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Authors: A. Daouzli ; S. Saïghi ; L. Buhry ; Y. Bornat and S. Renaud

Affiliation: IMS-Bordeaux Labs, University of Bordeaux 1, France

ISBN: 978-989-8111-18-0

Keyword(s): Neuromorphic engineering, STDP, Hodgkin-Huxley model, analog VLSI.

Related Ontology Subjects/Areas/Topics: Artificial Intelligence ; Biomedical Engineering ; Biomedical Signal Processing ; Computational Intelligence ; Health Engineering and Technology Applications ; Human-Computer Interaction ; Methodologies and Methods ; Neural Networks ; Neurocomputing ; Neurotechnology, Electronics and Informatics ; Pattern Recognition ; Physiological Computing Systems ; Sensor Networks ; Signal Processing ; Soft Computing ; Theory and Methods

Abstract: This paper presents simulations of a conductance-based neural network implemented on a mixed hardware-software simulation system. Synaptic connections follow a bio-realistic STDP rule. Neurons receive correlated input noise patterns, resulting in a weights convergence in a confined range of conductance values. The correlation of the output spike trains depends on the correlation degree of the input patterns.

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Paper citation in several formats:
Daouzli A.; Saïghi S.; Buhry L.; Bornat Y.; Renaud S. and (2008). WEIGHTS CONVERGENCE AND SPIKES CORRELATION IN AN ADAPTIVE NEURAL NETWORK IMPLEMENTED ON VLSI.In Proceedings of the First International Conference on Bio-inspired Systems and Signal Processing - Volume 1: BIOSIGNALS, (BIOSTEC 2008) ISBN 978-989-8111-18-0, pages 286-291. DOI: 10.5220/0001069102860291

@conference{biosignals08,
author={A. Daouzli and S. Saïghi and L. Buhry and Y. Bornat and S. Renaud},
title={WEIGHTS CONVERGENCE AND SPIKES CORRELATION IN AN ADAPTIVE NEURAL NETWORK IMPLEMENTED ON VLSI},
booktitle={Proceedings of the First International Conference on Bio-inspired Systems and Signal Processing - Volume 1: BIOSIGNALS, (BIOSTEC 2008)},
year={2008},
pages={286-291},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0001069102860291},
isbn={978-989-8111-18-0},
}

TY - CONF

JO - Proceedings of the First International Conference on Bio-inspired Systems and Signal Processing - Volume 1: BIOSIGNALS, (BIOSTEC 2008)
TI - WEIGHTS CONVERGENCE AND SPIKES CORRELATION IN AN ADAPTIVE NEURAL NETWORK IMPLEMENTED ON VLSI
SN - 978-989-8111-18-0
AU - Daouzli, A.
AU - Saïghi, S.
AU - Buhry, L.
AU - Bornat, Y.
AU - Renaud, S.
PY - 2008
SP - 286
EP - 291
DO - 10.5220/0001069102860291

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