动态iFogSim:物联网系统动态资源管理全栈仿真框架

Dongjoo Seo, Sina Shahhosseini, Milad Asgari Mehrabadi, Bryan Donyanavard, Sung-Soo Lim, A. Rahmani, N. Dutt
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引用次数: 6

摘要

复杂的物联网(IoT)应用(如医疗保健物联网)包括各种计算、数据和通信内核强度,并且对QoS需求具有不同的敏感性,包括延迟、吞吐量、可用性、准确性等。确保应用程序的QoS需求需要一个全面的工具来执行有效的全栈分析。根据我们的观察,文献缺乏能够支持物联网系统的全栈通信计算联合模拟的模拟器。此外,由于状态和上下文的变化,物联网系统的行为在运行时可能会发生巨大变化。因此,这样的系统必须随时间动态控制。在本文中,我们首次提出了一个全栈框架,在动态场景中共同模拟物联网系统的通信和计算方面。我们将传输控制协议(TCP)延迟模型与iFogSim模拟器集成。我们开展了一项基于医疗保健物联网的案例研究,以评估该框架。该框架是开源的,可以在GitHub上的以下存储库中获得:https://github.com/HealthSciTech/Dynamic iFogSim。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Dynamic iFogSim: A Framework for Full-Stack Simulation of Dynamic Resource Management in IoT Systems
Complex Internet of Things (IoT) applications such as Healthcare IoT include a variety of compute, data, and communication kernel intensities and have diverse sensitivities of QoS requirements including latency, throughput, availability, accuracy, etc. Ensuring QoS requirements for the applications requires a comprehensive tool to perform efficient full-stack analysis. Per our observation, the literature lacks a simulator capable of supporting a full-stack communication-computation co-simulation of an IoT system. Furthermore, IoT system behavior can dramatically change during run-time due to variation in status and context. Therefore, such a system must be dynamically controlled over time. In this paper, for the first time, we propose a full-stack framework to co-simulate communication and computation aspects of an IoT system in a dynamic scenario. We integrate a Transmission Control Protocol (TCP) latency model with the iFogSim simulator. We conduct a health-care IoT-based case study to evaluate the framework. The framework is open-sourced and available on GitHub in the following repository: https://github.com/HealthSciTech/Dynamic iFogSim.
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