DocumentCode :
3585373
Title :
Multi-objective, Energy-Aware GPGPU Design Space Exploration for Medical or Industrial Applications
Author :
Libuschewski, Pascal ; Marwedel, Peter ; Siedhoff, Dominic ; Muller, Heinrich
Author_Institution :
Dept. of Comput. Sci. XII, Tech. Univ. Dortmund, Dortmund, Germany
fYear :
2014
Firstpage :
637
Lastpage :
644
Abstract :
This work presents a multi-objective design space exploration for Graphics Processing Units (GPUs). For any given GPGPU application, a Pareto front of best suited GPUs can be calculated. The objectives can be chosen according to the demands of the system, for example energy efficiency, run time and real-time capability. The simulated GPUs can be desktop, high performance or mobile versions. Also GPUs that do not yet exist can be modeled and simulated. The main application area for the presented approach is the identification of suitable GPU hardware for given medical or industrial applications, e.g. For real-time process control or in healthcare sensor environments. As use case a real-time capable medical biosensor program for an automatic detection of pathogens and a wide variety of industrial, biological and physical applications were evaluated.
Keywords :
Pareto optimisation; energy conservation; graphics processing units; medical computing; medical image processing; power aware computing; GPGPU application; Pareto front; automatic detection; biological applications; energy efficiency; energy-aware GPGPU design space exploration; graphics processing units; healthcare sensor environments; industrial applications; medical applications; multiobjective design space exploration; pathogens; physical applications; real-time capability; real-time capable medical biosensor program; real-time process control; run time capability; simulated GPU; Computer architecture; Energy consumption; Graphics processing units; Instruction sets; Random access memory; Space exploration; GPGPU; biosensor; design space exploration; energy-awareness; medical image processing; simulation;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signal-Image Technology and Internet-Based Systems (SITIS), 2014 Tenth International Conference on
Type :
conf
DOI :
10.1109/SITIS.2014.11
Filename :
7081609
Link To Document :
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