Title :
Multi-criteria optimization for mapping programs to multi-processors
Author :
Cotton, Scott ; Maler, Oded ; Legriel, Julien ; Saidi, Selma
Author_Institution :
VERIMAG, Grenoble, France
Abstract :
Finding tradeoffs in design space is naturally formulated as a multicriteria optimization problem. In this paper, we model tradeoffs between communication cost and the balance of processor workloads for the problem of mapping applications to processors in a multicore environment. We formulate several query strategies for finding Pareto optimal and approximately Pareto optimal solutions to the mapping problem using a constraint solver as a time-bounded oracle. Each of the strategies directs the oracle through the search space in a different manner. We evaluate the efficiency of these strategies on a series of synthetic benchmarks, and on two industrial applications, a video noise reduction, and an image demosaic color filtering. The results indicate a significant tradeoff between precision and computation time, and a corresponding benefit to time-bounded queries.
Keywords :
approximation theory; image colour analysis; image denoising; multiprocessing systems; optimisation; video signal processing; Pareto optimal solutions; image demosaic color filtering; multicriteria optimization; multiprocessors; query strategies; video noise reduction; Approximation methods; Genetic algorithms; Image color analysis; Optimization; Pixel; Processor scheduling; Search problems; Mapping; Multi-criteria optimization; SMT solvers;
Conference_Titel :
Industrial Embedded Systems (SIES), 2011 6th IEEE International Symposium on
Conference_Location :
Vasteras
Print_ISBN :
978-1-61284-818-1
Electronic_ISBN :
978-1-61284-819-8
DOI :
10.1109/SIES.2011.5953650