基于自组织映射网络的制造服务模块动态创建方法

发布时间：2018-10-24 10:35

【摘要】：针对商业生态环境中制造服务运作的复杂性,建立了制造服务模块化理论模型。该模型包括制造服务模块的内涵和动态创建过程,初步实现了制造服务模块动态创建,为制造服务模块化奠定基础。应用突变理论构建了制造服务模块的产品度和服务度概念,并建立了制造服务模块测度模型及算法。在此基础上,提出制造服务模块动态聚类的自组织映射网络策略。通过制造服务模块动态聚类的示例,验证了制造服务模块测度模型的有效性,以及基于神经网络和模块化技术建模的优越性。
[Abstract]:In view of the complexity of manufacturing service operation in commercial ecological environment, the modularization theory model of manufacturing service is established. The model includes the connotation of manufacturing service module and the process of dynamic creation. It realizes the dynamic creation of manufacturing service module and lays a foundation for manufacturing service modularization. The concept of product size and service degree of manufacturing service module is constructed by using catastrophe theory, and the measurement model and algorithm of manufacturing service module are established. On this basis, a self-organizing mapping network strategy for dynamic clustering of manufacturing service modules is proposed. Through the example of dynamic clustering of manufacturing service modules, the validity of the measurement model of manufacturing service modules and the superiority of modeling based on neural network and modularization technology are verified.
【作者单位】：浙江师范大学工学院智能制造工程技术中心;浙江大学流体动力与机电系统国家重点实验室;剑桥大学工程系制造研究院;浙江大学海洋结构研究所海洋工程装备国家地方联合工程实验室;
【基金】：国家自然科学基金资助项目(51205353,51175464,71571161) 浙江省博士后科研择优资助项目(BSH1402022) 国家863计划资助项目(2015AA042101)~~
【分类号】：TP183;TP301.6

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