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Realization of Data Analytics Projects in Manufacturing Using a Microservice-Based Approach

机译:基于微服务的方法在制造业中实现数据分析项目

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The increasing digitalization of manufacturing processes allows manufacturing companies to access and store data from the shop floor in order to optimize technical and organizational processes by value-adding data analytics services. However, the realization of data analytics projects requires knowledge and resources that are often not available in manufacturing companies. We therefore propose a microservice-based service platform, where data scientists can provide production-ready data analytics services. The manufacturing company can use these services to analyze their data. In addition, the platform enables several services to be combined to form complex service solutions. This allows the establishment of individual, user-specific reactions to analysis results and connect different data sources. We illustrate the possibilities of the platform by means of an application example.
机译:制造过程数字化的不断发展,使制造公司可以访问和存储车间数据,从而通过增值数据分析服务来优化技术和组织过程。但是,数据分析项目的实现需要知识和资源,而这些知识和资源通常是制造公司无法获得的。因此,我们提出了一个基于微服务的服务平台,数据科学家可以在此平台上提供生产就绪的数据分析服务。制造公司可以使用这些服务来分析其数据。此外,该平台还可以将多种服务组合在一起以形成复杂的服务解决方案。这样就可以针对分析结果建立单独的,针对用户的反应,并连接不同的数据源。我们通过一个应用示例来说明该平台的可能性。

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