DocumentCode
2744736
Title
Analog current-mode design for soft-max computation
Author
Piombo, D. ; Zunino, Rodolfo
Author_Institution
Dept. of Biophys. & Electron. Eng., Genoa Univ., Italy
Volume
1
fYear
2005
fDate
31 July-4 Aug. 2005
Firstpage
669
Abstract
A modular design methodology supports CMOS circuits for the analog implementation of the soft-max function. An optimization-based strategy allows the designer to fit VLSI-technology requirements to soft max mapping accuracy. Specific circuit solutions to both the approximation of the exp() function and the normalizing ratio enhance overall effectiveness by: 1) reducing VLSI complexity, 2) exploiting inherent parallelism, and 3) limiting power consumption. Simulation results confirm the consistency of the hardware realization with theoretical predictions.
Keywords
CMOS analogue integrated circuits; VLSI; integrated circuit design; neural nets; CMOS circuits; VLSI-technology; analog current-mode design; soft-max computation;
fLanguage
English
Publisher
ieee
Conference_Titel
Neural Networks, 2005. IJCNN '05. Proceedings. 2005 IEEE International Joint Conference on
Print_ISBN
0-7803-9048-2
Type
conf
DOI
10.1109/IJCNN.2005.1555911
Filename
1555911
Link To Document