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A hybrid simulated annealing metaheuristic algorithm for the two-dimensional knapsack packing problem

机译:二维背包包装问题的混合模拟退火元启发式算法

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摘要

The rectangle knapsack packing problem is to pack a number of rectangles into a larger stock sheet such that the total value of packed rectangles is maximized. The paper first presents a fitness strategy, which is used to determine which rectangle is to be first packed into a given position. Based on this fitness strategy, a constructive heuristic algorithm is developed to generate a solution, i.e. a given sequence of rectangles for packing. Then, a greedy strategy is used to search a better solution. At last, a simulated annealing algorithm is introduced to jump out of the local optimal trap of the greedy strategy, to find a further improved solution. Computational results on 221 rectangular packing instances show that the presented algorithm outperforms some previous algorithms on average.
机译:矩形背包装箱问题是将多个矩形装箱成更大的坯料,以使装箱矩形的总价值最大化。本文首先提出了适合性策略,该策略用于确定哪个矩形首先要包装到给定位置。基于这种适合度策略,开发了一种建设性的启发式算法来生成解决方案,即给定的用于打包的矩形序列。然后,使用贪心策略来寻找更好的解决方案。最后,提出了一种模拟退火算法,以摆脱贪婪策略的局部最优陷阱,从而找到进一步的改进方案。对221个矩形装箱实例的计算结果表明,所提出的算法平均性能优于某些先前的算法。

著录项

  • 来源
    《Computers & operations research》 |2012年第1期|p.64-73|共10页
  • 作者单位

    Department of Management Sciences, City University ofHongKong, 83 Tat Chee Avenue, Kowloon, Hong Kong;

    School of Information Science and Technology, Xiamen University, Xiamen 361005, China,Department of Industrial and Systems Engineering, University of Wisconsin-Madison, Madison, Wl 53706, USA;

    School of Information Science and Technology, Xiamen University, Xiamen 361005, China;

    Department of Industrial and Systems Engineering, University of Wisconsin-Madison, Madison, Wl 53706, USA;

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

    knapsack packing problem; heuristic; simulated annealing algorithm;

    机译:背包包装问题;启发式;模拟退火算法;

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