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    史彦军

    • 教授     博士生导师 硕士生导师
    • 性别:男
    • 毕业院校:大连理工大学
    • 学位:博士
    • 所在单位:机械工程学院
    • 学科:工业工程. 机械电子工程. 机械设计及理论. 机械制造及其自动化
    • 办公地点:西部校区机械工程学院知方楼
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    Layout optimization of satellite module using soft computing techniques

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      发布时间:2019-03-10

      论文类型:期刊论文

      发表时间:2008-01-01

      发表刊物:APPLIED SOFT COMPUTING

      收录刊物:EI、SCIE

      卷号:8

      期号:1

      页面范围:507-521

      ISSN号:1568-4946

      关键字:satellite module; layout; quasi-principal component analysis; GA/PSO

      摘要:This paper presents a hybrid method using soft computing techniques to deal with layout design problem of a satellite module. This problem is a three-dimensional layout optimization problem with behavioral constraints, and is difficult to solve in polynomial time. In this study, we firstly used a Hopfield neural network (HNN) to allocate the given apparatuses and equipment to the bearing plate surfaces in the satellite module. Then, we integrated genetic algorithm/particle swarm optimization (GA/PSO) and quasi-principal component analysis (QPCA) to deal with the further detailed layout optimization. The numerical experimental results showed the feasibility and efficiency of our method for layout optimization of a satellite module. (C) 2007 Elsevier B. V. All rights reserved.