DocumentCode :
3560469
Title :
On the Interplay of Parallelization, Program Performance, and Energy Consumption
Author :
Cho, Sangyeun ; Melhem, Rami G.
Author_Institution :
Dept. of Comput. Sci., Univ. of Pittsburgh, Pittsburgh, PA, USA
Volume :
21
Issue :
3
fYear :
2010
fDate :
3/1/2010 12:00:00 AM
Firstpage :
342
Lastpage :
353
Abstract :
This paper derives simple, yet fundamental formulas to describe the interplay between parallelism of an application, program performance, and energy consumption. Given the ratio of serial and parallel portions in an application and the number of processors, we derive optimal frequencies allocated to the serial and parallel regions in an application to either minimize the total energy consumption or minimize the energy-delay product. The impact of static power is revealed by considering the ratio between static and dynamic power and quantifying the advantages of adding to the architecture capability to turn off individual processors and save static energy. We further determine the conditions under which one can obtain both energy and speed improvement, as well as the amount of improvement. While the formulas we obtain use simplifying assumptions, they provide valuable theoretical insights into energy-aware processor resource management. Our results form a basis for several interesting research directions in the area of energy-aware multicore processor architectures.
Keywords :
multiprocessing systems; parallel processing; power aware computing; power consumption; application parallelism; dynamic frequency scaling; dynamic power; dynamic voltage scaling; energy consumption minimization; energy-aware processor resource management; energy-delay product minimization; multicore processor; program performance; static power; Amdahl´s law; Multicore processor; dynamic voltage and frequency scaling (DVFS); energy-delay product (EDP).;
fLanguage :
English
Journal_Title :
Parallel and Distributed Systems, IEEE Transactions on
Publisher :
ieee
Conference_Location :
3/6/2009 12:00:00 AM
ISSN :
1045-9219
Type :
jour
DOI :
10.1109/TPDS.2009.41
Filename :
4798160
Link To Document :
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