Techniques and visualization approaches for analyzing local and global Pareto optimal sets in Multi-Objective Design Space Exploration

Open Access
Authors
Publication date 2011
Host editors
  • W. Karl
  • D. Soudris
Book title Workshop proceedings - 24th International Conference on Architecture of Computing Systems, ARCS 2011
Book subtitle February 22 - 23, 2011, Como, Italy
ISBN
  • 9783800733330
Event ARCS 2011 - 24th International Conference on Architecture of Computing Systems
Number of pages 11
Publisher Berlin: VDE-Verlag
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 provides insight into the search process of Multi-Objective Evolutionary Algorithms (MOEAs) that are typically used in the DSE process, and it facilitates the analysis of the DSE results. In this paper we extend VMODEX to enable designers to evaluate and compare the properties of the discovered design points in different subspaces of the explored design space. Several techniques and visualization methods are provided to compare different parts of the design space from various aspects. Furthermore, some Multi-Objective Decision Making (MODM) methods are utilized to help designers with understanding the trade-offs between different criteria and guide them towards the most appropriate solutions among the Pareto optimal solutions. Moreover, new visualization approaches are proposed, which provide the designer with the visual interpretation and detailed analysis of the results of the MODM methods.
Document type Conference contribution
Language English
Published at https://www.tib.eu/de/suchen/id/vde%3Asid~563333023/Techniques-and-Visualization-Approaches-for-Analyzing/ http://staff.science.uva.nl/~andy/artemis/PARMA.pdf
Downloads
PARMA.pdf (Final published version)
Permalink to this page
Back