DocumentCode
2431071
Title
Digital Circuit Network Evolution Based on the Virtual Reconfigurable Platform
Author
Lou Jianan ; Zhiwu, Zhang ; Xinfeng, Cui ; Liming, Zou
Author_Institution
Mech. Eng. Coll., Central Lab. of Electrician & Electron., Shijiazhuang, China
fYear
2012
fDate
3-5 Nov. 2012
Firstpage
540
Lastpage
544
Abstract
Evolvable hardware, as a product of the integration of evolutionary computation and reconfigurable device, can change its architecture and function dynamically and autonomously by interacting with environment. Nowadays, three key issues about EHW are circuit representation methods, genetic algorithms and reconfigurable hardware platform. In this paper, based on the similarities between biological neural network and digital circuit network, a circuit network model was constructed. The digital circuits were encoded by using of a matrix group. Corresponding algorithm was designed, including the selection and transposal operator. The structure and configuration bit-stream format of common commercial FPGA are unknown in research layer. In order to get rid of these problems, a reconfigurable multi-layered feed forward circuit network was implemented in a commercial FPGA chip based on the virtual reconfigurable platform. Its internal structure and configuration bit-stream format is known. So, a digital circuit evolution system was implemented based on the genetic algorithm and hardware platform.
Keywords
evolutionary computation; feedforward neural nets; field programmable gate arrays; reconfigurable architectures; FPGA; biological neural network; circuit representation; digital circuit network; digital circuit network evolution; evolutionary computation; genetic algorithms; matrix group; multilayered feed forward circuit network; reconfigurable device; virtual reconfigurable platform; Digital circuits; Encoding; Evolution (biology); Field programmable gate arrays; Genetic algorithms; Hardware; Integrated circuit modeling; digital circuit network; evolvable hardware; genetic algorithms; matrix encoding; virtual reconfigurable circuit;
fLanguage
English
Publisher
ieee
Conference_Titel
Computational Intelligence and Communication Networks (CICN), 2012 Fourth International Conference on
Conference_Location
Mathura
Print_ISBN
978-1-4673-2981-1
Type
conf
DOI
10.1109/CICN.2012.99
Filename
6375172
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