AURA: An Application and User Interaction Aware Middleware Framework for Energy Optimization in Mobile Devices

被引:0
|
作者
Donohoo, Brad K. [1 ]
Ohlsen, Chris [1 ]
Pasricha, Sudeep [1 ]
机构
[1] Colorado State Univ, Dept Elect & Comp Engn, Ft Collins, CO 80523 USA
来源
2011 IEEE 29TH INTERNATIONAL CONFERENCE ON COMPUTER DESIGN (ICCD) | 2011年
关键词
D O I
暂无
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Mobile battery-operated devices are becoming an essential instrument for business, communication, and social interaction. In addition to the demand for an acceptable level of performance and a comprehensive set of features, users often desire extended battery lifetime. In fact, limited battery lifetime is one of the biggest obstacles facing the current utility and future growth of increasingly sophisticated "smart" mobile devices. This paper proposes a novel application-aware and user-interaction aware energy optimization middleware framework (AURA) for pervasive mobile devices. AURA optimizes CPU and screen backlight energy consumption while maintaining a minimum acceptable level of performance. The proposed framework employs a novel Bayesian application classifier and management strategies based on Markov Decision Processes to achieve energy savings. Real-world user evaluation studies on a Google Android based HTC Dream smartphone running the AURA framework demonstrate promising results, with up to 24% energy savings compared to the baseline device manager, and up to 5x savings over prior work on CPU and backlight energy co-optimization.
引用
收藏
页码:168 / 174
页数:7
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