Title :
MOPSO Applied to Architecture Tuning with Unified Second-Level Cache for Energy and Performance Optimization
Author :
Cordeiro, F.R. ; Silva-Filho, A.G. ; Carvalho, G.R.
Author_Institution :
Inf. Center (CIn), Fed. Univ. of Pernambuco (UFPE), Recife, Brazil
Abstract :
Design Space Exploration (DSE) have been a suitable strategy to configure a parameterized SoC platform in terms of systems requirements such as energy and performance. In this work, a multi-objective approach (MOPSO) based on Particle Swarm Optimization was applied for DSE problems for supporting architecture tuning in memory hierarchy with unified second level cache. The proposed approach considers two objectives to be optimized: energy consumption and application performance; and allows to reduce the design space by exploring only 2,64% of the exploration space. Results of MOPSO with regard to cost function found solutions approaching Pareto Optimum in terms of energy consumption and performance in the majority of cases, about 66% of the studied cases. Experiments based on simulations were carried out on 18 applications from the Mibench and PowerStone suite benchmarks.
Keywords :
cache storage; energy consumption; particle swarm optimisation; system-on-chip; Mibench; PowerStone suite benchmarks; application performance; architecture tuning; design space exploration; energy consumption; multiobjective approach; parameterized SoC platform; particle swarm optimization; unified second-level cache; Cache memory; Energy consumption; Lead; Mathematical model; Optimization; Space exploration; Tuning;
Conference_Titel :
Computer Architecture and High Performance Computing (SBAC-PAD), 2010 22nd International Symposium on
Conference_Location :
Petropolis
Print_ISBN :
978-1-4244-8287-0
Electronic_ISBN :
1550-6533
DOI :
10.1109/SBAC-PAD.2010.40