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VLSI implementation of GRBF (Gaussian Radial Basis Function) networks

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VLSI implementation of GRBF (Gaussian Radial Basis Function) networks.pdf (319.5Kb)
Date
2000
Author
Çevikbaş, I. Can
Öǧrenci, Arif Selçuk
Dündar, Günhan
Balkır, Sina
Abstract
A GRBF network is designed for VLSI implementation. Building blocks of the network consist mainly of analog circuits: op-amp multiplier multiplying DAC (digital to analog converter) floating resistor summer and exponentiator. Parameters of the network (center width of the Gaussian function and output layer weights) are represented digitally for convenient interfacing. It is shown that individual GRBF units allow independent tuning of center width and amplitude. Several network structures are simulated as function approximation examples and the performance is verified to be satisfactory.

Source

2000 IEEE International Symposium on Circuits and Systems (ISCAS)

Volume

3

Pages

III-646-III-649

URI

https://hdl.handle.net/20.500.12469/1756
https://doi.org/10.1109/ISCAS.2000.856143

Collections

  • Araştırma Çıktıları / Scopus [1565]
  • Elektrik-Elektronik Mühendisliği / Electrical - Electronics Engineering [321]

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