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Hybrid optimization model of product concepts

Hybrid optimization model of product concepts

作     者:薛立华 李永华 

作者机构:Key Laboratory for Precision and Non-traditional Machining of Ministry of Education Dalian University of Technology Dalian 116023 China Institute of Mechanical Engineering Dalian Jiaotong University Dalian 116028 China 

基  金:Project(50175010)supportedbytheNationalNaturalScienceFoundationofChina project(1766)supportedbytheExcellentYoungTeachersProgramoftheMinistryofEducationofChina project(200232)supportedbytheNationalExcellentDoctoralDissertationSpecialFoundationofChina 

出 版 物:《Journal of Central South University of Technology》 (中南工业大学学报(英文版))

年 卷 期:2006年第13卷第1期

页      码:105-109页

摘      要:Deficiencies of applying the simple genetic algorithm to generate concepts were specified. Based on analyzing conceptual design and the morphological matrix of an excavator, the hybrid optimization model of generating its concepts was proposed, viz. an improved adaptive genetic algorithm was applied to explore the excavator concepts in the searching space of conceptual design, and a neural network was used to evaluate the fitness of the population. The optimization of generating concepts was finished through the "evolution - evaluation" iteration. The results show that by using the hybrid optimization model, not only the fitness evaluation and constraint conditions are well processed, but also the search precision and convergence speed of the optimization process are greatly improved. An example is presented to demonstrate the advantages of the orooosed method and associated algorithms.

主 题 词:conceptual design morphological matrix genetic algorithm neural network hybrid optimization model 

学科分类:1305[艺术学-设计学类] 13[艺术学] 0805[工学-能源动力学] 0802[工学-机械学] 0801[工学-力学类] 0702[理学-物理学类] 

核心收录:

D O I:10.1007/s11771-006-0115-4

馆 藏 号:203409007...

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