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

Open Access
Authors
Publication date 2011
Host editors
  • L. Carro
  • A.D. Pimentel
Book title 2011 International Conference on Embedded Computer Systems, Architectures, Modeling, and Simulation : IC-SAMOS 2011
Book subtitle July 18-21, 2011, Samos, Greece : proceedings
ISBN
  • 9781457708022
ISBN (electronic)
  • 9781457708008
  • 9781457708015
Event 11th International Conference on Embedded Computer Systems: Architectures, MOdeling and Simulation (SAMOS)
Pages (from-to) 67-76
Publisher Piscataway, NJ: IEEE
Organisations
  • Faculty of Science (FNWI) - Informatics Institute (IVI)
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.
Document type Conference contribution
Language English
Published at https://doi.org/10.1109/SAMOS.2011.6045446
Downloads
SAMOS.pdf (Final published version)
Permalink to this page
Back