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协作制造环境下子任务调度的优化方法
引用本文:林森,黄江波,李文翔,肖兵兵,危露,方奇州.协作制造环境下子任务调度的优化方法[J].智能计算机与应用,2017,7(2).
作者姓名:林森  黄江波  李文翔  肖兵兵  危露  方奇州
作者单位:武汉科技大学 信息科学与工程学院,武汉,430081
基金项目:武汉科技大学2015-2016年度大学生科技创新基金项目
摘    要:协作制造模式为分布式生产设备的高效利用提供了共享合作平台,如何将生产任务高效调度到各设备中是一个复杂的优化问题.基于对任务结构和过程的分析提出子任务调度模型,使不同位置和功能的设备能协作处理一批任务.基于对生产代价和时延的建模,采用遗传算法实现3种优化调度策略,优化目标分别为设备负载均衡、最小化总生产时延和最小化总生产开销.仿真结果表明这3种策略能分别实现对应的优化目标.

关 键 词:协作制造  任务调度  遗传算法  开销  时延  负载均衡

Optimization of subtasks scheduling in cooperative manufacturing
LIN Sen,HUANG Jiangbo,LI Wenxiang,XIAO Bingbing,WEI Lu,FANG Qizhou.Optimization of subtasks scheduling in cooperative manufacturing[J].INTELLIGENT COMPUTER AND APPLICATIONS,2017,7(2).
Authors:LIN Sen  HUANG Jiangbo  LI Wenxiang  XIAO Bingbing  WEI Lu  FANG Qizhou
Abstract:Cooperative manufacturing provides a sharing and cooperation platform for efficient utilization of distributed equipments.However, effective scheduling of subtasks to these equipments is a challenging optimization problem.Based on the analysis on task decomposition and processing procedure, a subtask scheduling model is proposed, so the equipments of different locations and functions can cooperatively handle a batch of tasks.Based on the modeling of production cost and delay, three subtask-scheduling strategies are derived with Genetic Algorithm for three optimization objectives, including load-balance of equipments, minimizing overall cost and minimizing overall processing time.Simulation results demonstrate that each strategy can achieve the relevant optimization objective respectively.
Keywords:cooperative manufacturing  task scheduling  Genetic Algorithm  cost  delay  load balance
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