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DATE
2007
IEEE

Dynamic power management under uncertain information

13 years 10 months ago
Dynamic power management under uncertain information
This paper tackles the problem of dynamic power management (DPM) in nanoscale CMOS design technologies that are typically affected by increasing levels of process, voltage, and temperature (PVT) variations and fluctuations. This uncertainty significantly undermines the accuracy and effectiveness of traditional DPM approaches. More specifically, we propose a stochastic framework to improve the accuracy of decision making in power management, while considering the manufacturing process and/or design induced uncertainties. A key characteristic of the framework is that uncertainties are effectively captured by a partially observable semi-Markov decision process. As a result, the proposed framework brings the underlying probabilistic PVT effects to the forefront of power management policy determination. Experimental results with a RISC processor demonstrate the effectiveness of the technique and show that our proposed variability-aware power management technique ensures robust system-wide ...
Hwisung Jung, Massoud Pedram
Added 02 Jun 2010
Updated 02 Jun 2010
Type Conference
Year 2007
Where DATE
Authors Hwisung Jung, Massoud Pedram
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