Modeling WiFi Active Power/Energy Consumption in Smartphones

Li Sun, R. Sheshadri, Wei Zheng, Dimitrios Koutsonikolas
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引用次数: 50

Abstract

We conduct the first detailed measurement study of the properties of a class of WiFi active power/energy consumption models based on parameters readily available to smartphone app developers. We first consider a number of parameters used by previous models and show their limitations. We then focus on a recent approach modeling the active power consumption as a function of the application layer throughput. Using a large dataset and an 802.11n-equipped smartphone, we build four versions of a previously proposed linear power-throughput model, which allow us to explore the fundamental trade off between accuracy and simplicity. We study the properties of the model in relation to other parameters such as the packet size and/or the transport layer protocol, and we evaluate its accuracy under a variety of scenarios which have not been considered in previous studies. Our study shows that the model works well in a number of scenarios but its accuracy drops with high throughput values or when tested on different hardware. We further show that a non-linear model can greatly improve the accuracy in these two cases.
智能手机WiFi有功功率/能耗建模
我们根据智能手机应用程序开发人员随时可用的参数,对一类WiFi有功功率/能耗模型的属性进行了首次详细的测量研究。我们首先考虑以前模型使用的一些参数,并说明它们的局限性。然后,我们将重点介绍一种最新的方法,该方法将有功功耗建模为应用层吞吐量的函数。使用大型数据集和配备802.11n的智能手机,我们构建了先前提出的线性功率吞吐量模型的四个版本,这使我们能够探索准确性和简单性之间的基本权衡。我们研究了模型与其他参数(如数据包大小和/或传输层协议)相关的属性,并评估了其在各种场景下的准确性,这些场景在以前的研究中没有考虑到。我们的研究表明,该模型在许多情况下工作良好,但在高吞吐量值或在不同硬件上测试时,其准确性会下降。我们进一步表明,非线性模型可以大大提高这两种情况下的精度。
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