کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
465954 697742 2015 17 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
A middleware framework for application-aware and user-specific energy optimization in smart mobile devices
ترجمه فارسی عنوان
یک چارچوب میان افزار برای بهینه سازی مصرف انرژی و آگاهی کاربر در دستگاه های هوشمند تلفن همراه
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر شبکه های کامپیوتری و ارتباطات
چکیده انگلیسی

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 and Q-Learning to achieve energy savings. Real-world user evaluation studies on Google Android based HTC Dream and Google Nexus One smartphones running the AURA framework demonstrate promising results, with up to 29% energy savings compared to the baseline device manager, and up to 5×savings over prior work on CPU and backlight energy co-optimization.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Pervasive and Mobile Computing - Volume 20, July 2015, Pages 47–63
نویسندگان
, , ,