PULSE-TYPE NEURO DEVICES WITH TWO TIME WINDOWS IN STDP AND ITS APPLICATION TO THE MEMORY OF TEMPORAL SEQUENCES PATTERNS

Katsutoshi Saeki, Shingo Watanabe, Toshiharu Morita, Yoshifumi Sekine

2011

Abstract

Since neural networks have superior information processing functions, many investigators have attemptted to model biological neurons and neural networks. A number of recent studies of neural networks have been conducted with the purpose of applying engineering to the brain. Especially, neuro devices have been created that focus on how learning is achieved. Here, we focus on spike timing dependent synaptic plasticity (STDP) and construct pulse-type neuro devices with STDP. In this paper, we focus on two time windows in STDP, and we propose a synaptic weight generation circuit which indicates an asymmetric or a symmetric time window by changing voltages in the proposed circuit. As a result, we show that a pulse-type neuro device with two time windows in STDP stores temporal sequence output voltage patterns which conform to the temporal sequence input current patterns for memory.

Paper Citation

in Harvard Style

Saeki K., Watanabe S., Morita T. and Sekine Y. (2011). PULSE-TYPE NEURO DEVICES WITH TWO TIME WINDOWS IN STDP AND ITS APPLICATION TO THE MEMORY OF TEMPORAL SEQUENCES PATTERNS . In Proceedings of the International Conference on Biomedical Electronics and Devices - Volume 1: BIODEVICES, (BIOSTEC 2011) ISBN 978-989-8425-37-9, pages 426-431. DOI: 10.5220/0003288004260431

in Bibtex Style

@conference{biodevices11,
author={Katsutoshi Saeki and Shingo Watanabe and Toshiharu Morita and Yoshifumi Sekine},
title={PULSE-TYPE NEURO DEVICES WITH TWO TIME WINDOWS IN STDP AND ITS APPLICATION TO THE MEMORY OF TEMPORAL SEQUENCES PATTERNS},
booktitle={Proceedings of the International Conference on Biomedical Electronics and Devices - Volume 1: BIODEVICES, (BIOSTEC 2011)},
year={2011},
pages={426-431},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0003288004260431},
isbn={978-989-8425-37-9},
}

in EndNote Style

TY - CONF
JO - Proceedings of the International Conference on Biomedical Electronics and Devices - Volume 1: BIODEVICES, (BIOSTEC 2011)
TI - PULSE-TYPE NEURO DEVICES WITH TWO TIME WINDOWS IN STDP AND ITS APPLICATION TO THE MEMORY OF TEMPORAL SEQUENCES PATTERNS
SN - 978-989-8425-37-9
AU - Saeki K.
AU - Watanabe S.
AU - Morita T.
AU - Sekine Y.
PY - 2011
SP - 426
EP - 431
DO - 10.5220/0003288004260431