| [智能设计与计划调度]基于数据挖掘的绿色设计中客户需求向工程特性权重转化方法 |
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| 引用本文： | 张雷,钟言久,袁远,李璟,秦旭,董万富.[智能设计与计划调度]基于数据挖掘的绿色设计中客户需求向工程特性权重转化方法[J].中国机械工程,2019,30(2):174. |
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| 作者姓名： | 张雷 钟言久 袁远 李璟 秦旭 董万富 |
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| 作者单位： | 合肥工业大学机械工程学院，合肥，230009 |
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| 基金项目： | 国家自然科学基金资助项目（51575152） |
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| 摘 要： | 针对客户需求向工程特性转化过程中存在的主观性、模糊性和复杂性等问题，提出了一种基于数据挖掘的客户需求数据向工程特性权重的转化方法。利用模糊层次分析法对采集到的客户需求数据进行分析，得到客户需求重要度，建立了单一客户的质量屋，获取该客户需求对应的工程特性权重。构建了多层感知器模型，挖掘客户需求数据与工程特性权重之间的关系，确定客户需求向工程特性权重之间的转化模型。最后以减速器的客户需求与工程特性的转化为例，验证了所提方法的可行性和有效性。
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| 关 键 词： | 数据挖掘 客户需求 多层感知器 工程特性 |
Method of Transform Customer Demands to Engineering Characteristic Weights in Green Design Based on Data Mining |
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| ZHANG Lei,ZHONG Yanjiu,YUAN Yuan,LI Jing,QIN Xu,DONG Wanfu.Method of Transform Customer Demands to Engineering Characteristic Weights in Green Design Based on Data Mining[J].China Mechanical Engineering,2019,30(2):174. |
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| Authors: | ZHANG Lei ZHONG Yanjiu YUAN Yuan LI Jing QIN Xu DONG Wanfu |
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| Affiliation: | School of Mechanical Engineering, Hefei University of Technology, Hefei, 230009 |
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| Abstract: | Due to the subjectivity, ambiguity and complexity of the transformation customers demands into engineering characteristics, a method was proposed based on data mining, which converted customers demand data into engineering characteristic weights.This paper used fuzzy analytic hierarchy process to analyze customers demands and obtained the importance of customers demands.Single customers quality house was established to obtain engineering characteristic weights corresponding with customers demands.The model of MLP was built to mine the relationships between customers demand data and engineering characteristic weights.Finally, the feasibility and effectiveness of the proposed method were verified by the example of conversion from customers demands to engineering characteristics. |
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| Keywords: | data mining customer demand multilayer perceptron (MLP) engineering characteristics |
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