A New Variation of Adaptive Simulated Annealing for 2D/3D Packing Optimization

Yiqiang Sheng, A. Takahashi
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引用次数: 1

Abstract

: 2D / 3D packing optimization is facing big challenges to get better solution with less runtime. In this paper, we propose a new variation of adaptive simulated annealing (ASA) to solve packing problem. In the traditional ASA, the parameters that control temperature scheduling and random step selection are adjusted according to search progress. In the proposed ASA, a guide with adaptive probabilities is used to automatically select moving methods, including crossover to improve its e ffi ciency. The interesting point is the traditional SA with crossover is ine ffi cient, while the proposed ASA with crossover is e ffi cient due to the adaptive guide. Based on the experiment using MCNC, ami49 X and ami98 3D benchmarks, the computational performance is considerably improved. In the case of area minimization, the results gotten by the proposed ASA are normally better than the published data of 2D packing. In the case of volume minimization for 3D packing, the results gotten by the proposed ASA are better than the data of traditional ASA and SA.
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一种新的自适应模拟退火算法用于二维/三维包装优化
2D / 3D包装优化面临着以更短的运行时间获得更好的解决方案的巨大挑战。本文提出了一种新的自适应模拟退火(ASA)方法来解决包装问题。在传统的ASA中,控制温度调度和随机步长选择的参数是根据搜索进度进行调整的。在该算法中,采用自适应概率指南来自动选择包括交叉在内的移动方法,以提高其效率。有趣的是,传统的带交叉的ASA效率是线性的,而本文提出的带交叉的ASA由于自适应导引而效率为零。在MCNC、ami49x和ami98 3D基准测试中,计算性能得到了显著提高。在面积最小化的情况下,所提出的ASA得到的结果通常优于已发表的二维填充数据。在体积最小化的情况下,所提出的ASA得到的结果优于传统ASA和SA的数据。
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IPSJ Transactions on System LSI Design Methodology
IPSJ Transactions on System LSI Design Methodology Engineering-Electrical and Electronic Engineering
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