Pulsed neural networks based on delta-sigma modulation with GHA learning rule and their hardware implementation

Yoshimitsu Murahashi; Hirohisa Hotta; Shinji Doki; Shigeru Okuma

doi:10.1002/scj.20235

Pulsed neural networks based on delta-sigma modulation with GHA learning rule and their hardware implementation

Systems and Computers in Japan ◽

10.1002/scj.20235 ◽

2005 ◽

Vol 36 (9) ◽

pp. 14-24 ◽

Cited By ~ 3

Author(s):

Yoshimitsu Murahashi ◽

Hirohisa Hotta ◽

Shinji Doki ◽

Shigeru Okuma

Keyword(s):

Neural Networks ◽

Hardware Implementation ◽

Learning Rule ◽

Delta Sigma ◽

Pulsed Neural Networks ◽

Delta Sigma Modulation

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Hardware realization of novel pulsed neural networks based on delta-sigma modulation with GHA learning rule

Asia-Pacific Conference on Circuits and Systems ◽

10.1109/apccas.2002.1115144 ◽

2003 ◽

Cited By ~ 3

Author(s):

Y. Murahashi ◽

S. Doki ◽

S. Okuma

Keyword(s):

Neural Networks ◽

Learning Rule ◽

Delta Sigma ◽

Hardware Realization ◽

Pulsed Neural Networks ◽

Delta Sigma Modulation

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Pulsed neural networks based on delta-sigma modulation suitable for hardware implementation

2004 IEEE International Joint Conference on Neural Networks (IEEE Cat. No.04CH37541) ◽

10.1109/ijcnn.2004.1381057 ◽

2005 ◽

Cited By ~ 1

Author(s):

Y. Murahashi ◽

H. Hotta ◽

S. Doki ◽

S. Okuma

Keyword(s):

Neural Networks ◽

Hardware Implementation ◽

Delta Sigma ◽

Pulsed Neural Networks ◽

Delta Sigma Modulation

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Realization of ICA for Pulsed Neural Networks Based on Delta-Sigma Modulation and Their Hardware Implementation

IEEJ Transactions on Electronics Information and Systems ◽

10.1541/ieejeiss.124.2287 ◽

2004 ◽

Vol 124 (11) ◽

pp. 2287-2295 ◽

Cited By ~ 1

Author(s):

Hirohisa Hotta ◽

Yoshimitsu Murahashi ◽

Shinji Doki ◽

Shigeru Okuma

Keyword(s):

Neural Networks ◽

Hardware Implementation ◽

Delta Sigma ◽

Pulsed Neural Networks ◽

Delta Sigma Modulation

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Pulsed Neural Networks Based on Delta-Sigma Modulation and Their GHA Learning Rule

IEEJ Transactions on Electronics Information and Systems ◽

10.1541/ieejeiss1987.122.10_1821 ◽

2002 ◽

Vol 122 (10) ◽

pp. 1821-1829 ◽

Cited By ~ 2

Author(s):

Yoshimitsu Murahashi ◽

Shinji Doki ◽

Shigeru Okuma

Keyword(s):

Neural Networks ◽

Learning Rule ◽

Delta Sigma ◽

Pulsed Neural Networks ◽

Delta Sigma Modulation

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Hardware Implementation of Pulsed Neural Networks Based on Delta-Sigma Modulator for ICA

Advances in Neural Networks – ISNN 2004 - Lecture Notes in Computer Science ◽

10.1007/978-3-540-28647-9_117 ◽

2004 ◽

pp. 714-719 ◽

Cited By ~ 1

Author(s):

Hirohisa Hotta ◽

Yoshimitsu Murahashi ◽

Shinji Doki ◽

Shigeru Okuma

Keyword(s):

Neural Networks ◽

Hardware Implementation ◽

Delta Sigma Modulator ◽

Delta Sigma ◽

Pulsed Neural Networks

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Delta-Sigma Modulation Neurons for High-Precision Training of Memristive Synapses in Deep Neural Networks

2019 IEEE International Symposium on Circuits and Systems (ISCAS) ◽

10.1109/iscas.2019.8702621 ◽

2019 ◽

Cited By ~ 3

Author(s):

Loai Danial ◽

Sidharth Thomas ◽

Shahar Kvatinsky

Keyword(s):

Neural Networks ◽

High Precision ◽

Deep Neural Networks ◽

Delta Sigma ◽

Delta Sigma Modulation

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A Hardware Implementation of Back Propagation for Block-based Pulsed Neural Networks

IEEJ Transactions on Electronics Information and Systems ◽

10.1541/ieejeiss.136.1230 ◽

2016 ◽

Vol 136 (8) ◽

pp. 1230-1236

Author(s):

Kenta Hagio ◽

Seiichi Koakutsu ◽

Takashi Okamoto

Keyword(s):

Neural Networks ◽

Hardware Implementation ◽

Back Propagation ◽

Pulsed Neural Networks ◽

Block Based

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Realization of 1-bit IIR filter based on delta-sigma modulation under consideration of hardware implementation

31st Annual Conference of IEEE Industrial Electronics Society, 2005. IECON 2005. ◽

10.1109/iecon.2005.1568884 ◽

2005 ◽

Author(s):

Y. Murahashi ◽

S. Doki ◽

S. Okuma

Keyword(s):

Hardware Implementation ◽

Iir Filter ◽

Delta Sigma ◽

Delta Sigma Modulation

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A learning rule of neural networks via simultaneous perturbation and its hardware implementation

Neural Networks ◽

10.1016/0893-6080(94)00084-y ◽

1995 ◽

Vol 8 (2) ◽

pp. 251-259 ◽

Cited By ~ 63

Author(s):

Yutaka Maeda ◽

Hiroaki Hirano ◽

Yakichi Kanata

Keyword(s):

Neural Networks ◽

Hardware Implementation ◽

Learning Rule

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1-bit Feedforward Distortion Compensation Technology for Bandpass Delta-Sigma Modulation

IEICE Transactions on Communications ◽

10.1587/transcom.2015ebp3441 ◽

2016 ◽

Vol E99.B (5) ◽

pp. 1087-1092 ◽

Cited By ~ 6

Author(s):

Takashi MAEHATA ◽

Suguru KAMEDA ◽

Noriharu SUEMATSU

Keyword(s):

Distortion Compensation ◽

Delta Sigma ◽

Delta Sigma Modulation

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