Network-Assisted Wireless Computing

Carri W. Chan, N. Bambos, J. Singh
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引用次数: 2

Abstract

Multimedia applications for mobile devices are increasing and growing more sophisticated. Many of these applications require computationally intensive processing, such as image processing, source coding, feature extraction and feature matching. If all of this processing were performed on the mobile device, its limited battery supply would quickly deplete. However, if the request must be transmitted through a network and processed at a remote application server large delays may be incurred due to communication latency-especially if the original size of the request message is very large. In this paper, we propose the use of mid-network processing on intermediary nodes in a multistage tandem network. We refer to this as ldquowireless network-Assisted computingrdquo. Allowing for mid-network processing can alleviate some of the processing burden on the mobile device, thereby extending its lifetime. It can also reduce communication latency by reducing the amount of information transmitted along each link. Certainly ldquoleasingrdquo processing power from these nodes comes at a price-in some cases it is beneficial to lease, in others it is not. We examine the core tradeoff between battery usage, latency, and usage of processing power at mid-network nodes. We identify some interesting properties of the optimal processing schedule. Through numerical analysis we study these properties and tradeoffs.
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网络辅助无线计算
移动设备的多媒体应用程序越来越多,越来越复杂。许多这些应用需要计算密集型的处理,如图像处理,源编码,特征提取和特征匹配。如果所有这些处理都在移动设备上执行,其有限的电池供应将很快耗尽。但是,如果请求必须通过网络传输并在远程应用程序服务器上进行处理,则可能由于通信延迟而导致较大的延迟—特别是在请求消息的原始大小非常大的情况下。在本文中,我们提出在多级串联网络的中间节点上使用中间网络处理。我们将其称为无线网络辅助计算。允许中间网络处理可以减轻移动设备的一些处理负担,从而延长其生命周期。它还可以通过减少沿每个链路传输的信息量来减少通信延迟。当然,从这些节点中释放数据处理能力是有代价的——在某些情况下,租赁是有益的,而在另一些情况下则不然。我们研究了中间网络节点的电池使用、延迟和处理能力使用之间的核心权衡。我们确定了最优加工调度的一些有趣的性质。通过数值分析,我们研究了这些特性和权衡。
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