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Hybrid Genetic Algorithm with Simulated Annealing based on Best-Fit Strategy for Rectangular Packing Problem

机译:最佳装箱策略的矩形退火混合退火遗传算法

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摘要

In this paper we address a rectangular packing problem (RPP), which is one of the most difficult NP-complete problems. Borrowing from the respective advantages of the two algorithms, a hybrid of genetic algorithm (GA) and simulated annealing (SA) is developed to solve the RPP. Firstly, we adopt and improve Burke’s best-fit (BF) placement strategy, which is not restricted to the first shape but may search the list for better candidate shapes for placement. Secondly, we propose a new crossover operator, named Improved Precedence Operation Crossover (IPOX), which can preserve the valuable characteristics of the previous generation. At last, using a new temperature and iterations strategy and Boltzmann-type operator, we propose SA to re-intensify search from the promising solutions. The computational results validate the quality and the effectiveness of hybrid algorithm.
机译:在本文中,我们解决了矩形堆积问题(RPP),这是最困难的NP完全问题之一。借鉴两种算法各自的优点,开发了遗传算法(GA)和模拟退火(SA)的混合体来解决RPP。首先,我们采用并改进了Burke的最佳拟合(BF)放置策略,该策略不仅限于第一种形状,还可以在列表中搜索更适合放置的候选形状。其次,我们提出了一个新的交叉运算符,称为改进的优先运算交叉(IPOX),它可以保留上一代的宝贵特征。最后,使用新的温度和迭代策略以及Boltzmann型算子,我们建议SA从有希望的解决方案中重新加强搜索。计算结果验证了混合算法的质量和有效性。

著录项

  • 来源
    《Materials and product technologies》|2010年|p.379-383|共5页
  • 会议地点 Shenyang(CN);Shenyang(CN)
  • 作者单位

    The State Key Laboratory of Digital Manufacturing Equipment and Technology, Huazhong University of Science Technology, Wuhan, Hubei Province 430074, China Intellectual Property School, Jinan University, Guangzhou, Guangdong Province 510630, China;

    The State Key Laboratory of Digital Manufacturing Equipment and Technology, Huazhong University of Science Technology, Wuhan, Hubei Province 430074, China;

    The State Key Laboratory of Digital Manufacturing Equipment and Technology, Huazhong University of Science Technology, Wuhan, Hubei Province 430074, China;

    The State Key Laboratory of Digital Manufacturing Equipment and Technology, Huazhong University of Science Technology, Wuhan, Hubei Province 430074, China;

  • 会议组织
  • 原文格式 PDF
  • 正文语种
  • 中图分类 工程材料一般性问题;
  • 关键词

    Rectangular packing; Genetic algorithm; Simulated Annealing; Hybrid;

    机译:矩形堆积;遗传算法;模拟退火;混合;

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