DocumentCode
1796776
Title
Evolutionary digital circuit design with fast candidate solution establishment in field programmable gate arrays
Author
Dobai, Roland ; Glette, Kyrre ; Torresen, Jim ; Sekanina, Lukas
Author_Institution
Fac. of Inf. Technol., Brno Univ. of Technol., Brno, Czech Republic
fYear
2014
fDate
9-12 Dec. 2014
Firstpage
85
Lastpage
92
Abstract
Field programmable gate arrays (FPGAs) are a popular platform for evolving digital circuits. FPGAs allow to be reconfigured partially which provides a natural way of establishing candidate solutions. Recent research focuses on the hardware implementation of evolutionary design platforms. Several approaches have been developed for effective establishment and evaluation of candidate solutions in FPGAs. In this paper a new mutation operator is proposed for evolutionary algorithms. The chromosome representing the candidate solution is mutated in such a way that only one configuration frame is required for establishing the mutated candidate solution in hardware. The experimental results confirm that the reduced number of configuration frames and mutations at lower level of granularity ensure faster evolution, generation of more candidate solutions in a given time as well as solutions with better quality.
Keywords
evolutionary computation; field programmable gate arrays; integrated circuit design; FPGA; chromosome; configuration frame; evolutionary algorithm; evolutionary digital circuit design; fast candidate solution establishment; field programmable gate array; granularity level; hardware implementation; mutation operator; Biological cells; Digital circuits; Field programmable gate arrays; Sociology; Statistics; Table lookup; Training;
fLanguage
English
Publisher
ieee
Conference_Titel
Evolvable Systems (ICES), 2014 IEEE International Conference on
Conference_Location
Orlando, FL
Type
conf
DOI
10.1109/ICES.2014.7008726
Filename
7008726
Link To Document