| 融合粗糙集和人工神经网络的产品敏捷定制设计方法 |
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| 引用本文： | 袁长峰,王万雷,林岩,陈燕.融合粗糙集和人工神经网络的产品敏捷定制设计方法[J].辽宁工程技术大学学报(自然科学版),2010,29(6). |
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| 作者姓名： | 袁长峰 王万雷 林岩 陈燕 |
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| 作者单位： | 1. 大连海事大学,交通运输管理学院,辽宁,大连,116026
2. 大连民族学院,机电工程信息学院,辽宁,大连,116600 |
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| 基金项目： | 国家自然科学基金资助项目(71072124); 辽宁省社科联课题资助项目(2010lslktxxjc-01); 中央高校基本科研业务费专项资金资助项目(2009JC17) |
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| 摘 要： | 为快速响应客户需求和提高产品定制效率,通过分析产品设计过程的特点,结合粗糙集理论和神经网络方法各自的优势,提出一种融合粗糙集和神经网络的产品敏捷定制设计新方法,将粗糙集和神经网络方法有机集成应用于产品设计过程。该方法中,运用粗糙集对设计要求进行约简,提炼有效的决策条件;在此基础上,采用神经网络方法构建不同设计阶段的设计要求与其对应的产品结构间的网络模型,快速确定产品结构形式。并将该方法成功应用于某卷板机的总体方案定制设计过程。这种方法为实现产品敏捷定制开发提供了一种新的解决思路和技术手段。
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| 关 键 词： | 敏捷定制设计 粗糙集 人工神经网络 知识约简 |
Design method of product agile customization integrated rough set and artificial neural network |
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| YUAN Changfeng,WANG Wanlei,LIN Yan,CHEN Yan.Design method of product agile customization integrated rough set and artificial neural network[J].Journal of Liaoning Technical University (Natural Science Edition),2010,29(6). |
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| Authors: | YUAN Changfeng WANG Wanlei LIN Yan CHEN Yan |
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| Institution: | YUAN Changfeng1,WANG Wanlei2,LIN Yan1,CHEN Yan1(1.Transportation Management College,Dalian Maritime University,Dalian 116026,China,2.College of Electromechanical & Information Engineering,Dalian Nationalities University,Dalian 116600,China) |
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| Abstract: | In order to respond customer requirements quickly and increase product customized efficiency,in the paper,a novel design method of product agile customization based on rough set(RS) and artificial neural network(ANN) is put forward on the basis of analyzing product structural features and integrating the respective advantages of RS and ANN.In the method,design demands are reduced so as to form effective decision conditions by applying RS,and on that basis ANN models between design demands of different desig... |
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| Keywords: | agile customization design rough set artificial neural network knowledge reduction |
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