DocumentCode :
3593531
Title :
Hardware oriented semistate descriptions of functional artificial neural networks
Author :
Singh, Sanjeev K. ; Panagiotopoulos, Dimokritos A. ; Darden, Tanja R. ; Newcomb, Robert W.
Author_Institution :
Dept. of Electr. Eng., Maryland Univ., College Park, MD, USA
Volume :
1
fYear :
1997
Firstpage :
13
Abstract :
Three hardware oriented semistate descriptions for the functional artificial neural network (FANN) are introduced to pave the way for VLSI realization. The first one is current-mode based in order to use current mirrors, current multipliers and integrators/differentiators. Next we show a voltage-current mixed-mode one realizable with OTAs, and finally one with all voltage variables realizable through differential operational amplifiers, etc. The functional artificial neural network under consideration uses neurons which are functionals. The Fock space in which these neurons are represented by Volterra functionals is a reproducing kernel Hilbert space, with synaptic weights as functions themselves as introduced by de Figueiredo and his students. This functional neural network can capture the dynamics present in real-world (continuous-time-parameter) nonlinear systems, enabling it to model them, as well as simulate their behavior in a computer-based environment
Keywords :
Hilbert spaces; VLSI; feedforward neural nets; multilayer perceptrons; neural chips; operational amplifiers; Fock space; VLSI realization; Volterra functionals; continuous-time-parameter nonlinear systems; current mirrors; current multipliers; current-mode based description; differential operational amplifiers; dynamics; functional artificial neural networks; hardware oriented semistate descriptions; integrators/differentiators; real-world nonlinear systems; reproducing kernel Hilbert space; synaptic weights; voltage-current mixed-mode description; Artificial neural networks; Differential amplifiers; Hilbert space; Kernel; Mirrors; Neural network hardware; Neurons; Operational amplifiers; Very large scale integration; Voltage;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Systems, Man, and Cybernetics, 1997. Computational Cybernetics and Simulation., 1997 IEEE International Conference on
ISSN :
1062-922X
Print_ISBN :
0-7803-4053-1
Type :
conf
DOI :
10.1109/ICSMC.1997.625711
Filename :
625711
Link To Document :
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