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一类加工需要额外资源的平行机调度问题的算法设计

江明月 简苏平 崔晓龙 万龙 董建明

浙江大学学报(理学版)2024,Vol.51Issue(3):321-327,335,8.
浙江大学学报(理学版)2024,Vol.51Issue(3):321-327,335,8.DOI:10.3785/j.issn.1008-9497.2024.03.010

一类加工需要额外资源的平行机调度问题的算法设计

Algorithm design of the parallel machine scheduling problem with additional resource constraints

江明月 1简苏平 1崔晓龙 2万龙 2董建明3

作者信息

  • 1. 浙江理工大学 计算机科学与技术学院(人工智能学院),浙江 杭州 310018
  • 2. 江西财经大学 信息管理学院,江西 南昌 330032
  • 3. 浙江工商大学 管理工程与电子商务学院,浙江 杭州 310018
  • 折叠

摘要

Abstract

An exact algorithm is presented for a parallel machine scheduling problem with additional resources constraints.Specifically,the jobs need be processed on parallel machines,and the processing of each job requires a unit of some additional resources in addition to machine resource.The variety and amount of additional resources are limited,our goal is to make the optimal schedule of the problem so that the completion time of the final completed job is minimized.This problem originates from the field of earth observation satellite data download,and has been widely used in intelligent manufacturing and information processing.The integer programming model,the lower bound of the optimal solution and the branch and bound algorithm of the problem are given.An effective branching strategy is proposed to avoid repeated branching and a bound method is designed to improve the convergence rate of the algorithm.The correctness and the effectiveness of the algorithm under different parameter configuration are verified by a large number of numerical simulation experiments and a small-sized instance example.

关键词

平行机调度问题/额外资源/整数规划模型/分支定界算法

Key words

parallel machine scheduling problem/additional resources/integer programming model/branch and bound algorithm

分类

数理科学

引用本文复制引用

江明月,简苏平,崔晓龙,万龙,董建明..一类加工需要额外资源的平行机调度问题的算法设计[J].浙江大学学报(理学版),2024,51(3):321-327,335,8.

基金项目

国家自然科学基金面上项目(11971435) (11971435)

国家自然科学基金地区科学基金项目(12261039). (12261039)

浙江大学学报(理学版)

OA北大核心CSTPCD

1008-9497

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