• DocumentCode
    1820159
  • Title

    Design metrics and visualization techniques for analyzing the performance of MOEAs in DSE

  • Author

    Taghavi, Toktam ; Pimentel, Andy D.

  • Author_Institution
    Comput. Syst. Archit. Group, Univ. of Amsterdam, Amsterdam, Netherlands
  • fYear
    2011
  • fDate
    18-21 July 2011
  • Firstpage
    67
  • Lastpage
    76
  • Abstract
    VMODEX is an interactive visualization tool to support system-level Design Space Exploration (DSE) of MPSoC architectures. It was initially developed to help designers to get insight into the search process of Multi-Objective Evolutionary Algorithms (MOEAs) that are typically used in the DSE process, and facilitates the analysis of the DSE results. In this paper, we extend VMODEX to help algorithm developers as well. Since there are many different MOEAs to search a design space and there is no conclusive answer regarding which algorithm is the best for a specific problem, finding the best optimization algorithm is a big challenge. However, using VMODEX, algorithm developers can easily evaluate and compare the results of different searching algorithms, for a given problem, with respect to their efficiency and effectiveness, in order to find the best optimization algorithm. Then, the best optimization results are delivered to the designers for analyzing the design space exploration process.
  • Keywords
    circuit optimisation; data visualisation; evolutionary computation; integrated circuit design; interactive systems; multiprocessing systems; performance evaluation; search problems; system-on-chip; DSE; MOEA performance analysis; MPSoC architectures; VMODEX; design metrics; interactive visualization tool; multiobjective evolutionary algorithms; search process; searching algorithms; support system-level design space exploration; Algorithm design and analysis; Color; Measurement; Pareto optimization; Space exploration; Visualization; Design space exploration; multi-objective evolutionary algorithms; quality metrics; visualization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Embedded Computer Systems (SAMOS), 2011 International Conference on
  • Conference_Location
    Samos
  • Print_ISBN
    978-1-4577-0802-2
  • Electronic_ISBN
    978-1-4577-0801-5
  • Type

    conf

  • DOI
    10.1109/SAMOS.2011.6045446
  • Filename
    6045446