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Solving steel coil ship stowage-planning problem using hybrid differential evolution

机译:使用混合差分进化求解钢圈船存货规划问题

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摘要

As an important optimisation problem in the finished product terminal of an iron and steel enterprise, the steel coil ship stowage-planning problem is to determine the stowing locations for the planned coils on a ship. Although the problem has attracted attention, the research has focused only on the optimisation for the ship. In this study, the problem is investigated from the view of improving operation efficiency of the cranes on the quay and in the warehouse. For this purpose, an integer-programming model is established to minimise the coil dispersion on the ship and the moving distance of the warehouse cranes by determining the stowing locations and loading sequence of the coils. To improve the solution efficiency, a two-level hybrid differential evolution (TLDE) composed of a continuous DE and a discrete DE is designed to assign the coils to the rows on the ship, and then allocate locations for them. Further, a subpopulation-based local search and a human experience-based heuristic are developed to further adjust the coils within each row and to produce initial population for TLDE, respectively. Extensive comparison experiments are performed to demonstrate the proposed algorithm. Numerical results confirm that TLDE is an efficient method for solving the SSPP.
机译:作为钢铁企业成品终端中的重要优化问题,钢圈卷船存放规划问题是确定船上计划线圈的存放位置。虽然问题引起了关注,但研究仅集中在船舶的优化上。在这项研究中,从提高码头和仓库中提高起重机的操作效率的看法研究了问题。为此目的,建立整数编程模型,以通过确定线圈的存放位置和装载序列来最小化船上的线圈色散和仓库起重机的移动距离。为了提高解决方案效率,由连续的DE和离散DE组成的双层混合差分演进(TLDE)被设计成将线圈分配给船上的行,然后为它们分配位置。此外,开发了一种基于亚群的本地搜索和基于人类体验的启发式,以进一步调整每行内的线圈,并分别为TLDE产生初始群体。进行广泛的比较实验以展示所提出的算法。数值结果证实,TLDE是解决SSPP的有效方法。

著录项

  • 来源
    《International Journal of Production Research》 |2019年第18期|5767-5786|共20页
  • 作者

    Dong Yun; Zhao Ren;

  • 作者单位

    Northeastern Univ Liaoning Engn Lab Operat Analyt & Optimizat Smart Shenyang 110819 Liaoning Peoples R China|Northeastern Univ State Key Lab Synthet Automat Proc Ind Shenyang 110819 Liaoning Peoples R China;

    Northeastern Univ Liaoning Key Lab Mfg Syst & Logist Shenyang 110819 Liaoning Peoples R China|Northeastern Univ Inst Ind & Syst Engn Shenyang 110819 Liaoning 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

    differential evolution; discrete optimisation; iron and steel industry; hybrid strategy; ship stowage plan;

    机译:差分演变;离散优化;钢铁工业;混合策略;船舶装载计划;

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