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NHACR: A novel heuristic approach for 2D rectangle packing area minimization problem with central rectangle

机译:NHACR:中央矩形的2D矩形包装区最小化问题的新型启发式方法

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摘要

As a special 2D rectangle packing problem, the 2D rectangle packing area minimization problem with central rectangle (CR-RPAMP) has one or more central rectangles among the candidate items. The central rectangles should be packed near the center of the final layout. At the same time, the length-width ratio of the final layout must be within a reasonable region. The CR-RPAMP has been applied in many areas such as the layout design of semi-submersible platform, farmland irrigation, urban planning. In this study, to improve the performance of heuristic approach for solving the CR-RPAMP, three novel strategies including strategy of filling inner space, strategy of generating inner space and strategy of simplifying packing process, are proposed and combined to form a novel heuristic approach NHACR (Novel Heuristic Approach for CR-RPAMP). The analyses of computational complexity of the proposed NHACR indicate that it has low computational complexity. Based on two famous sets of benchmark instances, the proposed NHACR shows better performance compared with several existing algorithms considering the success rate, the filling rate of final layout and the computing time. Finally, the NHACR is utilized to solve a specific application problem in oil and gas industry and its advantage is further confirmed.
机译:作为特殊的2D矩形包装问题,中央矩形(CR-RPAMP)的2D矩形包装区域最小化问题在候选项目中具有一个或多个中央矩形。中央矩形应在最终布局的中心附近包装。同时,最终布局的长度宽度比必须在合理区域内。 CR-RPAMP已应用于许多领域,例如半潜式平台,农田灌溉,城市规划的布局设计。在这项研究中,提高了解决CR-RPAMP的启发式方法的性能,提出了三种新的策略,包括填充内空间的策略,产生内部空间的策略和简化包装过程的策略,并结合形成了一种新的启发式方法NHACR(新的CR-RPAMP启发式方法)。所提出的NHACR的计算复杂性的分析表明它具有低计算复杂性。基于两套着名的基准实例,所提出的NHACR显示出更好的性能与考虑成功率,最终布局的填充率和计算时间的现有算法相比。最后,利用NHACR解决石油和天然气行业的特定应用问题,并进一步确认其优势。

著录项

  • 来源
    《Engineering Applications of Artificial Intelligence》 |2021年第8期|104291.1-104291.14|共14页
  • 作者单位

    School of Petroleum Engineering China University of Petroleum (East China) Qingdao 266580 China School of Civil and Environmental Engineering Maritime Institute @NTU Nanyang Technological University Singapore 639798 Singapore;

    School of Petroleum Engineering China University of Petroleum (East China) Qingdao 266580 China;

    College of Mechanical and Electronic Engineering China University of Petroleum (East China) Qingdao 266580 China;

    College of Mechanical and Electronic Engineering China University of Petroleum (East China) Qingdao 266580 China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    2D rectangle packing; Packing strategy; Heuristic algorithm; Central rectangle; Layout optimization;

    机译:2D矩形包装;包装策略;启发式算法;中央矩形;布局优化;

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