DocumentCode :
626844
Title :
A multi-modal and tunable Radial-Basis-Funtion circuit with supply and temperature compensation
Author :
Kyuho Lee ; Junyoung Park ; Gyeonghoon Kim ; Injoon Hong ; Hoi-Jun Yoo
Author_Institution :
Dept. of Electr. Eng., Korea Adv. Inst. of Sci. & Technol., Daejeon, South Korea
fYear :
2013
fDate :
19-23 May 2013
Firstpage :
1608
Lastpage :
1611
Abstract :
We propose an analog Radial-Basis-Function (RBF) circuit that generates 4 different types of RBFs, which are spline, Gaussian, multi-quadratic, and log-like spline curves. Moreover, the proposed RBF circuit is designed to have high tunability on centers, heights, and widths. The proposed RBF circuit is also robust to both temperature variation (-37~87□C) and supply voltage variation (1~2V). The sum of area and power consumption of each RBF from 3 different previous works is 13, 622μm2 and 121μW, respectively. On the other hand, the proposed circuit occupies only 1,050μm2 and consumes 10.5μW which are only 13% and 11.5%, respectively. For its verification, an analog/digital mixed-mode RBF Neural Network (RBFNN) classifier is designed which adopted the proposed RBF circuit.
Keywords :
radial basis function networks; Gaussian RBF; analog RBF circuit; analog-digital mixed-mode RBF neural network classifier; analog-digital mixed-mode RBFNN classifier; log-like spline curve RBF; multimodal radial basis function circuit; multiquadratic RBF; power 10.5 muW; power consumption; supply voltage variation; supply-temperature compensation; temperature -37 degC to 87 degC; temperature variation; tunable radial basis function circuit; voltage 1 V to 2 V; Accuracy; CMOS integrated circuits; Interpolation; Neural networks; Robustness; Shape; Switches;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Circuits and Systems (ISCAS), 2013 IEEE International Symposium on
Conference_Location :
Beijing
ISSN :
0271-4302
Print_ISBN :
978-1-4673-5760-9
Type :
conf
DOI :
10.1109/ISCAS.2013.6572169
Filename :
6572169
Link To Document :
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