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求解混合流水车间调度问题的分布估计算法

王圣尧 王凌 许烨 周刚

自动化学报2012,Vol.38Issue(3):437-443,7.
自动化学报2012,Vol.38Issue(3):437-443,7.DOI:10.3724/SP.J.1004.2012.00437

求解混合流水车间调度问题的分布估计算法

An Estimation of Distribution Algorithm for Solving Hybrid Flow-shop Scheduling Problem

王圣尧 1王凌 1许烨 1周刚1

作者信息

  • 1. 清华大学自动化系清华信息科学与技术国家重点实验室 北京100084
  • 折叠

摘要

Abstract

According to the characteristics of the hybrid flow-shop scheduling problem (HFSP), the permutation based encoding and decoding schemes are designed and a probability model for describing the distribution of the solution space is built to propose an effective estimation of distribution algorithm (EDA) in this paper. It generates new individuals by sampling based on the probability model and updates the parameters of the probability model with the superior population. Moreover, the influence of parameter setting is investigated based on design of experiment and suitable parameter values are suggested. Simulation results based on some instances and comparisons with some existing algorithms demonstrate the effectiveness and robustness of the proposed algorithm.

关键词

混合流水车间调度/分布估计算法/概率模型,实验设计

Key words

Hybrid flow-shop scheduling (HFSP)/estimation of distribution algorithm (EDA)/probability model/design of experiment

引用本文复制引用

王圣尧,王凌,许烨,周刚..求解混合流水车间调度问题的分布估计算法[J].自动化学报,2012,38(3):437-443,7.

基金项目

国家自然科学基金(61174189,60834004),高等学校博士学科点专项科研基金(20100002110014)资助 (61174189,60834004)

自动化学报

OA北大核心CSCDCSTPCD

0254-4156

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