arrow
返回

Two-level multi-task scheduling in a cloud manufacturing environment

delete2019-04-01
delete91
PRE
AI
F
Feng Li
T
T. Warren Liao
张
张林 (Zhang Li) *
DOI:10.1016/j.rcim.2018.09.002delete
delete原文链接
delete原文求助
delete分享
delete收藏
摘要

摘要

En 中文
Cloud manufacturing is a new paradigm of global manufacturing networks. In a cloud manufacturing environment, the problem of scheduling multiple heterogeneous tasks is very challenging. Tasks submitted to the cloud manufacturing platform possess different functional requirements and various complexities. They are decomposed into fine-grained subtasks with their precedence relationship to be processed by the aggregated distributed resources. From the perspective of each individual task, it is desirable to be completed in the shortest time possible without due date constraint. On the other hand, from the perspective of the cloud platform, all tasks being scheduled should also be completed as quickly as possible. How to schedule all the subtasks decomposed from multiple heterogeneous tasks to maximize the benefits not only to individual tasks themselves but also to the platform as a whole is an intractable but important issue in cloud manufacturing. In this paper, a two-level multi-task scheduling model is proposed. Two scheduling strategies based on the two-level scheduling model are presented and evaluated. The test results obtained from computational experiments suggest that the proposed two-level scheduling model is more effective than the traditional one-level model. The two-level two optimization scheme in particular can find a better schedule beneficial not only to individual task but also to the cloud platform as a whole.
Keyword:
Multi-task scheduling
Two-level scheduling model
Ant colony optimization
Cloud manufacturing
AI总结

AI总结

对已上传原文的论文进行重点信息的提取,主要内容包括:简要概述、研究摘要、背景介绍、关键亮点、图文解析、展望与总结。

期刊

R
Robotics and Computer-Integrated Manufacturing
IF:
11.4
论文数:
3.3K
被引数:
1.3W

机构

L
louisiana state university system
学者数:
2.3W
论文数: 2.0W
被引数: 15
B
Beihang University
学者数:
5.2W
论文数: 4.1W
被引数: 37
引用论文

引用论文

Low-temperature carrier dynamics in MBE-grown InAs/GaAs single- and multi-layered quantum dots investigated via photoluminescence and terahertz time-domain spectroscopy
err2019-12-20
err0
errOAAI
errAlexander E. De Los Reyes; John Daniel Vasquez; Hannah R. Bardolaza; Lorenzo P. Lopez; Che-Yung Chang; Armando S. Somintac; Arnel A. Salvador; Der-Jun Jang; Elmer S. Estacio
err分享
err收藏
Psychiatric disorders in multiple sclerosis patients
err2009-09-01
err0
errOAAI
errMirella Martins Fazzito; Sérgio Semeraro Jordy; Charles Peter Tilbery
err分享
err收藏
err分享
err收藏
err分享
err收藏
A survey on parallel ant colony optimization
err2011-12-01
err160
PREAI
errPedemonte, Martin; Nesmachnow, Sergio; Cancela, Hector
err分享
err收藏
Cloud manufacturing: a new manufacturing paradigm
err2012-05-21
err450
PREAI
errZhang, Lin; Luo, Yongliang; Tao, Fei; Li, Bo Hu; Ren, Lei; Zhang, Xuesong; Guo, Hua; Cheng, Ying; Hu, Anrui; Liu, Yongkui
err分享
err收藏
学者 查看更多内容