Standard cells for auto scaling pulsed analog neural circuits

The authors present an approach to implementing neural networks that uses pulse streams modulated by nonlinearly weighted synapses and neurons that generate individual pulses whenever their threshold is exceeded. The distribution of the membrane capacitance and the related elements to the synapses a...

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Hauptverfasser: Bruce-Lockhart, M.P., Bhattacharya, D.
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Bhattacharya, D.
description The authors present an approach to implementing neural networks that uses pulse streams modulated by nonlinearly weighted synapses and neurons that generate individual pulses whenever their threshold is exceeded. The distribution of the membrane capacitance and the related elements to the synapses automatically scales the capacitance to the incoming excitatory charges, allowing the synapses to be developed as cells and employed over a very wide range of connectivity. Standard cells are presented along with simulation results for a number of different neural networks.< >
doi_str_mv 10.1109/PACRIM.1993.407167
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subjects Adders
Biomembranes
Capacitance
Computer simulation
Frequency
Minimization
Neural networks
Neurons
Pulse circuits
Pulse modulation
title Standard cells for auto scaling pulsed analog neural circuits
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