Title :
Quality-driven proactive computation elimination for power-aware multimedia processing
Author :
Yardi, Shrirang M. ; Hsiao, Michael S. ; Martin, Thomas L. ; Ha, Dong S.
Author_Institution :
Bradley Dept. of Electr. Eng., Virginia Polytech. Inst. & State Univ., Blacksburg, VA, USA
Abstract :
We present a novel, quality-driven, architectural-level approach that trades-off the output quality to enable power-aware processing of multimedia streams. The error tolerance of multimedia data is exploited to selectively eliminate computation while maintaining a specified output quality. We construct relaxed, synthesized power macro-models for power-hungry units to predict the cycle-accurate power consumption of the input stream on the fly. The macro-models, together with an effective quality model, are integrated into a programmable architecture that allows both power savings and quality to be dynamically tuned with the available battery-life. In a case study, power monitors are integrated with functional units of the IDCT module of a MPEG-2 decoder. Experiments indicate that, for a moderate power monitor energy overhead of 5%, power savings of 72% in the functional units can be achieved resulting in an increase in battery life by 1.95 x.
Keywords :
code standards; decoding; digital signal processing chips; discrete cosine transforms; mobile computing; multimedia communication; power consumption; video coding; IDCT module; MPEG-2 decoder; battery life; cycle-accurate power consumption; error tolerance; multimedia streams; power monitors; power-aware multimedia processing; proactive computation elimination; programmable architecture; quality-driven computation elimination; synthesized power macro-models; Batteries; Computer architecture; Decoding; Degradation; Discrete cosine transforms; Energy consumption; Humans; Power engineering computing; Power system modeling; Streaming media;
Conference_Titel :
Design, Automation and Test in Europe, 2005. Proceedings
Print_ISBN :
0-7695-2288-2
DOI :
10.1109/DATE.2005.248