm: A novel metaheuristic algorithm for solving engineering optimization problems

机译:排队搜索算法:一种解决工程优化问题的新型元启发式算法

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摘要

This paper presents a novel metaheuristic algorithm called queuing search (QS), which is inspired from human activities in queuing. Some common phenomena are considered in QS: (1) customers actively follow the queue that provides fast service; (2) each customer service is mainly affected by the staff or customer itself; and (3) a customer can be influenced by others during the service when the queue order is not strictly maintained. The performance of QS is tested on 30 bound-constrained benchmark functions scalable with 30 and 100 dimensions from CEC 2014, 5 standard and 4 challenging constrained engineering optimization problems. Meanwhile, comparisons are performed among the results of QS and some state-of-the-art or well-known metaheuristic algorithms. (C) 2018 Elsevier Inc. All rights reserved.
机译:本文提出了一种新颖的元启发式算法,称为排队搜索(QS),其灵感来自于排队中的人类活动。 QS考虑了一些常见现象:(1)客户积极遵循提供快速服务的队列; (2)每个客户服务主要受员工或客户本身的影响; (3)在服务期间,如果不严格维护队列顺序,则客户可能会受到其他人的影响。 QS的性能在CEC 2014的30种约束约束基准功能(可缩放30种和100种尺寸),5种标准和4种具有挑战性的约束工程优化问题上进行了测试。同时,在QS的结果和一些最新的或著名的元启发式算法之间进行比较。 (C)2018 Elsevier Inc.保留所有权利。

著录项

  • 来源
    《Applied Mathematical Modelling》 |2018年第11期|464-490|共27页
  • 作者单位

    Huazhong Univ Sci & Technol, State Key Lab Digital Mfg Equipment & Technol, 1037 Luoyu Rd, Wuhan 430074, Hubei, Peoples R China;

    Huazhong Univ Sci & Technol, State Key Lab Digital Mfg Equipment & Technol, 1037 Luoyu Rd, Wuhan 430074, Hubei, Peoples R China;

    Huazhong Univ Sci & Technol, State Key Lab Digital Mfg Equipment & Technol, 1037 Luoyu Rd, Wuhan 430074, Hubei, Peoples R China;

    Huazhong Univ Sci & Technol, State Key Lab Digital Mfg Equipment & Technol, 1037 Luoyu Rd, Wuhan 430074, Hubei, Peoples R China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Queuing search algorithm; Metaheuristic algorithms; Engineering optimization;

    机译:排队搜索算法;超启发式算法;工程优化;

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