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Network modeling and evolutionary optimization for scheduling in manufacturing

delete2011-08-27
delete29
PRE
AI
L
Lin Lin
X
Xinchang Hao
M
Mitsuo Gen
J
Jungbok Jo *
DOI:10.1007/s10845-011-0569-6delete
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摘要

摘要

En 中文
Scheduling is one of the most important fields in Advanced Planning and Scheduling or a manufacturing optimization. In this paper, we propose a network modeling technique to formulate the complex scheduling problems in manufacturing, and focus on how to model the scheduling problems to mathematical formulation. We propose a multi-section evolutionary algorithm for the scheduling models formulated by network modeling. Through a combination of the network modeling and this multi-section evolutionary algorithm, we can implement the auto-scheduling in the manufacturing system. The effectiveness and efficiency of proposed approach are investigated with various scales of scheduling problems by comparing with recent related researches. Lastly, we introduced service-oriented evolutionary computation architecture software. It help improved the evolutionary computation's availability in the variable practical scheduling in manufacturing.
Keyword:
Evolutionary algorithm (EA)
Advanced planning and scheduling (APS)
Network modeling
Manufacturing optimization
Service-oriented architecture
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期刊

Journal of Intelligent Manufacturing 封面图
Journal of Intelligent Manufacturing
IF:
7.4
论文数:
3.5K
被引数:
1.1W

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Waseda University
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1.0W
论文数: 8.7K
被引数: 8.3K
H
hanyang university
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论文数: 2.7W
被引数: 36
D
Dongseo University
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355
论文数: 389
被引数: 228
D
Dalian University of Technology
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6.0W
论文数: 4.4W
被引数: 5.5W
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