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Edge-centric resource allocation for heterogeneous IoT applications using a CoAP-based broker

机译:使用基于CoAP的代理为异构IoT应用分配以边缘为中心的资源

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摘要

Edge/fog computing is an emerging paradigm that exploits computing and management at the edge of the network to improve QoS of traditional cloud-centric IoT applications. In large-scale IoT deployments, multiple applications are expected to access the same constrained resource (e.g., a sensor) with heterogeneous QoS requirements. However, IoT applications may be unable to adapt their access patterns to cope with bandwidth limitations. To address this issue, we propose a fog-based IoT broker that determines suitable notification rates to access IoT resources while maximising applications' QoS and avoiding network congestion. We first formalise the rate selection as an optimisation problem, and then we propose a practical algorithm that leverages transmission reliability to dynamically select notification periods. We developed a CoAP-based prototype and validated our proposal through simulations and experiments in a real IoT testbed. Our broker provides higher QoS satisfaction, throughput and energy efficiency compared to a conventional CoAP proxy.
机译:边缘/雾计算是一种新兴的范例,它利用网络边缘的计算和管理来改善传统以云为中心的物联网应用程序的QoS。在大规模IoT部署中,期望多个应用程序访问具有异构QoS要求的相同受限资源(例如传感器)。但是,物联网应用程序可能无法适应其访问模式以应对带宽限制。为了解决此问题,我们提出了一种基于雾的IoT代理,该代理确定合适的通知速率来访问IoT资源,同时最大化应用程序的QoS并避免网络拥塞。我们首先将速率选择形式化为一个优化问题,然后提出一种实用的算法,该算法利用传输可靠性来动态选择通知周期。我们开发了基于CoAP的原型,并在真实的IoT测试平台中通过仿真和实验验证了我们的建议。与传统的CoAP代理相比,我们的代理提供更高的QoS满意度,吞吐量和能效。

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