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报废汽车回收再制造企业特征属性与生产性服务需求匹配预测
引用本文:庞金茹,李国威,江志斌,耿娜. 报废汽车回收再制造企业特征属性与生产性服务需求匹配预测[J]. 工业工程, 2014, 17(3): 114-120
作者姓名:庞金茹  李国威  江志斌  耿娜
作者单位:1.上海交通大学 工业工程与物流工程系,上海 200240;2.上海交通大学 中美物流研究院, 上海 200240;3.江苏天奇物流系统工程股份有限公司, 江苏 无锡 214187
基金项目:国家自然科学基金资助项目(70932004)
摘    要:为了应对报废汽车回收再制造行业的快速发展,将报废汽车回收再制造产业链与生产服务相结合,提出将报废汽车回收再制造企业特征参数与多种生产性服务进行匹配的预测模型。通过调查问卷方式获得原始样本数据,并采用主成分分析方法进行数据处理,建立遗传算法 BP神经网络混合模型,然后对模型进行训练和测试,实现对生产性服务需求匹配的预测功能。

关 键 词:报废汽车回收再制造   特征属性匹配   生产性服务   BP神经网络   遗传算法  

Prediction of Feature Matching Between End-of-Life Vehicle Recycling and Remanufacturing Manufacturers and Producer Service Demand
Pang Jin-ru,Li Guowei,Jiang Zhi-bin,Geng Na. Prediction of Feature Matching Between End-of-Life Vehicle Recycling and Remanufacturing Manufacturers and Producer Service Demand[J]. Industrial Engineering Journal, 2014, 17(3): 114-120
Authors:Pang Jin-ru  Li Guowei  Jiang Zhi-bin  Geng Na
Affiliation:1.Department of Industrial Engineering and Logistics Management, Shanghai Jiao Tong University, Shanghai 200240, China; 2.Sino US Global Logistics Institute, Shanghai Jiao Tong University, Shanghai 200240, China; 3.Jiangsu Miracle Logistics System Engineering Co. Ltd. Wuxi 214187, China
Abstract:With the rapid development of the China automobile recycling and remanufacturing market, a BP neural network and genetic algorithm mixed model for featuring matching between end-of-life vehicle recycling and remanufacturing manufacturers and producer service demand is presented. On the basis of ascertaining the feature parameters and collecting data through questionnaire, principal component analysis is used to eliminate information overlapping of the raw data and reduce the input dimension. Then, a prediction model of genetic algorithm-BP neural network is proposed and finally used for training, testing data and predicting manufacturers-service demand.
Keywords:end-of-life vehicle recycling and remanufacturing  feature matching  producer service  BP neural network  genetic algorithm  
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