Ontology-based virtual IoT devices for edge computing

Kristina Sahlmann, T. Schwotzer
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引用次数: 10

Abstract

An IoT network may consist of hundreds heterogeneous devices. Some of them may be constrained in terms of memory, power, processing and network capacity. Manual network and service management of IoT devices are challenging. We propose a usage of an ontology for the IoT device descriptions enabling automatic network management as well as service discovery and aggregation. Our IoT architecture approach ensures interoperability using existing standards, i.e. MQTT protocol and Semantic Web technologies. We herein introduce virtual IoT devices and their semantic framework deployed at the edge of network. As a result, virtual devices are enabled to aggregate capabilities of IoT devices, derive new services by inference, delegate requests/responses and generate events. Furthermore, they can collect and pre-process sensor data. These tasks on the edge computing overcome the shortcomings of the cloud usage regarding siloization, network bandwidth, latency and speed. We validate our proposition by implementing a virtual device on a Raspberry Pi.
用于边缘计算的基于本体的虚拟物联网设备
物联网网络可能由数百个异构设备组成。其中一些可能在内存、功率、处理和网络容量方面受到限制。物联网设备的人工网络和服务管理具有挑战性。我们提出了一种物联网设备描述本体的使用方法,可以实现自动网络管理以及服务发现和聚合。我们的物联网架构方法确保使用现有标准的互操作性,即MQTT协议和语义Web技术。本文介绍了部署在网络边缘的虚拟物联网设备及其语义框架。因此,虚拟设备能够聚合物联网设备的功能,通过推理派生新服务,委托请求/响应并生成事件。此外,它们还可以收集和预处理传感器数据。这些在边缘计算上的任务克服了云使用在孤岛化、网络带宽、延迟和速度方面的缺点。我们通过在树莓派上实现一个虚拟设备来验证我们的主张。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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