Granular computing-based development of service process reference models in social manufacturing contexts
Granular computing-based development of service process reference models in social manufacturing contexts
复制标题
社会制造环境中基于粒度计算的服务流程参考模型开发
DOI：
10.1177/1063293x16666312
复制
发表时间：
2017-06-01
影响因子：
--
通讯作者：
Jiang, Pingyu
中科院分区：
文献类型：
--
作者：
Leng, Jiewu;Jiang, Pingyu
作为个性化服务开发的可持续蓝图，参考模型在灵活性和成熟度方面都取得了进步。在社会制造环境中，越来越多地使用过程参考模型来建立组织间服务。本文描述了一种基于粒度计算的归纳方法，用于开发流程参考模型，该方法基于合作伙伴形成的现有历史服务案例。这是一个三步走的综合办法。首先，基于活动属性和过程顺序关系，利用服务过程的相似性。其次，相似的服务流程在一个最佳的粒度聚类。第三，通过分析每个簇的节点的匹配来识别它们的公共子图，并最终合并到参考模型中。最后通过实例验证了该方法的有效性和实用性。
Serving as sustainable blueprints for the development of individualized services reference models advance in both flexibility and maturity. There is an increasing use of process reference models to establish inter-organizational services in social manufacturing contexts. This article describes a granular computing-based inductive approach for the development of process reference models, based on the existing historical service cases formed by co-operating partners. It is a three-step integrated approach. First, the similarities of service processes are exploited based on both the activity properties and the process sequential relations. Second, the similar service processes are clustered in an optimal granularity. Third, the common subgraphs are identified for each cluster by analyzing their nodes' matches, and finally merged into reference models. An example is studied to validate its effectiveness and practicability.