| 注册
首页|期刊导航|计算机工程与应用|置换流水车间调度问题的两阶段分布估计算法

置换流水车间调度问题的两阶段分布估计算法

孙良旭 曲殿利 刘国莉

计算机工程与应用2017,Vol.53Issue(2):64-71,8.
计算机工程与应用2017,Vol.53Issue(2):64-71,8.DOI:10.3778/j.issn.1002-8331.1604-0262

置换流水车间调度问题的两阶段分布估计算法

Two-stage estimation distribution algorithm for permutation flowshop scheduling problem

孙良旭 1曲殿利 2刘国莉3

作者信息

  • 1. 辽宁科技大学 软件学院,辽宁 鞍山 114051
  • 2. 辽宁科技大学 高温材料与镁资源学院,辽宁 鞍山 114051
  • 3. 辽宁科技大学 理学院,辽宁 鞍山 114051
  • 折叠

摘要

Abstract

Aiming to solve the permutation flow shop scheduling problem, minimizing the total flow time as the objective function, it proposes a novel two-stage estimation of distribution algorithm. In the first stage, it firstly uses NEH (Nawaz-Enscore-Ham, NEH)heuristic to construct a relatively optimal initial individual, and then generates initial popu-lation randomly. To keep the diversities of the population, it puts forward a preferred mechanism to select individuals and establish the probability model, and at the same time, uses elite mechanism to keep the optimal individual in the contem-porary populations. Finally it uses probability model to sample and generate the next generation of population. In the second stage, it uses the insert and interchange operator to do neighborhood search around the optimal individual which is got in the first stage in order to improve the global search ability of estimation of distribution algorithm and prevent it from entrapping the local optimal. Through sufficient experiments, contrast and analysis for outcome of the examples, it proves the feasibility and effectiveness of the proposed algorithm.

关键词

分布估计算法/置换流水车间调度问题/NEH启发式/择优机制/邻域搜索

Key words

estimation of distribution algorithm/permutation flowshop scheduling problem/NEH heuristics/preferred mechanism/neighborhood search

分类

信息技术与安全科学

引用本文复制引用

孙良旭,曲殿利,刘国莉..置换流水车间调度问题的两阶段分布估计算法[J].计算机工程与应用,2017,53(2):64-71,8.

基金项目

国家青年基金资助项目(No.71301066);国家科技支撑计划项目(No.20141BAB02B03);辽宁省科学事业公益研究基金项目(No.2014003021)。 ()

计算机工程与应用

OA北大核心CSCDCSTPCD

1002-8331

访问量0
|
下载量0
段落导航相关论文