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论文类型：期刊论文

发表时间：2012-12-01

发表刊物：JOURNAL OF INTELLIGENT MANUFACTURING

收录刊物：Scopus、SCIE、EI

卷号：23

期号：6,SI

页面范围：2237-2253

ISSN号：0956-5515

关键字：Evolutionary algorithm (EA); Advanced planning and scheduling (APS); Network modeling; Manufacturing optimization; Service-oriented architecture

摘要：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.