Suppr超能文献

在智能环境中实现上下文感知数据分析:一个开源参考实现。

Enabling Context-Aware Data Analytics in Smart Environments: An Open Source Reference Implementation.

机构信息

Departamento de Ingeniería de Sistemas Telemáticos, ETSI Telecomunicación, Universidad Politécnica de Madrid, 28040 Madrid, Spain.

Departamento de Sistemas Informáticos, ETSI Sistemas Informáticos, Universidad Politécnica de Madrid, 28031 Madrid, Spain.

出版信息

Sensors (Basel). 2021 Oct 26;21(21):7095. doi: 10.3390/s21217095.

Abstract

In recent years, many proposals of context-aware systems applied to IoT-based smart environments have been presented in the literature. Most previous works provide a generic high-level structure of how a context-aware system can be operationalized, but do not offer clues on how to implement it. On the other hand, there are many implementations of context-aware systems applied to specific IoT-based smart environments that are context-specific: it is not clear how they can be extended to other use cases. In this article, we aim to provide an open-source reference implementation for providing context-aware data analytics capabilities to IoT-based smart environments. We rely on the building blocks of the FIWARE ecosystem and the NGSI data standard, providing an agnostic end-to-end solution that considers the complete data lifecycle, covering from data acquisition and modeling, to data reasoning and dissemination. In other words, our reference implementation can be readily operationalized in any IoT-based smart environment regardless of its field of application, providing a context-aware solution that is not context-specific. Furthermore, we provide two example use cases that showcase how our reference implementation can be used in a variety of fields.

摘要

近年来,文献中提出了许多将上下文感知系统应用于基于物联网的智能环境的建议。大多数先前的工作提供了上下文感知系统如何运作的通用高级结构,但没有提供如何实现它的线索。另一方面,有许多上下文感知系统的实现应用于特定的基于物联网的智能环境,这些环境是特定于上下文的:不清楚如何将它们扩展到其他用例。在本文中,我们旨在为基于物联网的智能环境提供上下文感知数据分析功能提供一个开源参考实现。我们依赖于 FIWARE 生态系统和 NGSI 数据标准的构建块,提供了一种不考虑具体上下文的端到端解决方案,考虑了完整的数据生命周期,涵盖了从数据采集和建模到数据推理和分发。换句话说,无论其应用领域如何,我们的参考实现都可以在任何基于物联网的智能环境中投入使用,提供一种不特定于上下文的上下文感知解决方案。此外,我们提供了两个示例用例,展示了我们的参考实现如何在各种领域中使用。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0b21/8587303/5c46b8813fc3/sensors-21-07095-i001.jpg

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