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Automating the Provisioning and Integration of Analytics Tools with Data Resources in Industrial Environments Using OpenTOSCA

机译:使用OpenTOSCA在工业环境中自动配置和集成分析工具与数据资源

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The fourth industrial revolution is driven by the integration and analysis of a vast amount of diverse data. Thereby, data about production steps, overall manufacturing processes, and also supporting processes is gathered to enable holistic analysis approaches. These approaches promise to provide new insights and knowledge by revealing cost saving possibilities and also automated adjustments of production processes. However, such scenarios typically require analytics services and data integration stacks since algorithms have to be developed, executed and therefore be wired with the data to be processed. This leads to complex setups of overall analytics environments that have to be installed, configured and managed according to the needs of different analysis scenarios and setups. The manual execution of such installations is time-consuming and error-prone. Therefore, we demonstrate how the different components of such combined integration and analytics scenarios can be modelled in order to be reused in different settings, while enabling the fully automated provisioning of overall analytics stacks and services.
机译:第四次工业革命是由大量不同数据的集成和分析驱动的。从而,收集有关生产步骤,总体制造过程以及支持过程的数据,以实现整体分析方法。这些方法有望通过揭示节省成本的可能性以及生产过程的自动调整来提供新的见识和知识。但是,由于必须开发,执行算法并因此将其与要处理的数据关联,因此此类方案通常需要分析服务和数据集成堆栈。这导致必须根据不同分析方案和设置的需求来安装,配置和管理整个分析环境的复杂设置。手动执行此类安装非常耗时且容易出错。因此,我们演示了如何对这种组合的集成和分析方案的不同组件进行建模,以便在不同的设置中重用,同时实现对整个分析堆栈和服务的全自动配置。

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