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
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;
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
DOI :
10.1109/SAMOS.2011.6045446