Adaptive usage of cellular and WiFi bandwidth: an optimal scheduling formulation

CHANTS '12 Pub Date : 2012-08-22 DOI:10.1145/2348616.2348631
Ozlem Bilgir, M. Martonosi
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引用次数: 24

Abstract

Worldwide, mobile data connectivity is now widespread, but not yet ubiquitous due to coverage limits and cost concerns. Mobile data offloading to WiFi---where available---could greatly decrease the usage of cellular data networks. In delay-tolerant applications, one could delay network communication in order to exploit free WiFi connections expected to appear soon. However, WiFi connectivity is limited, and even delay-tolerant applications must meet quality-of-service deadlines. To explore such bandwidth scheduling issues, we develop an optimal MILP-based scheduling framework. Our framework schedules multiple application data streams with varying size and delay tolerance, onto networks with varying coverage and bandwidth, in order to minimize cellular data usage. The ability to subdivide data streams into scheduling units is important, because it allows applications to exploit brief windows of WiFi coverage and it allows tradeoffs between solution quality and solver runtime.
蜂窝和WiFi带宽的自适应使用:最优调度公式
在全球范围内,移动数据连接现在很普遍,但由于覆盖范围限制和成本问题,尚未普及。移动数据卸载到WiFi(如果有的话)可以大大减少蜂窝数据网络的使用。在延迟容忍应用程序中,可以延迟网络通信,以利用预计很快出现的免费WiFi连接。然而,WiFi连接是有限的,甚至延迟容忍应用程序也必须满足服务质量的最后期限。为了探索这种带宽调度问题,我们开发了一个基于milp的最佳调度框架。我们的框架将不同大小和延迟容忍度的多个应用程序数据流调度到不同覆盖和带宽的网络上,以最大限度地减少蜂窝数据的使用。将数据流细分为调度单元的能力非常重要,因为它允许应用程序利用WiFi覆盖的短暂窗口,并且允许在解决方案质量和求解器运行时间之间进行权衡。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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