Hybrid dynamic thermal management based on statistical characteristics of multimedia applications

Inchoon Yeo, Eun Jung Kim
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引用次数: 16

Abstract

Recently multimedia applications become one of the most popular applications in mobile devices such as wireless phones, PDAs, and laptops. However, typical mobile systems are not equipped with cooling components, which eventually causes critical thermal deficiencies. Although many low-power and low-temperature multimedia playback techniques have been proposed, they failed to provide QoS (Quality of Service) while controlling temperature due to the lack of proper understanding of multimedia applications. We propose Hybrid Dynamic Thermal Management (HDTM) which exploits thermal characteristics of both multimedia applications and systems. Specifically, we model application characteristics as the probability distribution of the number of cycles required to decode a frame. We also improve existing system thermal models by considering the effect of work-load. This scheme finds an optimal clock frequency in order to prevent overheating with minimal performance degradation at runtime. The proposed scheme is implemented on Linux in a Pentium-M processor which provides variable clock frequencies. In order to evaluate the performance of the proposed scheme, we exploit three major codecs, namely MPEG-4, H.264/AVC and H.264/AVC streaming. Our results show that HDTM lowers the overall temperature by 15°C and the peak temperature by 20°C , while maintaining frame drop ratio under 0.2% compared to previous thermal management schemes such as feedback control DTM, Frame-based DTM and GOP-based DTM.
基于统计特性的多媒体应用的混合动态热管理
最近,多媒体应用程序成为移动设备(如无线电话、pda和笔记本电脑)中最流行的应用程序之一。然而,典型的移动系统没有配备冷却组件,这最终会导致严重的热缺陷。虽然提出了许多低功耗和低温多媒体播放技术,但由于缺乏对多媒体应用的正确理解,它们未能在控制温度的同时提供QoS(服务质量)。我们提出了混合动态热管理(HDTM),它利用了多媒体应用和系统的热特性。具体来说,我们将应用特性建模为解码帧所需周期数的概率分布。我们还考虑了工作负荷的影响,改进了现有的系统热模型。这个方案找到一个最佳的时钟频率,以防止过热,在运行时性能下降最小。该方案在提供可变时钟频率的Pentium-M处理器Linux上实现。为了评估该方案的性能,我们采用了三种主要的编解码器,即MPEG-4、H.264/AVC和H.264/AVC流。我们的研究结果表明,与之前的热管理方案(如反馈控制DTM、基于帧的DTM和基于gopp的DTM)相比,HDTM将总温度降低了15°C,峰值温度降低了20°C,同时帧降率保持在0.2%以下。
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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