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
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;
Conference_Titel :
Computer Design (ICCD), 2011 IEEE 29th International Conference on
Conference_Location :
Amherst, MA
Print_ISBN :
978-1-4577-1953-0
DOI :
10.1109/ICCD.2011.6081393