DocumentCode
2343691
Title
AURA: An application and user interaction aware middleware framework for energy optimization in mobile devices
Author
Donohoo, Brad K. ; Ohlsen, Chris ; Pasricha, Sudeep
Author_Institution
Dept. of Electr. & Comput. Eng., Colorado State Univ., Fort Collins, CO, USA
fYear
2011
fDate
9-12 Oct. 2011
Firstpage
168
Lastpage
174
Abstract
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 5× savings over prior work on CPU and backlight energy co-optimization.
Keywords
Markov processes; human computer interaction; middleware; mobile computing; mobile radio; user interfaces; AURA framework; Bayesian application classifier; CPU energy consumption; Google Android; HTC Dream smartphone; Markov decision processes; application aware energy optimization middleware framework; energy optimization; extended battery lifetime; management strategies; mobile battery-operated devices; pervasive mobile devices; screen backlight energy consumption; user interaction aware energy optimization middleware framework; Batteries; Classification algorithms; Mobile communication; Mobile handsets; Monitoring; Optimization; Probability;
fLanguage
English
Publisher
ieee
Conference_Titel
Computer Design (ICCD), 2011 IEEE 29th International Conference on
Conference_Location
Amherst, MA
ISSN
1063-6404
Print_ISBN
978-1-4577-1953-0
Type
conf
DOI
10.1109/ICCD.2011.6081393
Filename
6081393
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