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基于企业亲密度的云制造服务优选方法研究
引用本文:姜凯博,吉卫喜,张朝阳.基于企业亲密度的云制造服务优选方法研究[J].现代制造工程,2020(3):39-46,141.
作者姓名:姜凯博  吉卫喜  张朝阳
作者单位:江南大学机械工程学院,无锡214122;江南大学机械工程学院,无锡214122;江苏省食品制造装备重点实验室,无锡214122
基金项目:江苏省自然科学基金青年项目;江南大学自主科研计划
摘    要:针对企业云制造服务优选问题,提出一种充分利用历史数据、主客观综合赋权的优选方法。从企业资源计划(Enterprise Resource Planning,ERP)全面获取服务过程数据,建立包含企业亲密度模型的、指标全面量化的评价体系。采用相邻目标优属度法,由用户确定指标间重要性,计算一级指标权重;基于极大熵准则,结合专家意见,用目标规划法确定二级指标权重;另外,对于冷启动问题,通过余弦相似性原理计算企业背景相似度评估新企业QoS评分。结合某汽车检测装备制造企业案例,验证了方法的实用性,该方法能快速辅助选择适合企业情况的服务提供商。

关 键 词:服务优选  个性化服务  极大熵  主客观赋权  冷启动

Research on cloud manufacturing service optimization method based on enterprise intimacy
Jiang Kaibo,Ji Weixi,Zhang Chaoyang.Research on cloud manufacturing service optimization method based on enterprise intimacy[J].Modern Manufacturing Engineering,2020(3):39-46,141.
Authors:Jiang Kaibo  Ji Weixi  Zhang Chaoyang
Affiliation:(School of Mechanical Engineering,Jiangnan University,Wuxi 214122,Jiangsu,China;Jiangsu Provincial Key Laboratory of Food Manufacturing Equipment,Wuxi 214122,Jiangsu,China)
Abstract:Aiming at the optimization of enterprise cloud manufacturing service,proposed an optimization method that makes full use of historical data and calculates index weights by the subjective and objective weighting method.The service process data is obtained from the ERP,and a comprehensive quantitative evaluation system including the enterprise intimacy model is established.Using the adjacent target priority degree method,the primary index weight is determined according to the degree of relative inportance defined by users.Based on the maximum entropy criterion,the weight of secondary index is determined with expert opinion.In addition,for the cold start problem,the enterpirse background similarity is calculated by the cosine similarity principle to evaluate the Quality of Service(QoS)score of the new enterprise.Combined with a case of automobile testing equipment manufacturing enterprise,the practicability of the method is verified.This method can quickly assist in selecting service providers suitable for the enterprise.
Keywords:manufacturing service optimization  personalized service  maximum entropy  subjective and objective index weighting  cold start
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