Towards an Industry Data Gateway: An Integrated Platform for the Analysis of Wind Turbine Data

Alvaro Aguilera, Richard Grunzke, Ulf Markwardt, Dirk Schollbach, Dirk Habich, J. Garcke
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引用次数: 7

Abstract

The increasing amount of data produced in many scientific and engineering domains creates as many new challenges for an efficient data analysis, as possibilities for its application. In this paper, we present one of the use-cases of the project VAVID, namely the condition monitoring of sensor information from wind turbines, and how a data gateway can help to increase the usability and security of the proposed system. Starting by briefly introducing the project, the paper presents the problem of handling and processing large amount of sensor data using existing tools in the context of wind turbines. It goes on to describe the innovative approach used in VAVID to meet this challenge, covering the main goals, numerical methods used for analysis, the storage concept, and architectural design. It concludes by offering a rational for the use of a data gateway as the main entry point to the system and how this is being implemented in VAVID.
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迈向行业数据网关:风力机数据分析集成平台
在许多科学和工程领域产生的数据量不断增加,为有效的数据分析带来了许多新的挑战,也为数据分析的应用带来了可能性。在本文中,我们介绍了VAVID项目的一个用例,即风力涡轮机传感器信息的状态监测,以及数据网关如何帮助提高拟议系统的可用性和安全性。本文首先简要介绍了该项目,提出了在风力涡轮机背景下使用现有工具处理和处理大量传感器数据的问题。接着介绍了VAVID中用于应对这一挑战的创新方法,涵盖了主要目标、用于分析的数值方法、存储概念和体系结构设计。最后给出了使用数据网关作为系统主要入口点的合理理由,以及如何在VAVID中实现这一点。
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