NexusEdge:利用物联网网关提供分散式边缘计算平台

Nabeel Nasir, V. Sobral, Li-Pang Huang, Bradford Campbell
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引用次数: 0

摘要

边缘计算通过将应用程序从云转移到更靠近物联网设备的边缘服务器,实现了物联网(IoT)系统的可扩展性和隐私改进。从概念上讲,物联网设备直接与边缘通信,但在实际的物联网部署中,通常需要物联网网关来桥接设备和边缘服务器。此网关层的设计决策直接影响边缘应用程序的响应能力和平台的可伸缩性,但这些网关往往被忽视和未被充分开发。物联网网关具有引人注目的功能组合,包括合理的计算能力、低成本、与设备的直接接触以及部署中的空间分布。我们假设,一个组织现有网关的新管理层可以取代昂贵的边缘服务器,同时实现在边缘执行物联网应用程序的隐私、可靠性和性能优势。我们利用去中心化的架构,使用带外发现、低开销抽象层和运行时应用程序调度,在不相连的网关之间创建联系。该平台支持异构设备、最小化配置开销、执行应用程序并提供故障恢复能力。我们开发了该架构的原型,NexusEdge,并将其部署在多个网关和数百个低功耗和能量收集设备上。与亚马逊的AWS物联网Greengrass相比,NexusEdge的应用程序延迟提高了10倍,网络流量减少了2.5倍,这表明它具有更好的可扩展性和响应能力。我们将演示NexusEdge如何在没有云支持的情况下支持应用程序,并展望该平台的未来扩展。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
NexusEdge: Leveraging IoT Gateways for a Decentralized Edge Computing Platform
Edge computing enables scalability and privacy improvements for Internet of Things (IoT) systems, by shifting applications from the cloud to edge servers closer to IoT devices. Conceptually, IoT devices communicate directly with the edge, but in real-world IoT deployments often IoT gateways are needed to bridge devices and edge servers. Design decisions at this gateway layer directly contribute to the responsiveness of edge applications and scalability of the platform, yet these gateways are often overlooked and under-explored. IoT gateways have a compelling mix of features, including reasonable compute capabilities, low cost, direct contact with devices, and spatial distribution in deployments. We hypothesize that a new management layer that organizes already existing gateways can replace expensive edge servers while enabling the privacy, reliability, and performance benefits of executing IoT applications on the edge. We utilize a decentralized architecture that creates a nexus among disjoint gateways using out-of-band discovery, low-overhead abstraction layers, and runtime application scheduling. This platform supports heterogeneous devices, minimizes configuration overhead, executes applications, and provides resiliency to failure. We develop a prototype of the architecture, NexusEdge, and deploy it across several gateways and hundreds of low-power and energy-harvesting devices. When compared to Amazon's AWS IoT Greengrass, NexusEdge shows a 10x improvement in application latency, and a 2.5x reduction in network traffic, indicating better scalability and responsiveness. We demonstrate how NexusEdge supports applications without cloud support, and envision future extensions of this platform.
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