Open Access. Powered by Scholars. Published by Universities.®

Physical Sciences and Mathematics Commons

Open Access. Powered by Scholars. Published by Universities.®

Machine learning

University of Nebraska - Lincoln

U.S. Air Force Research

Articles 1 - 1 of 1

Full-Text Articles in Physical Sciences and Mathematics

A Middleware Framework For Application-Aware And User-Specific Energy Optimization In Smart Mobile Devices, Sudeep Pasricha, Brad K. Donohoo, Chris Ohlsen Jan 2015

A Middleware Framework For Application-Aware And User-Specific Energy Optimization In Smart Mobile Devices, Sudeep Pasricha, Brad K. Donohoo, Chris Ohlsen

U.S. Air Force Research

munication, 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 …