• DocumentCode
    3224697
  • 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
  • fYear
    2010
  • fDate
    27-30 Oct. 2010
  • Firstpage
    103
  • Lastpage
    110
  • 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;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer Architecture and High Performance Computing (SBAC-PAD), 2010 22nd International Symposium on
  • Conference_Location
    Petropolis
  • ISSN
    1550-6533
  • Print_ISBN
    978-1-4244-8287-0
  • Electronic_ISBN
    1550-6533
  • Type

    conf

  • DOI
    10.1109/SBAC-PAD.2010.40
  • Filename
    5644960