对可扩展性和准确性的追求:物联网的多级模拟

S. Ferretti, Gabriele D’angelo, V. Ghini, M. Marzolla
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引用次数: 3

摘要

本文提出了一种利用多级仿真模型模拟物联网(IoT)的方法。相对于传统的模拟器,这种方法允许我们在不影响模拟的可伸缩性的情况下调整模型不同部分的细节级别。作为一个用例,我们开发了一个两级模拟器来研究智能服务在农村地区的部署。更高的层次是基于粗粒度、基于代理的自适应并行和分布式模拟器。当需要时,该模拟器生成omnet++模型实例,以更详细地评估与模拟世界的受限区域中的无线通信有关的问题。性能评估证实了物联网环境多层次模拟的可行性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The quest for scalability and accuracy: Multi-level simulation of the Internet of Things
This paper presents a methodology for simulating the Internet of Things (IoT) using multi-level simulation models. With respect to conventional simulators, this approach allows us to tune the level of detail of different parts of the model without compromising the scalability of the simulation. As a use case, we have developed a two-level simulator to study the deployment of smart services over rural territories. The higher level is base on a coarse grained, agent-based adaptive parallel and distributed simulator. When needed, this simulator spawns OMNeT++ model instances to evaluate in more detail the issues concerned with wireless communications in restricted areas of the simulated world. The performance evaluation confirms the viability of multi-level simulations for IoT environments.
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