Low Capacity Implementation of a Pulse-Type Chaotic Neuron Model

Sasaki, Yoshiki; Saeki, Katsutoshi; Sekine, Yoshifumi

doi:10.1541/ieejeiss.136.1424

Cited by 3 publications

(4 citation statements)

References 10 publications

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“…The SR phenomenon is analyzed in a pulse-type cell body model [13] that model uses a Λ-shaped negative resistance configuration to generate circuit oscillation.…”

Section: Basic Operation Of a Pulse-type Cell Body Modelmentioning

confidence: 99%

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Stochastic resonance in a pulse-type cell body model

Bejarano

Saeki

2017

NOLTA

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Abstract:In this work, we study the presence of stochastic resonance (SR) in a hardware pulsetype cell body model. SR is a phenomenon that uses noise to boost weak periodic signals. For this purpose, we design a random noise source and include it in the model because it has been demonstrated that adding random noise to a pulse-type cell body model significantly improves its output signal-to-noise ratio (SNR). The noise also reduces the voltage needed for circuit oscillation. Finally, a decrement in the delay time is observed in the presence of noise.

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“…The SR phenomenon is analyzed in a pulse-type cell body model [13] that model uses a Λ-shaped negative resistance configuration to generate circuit oscillation.…”

Section: Basic Operation Of a Pulse-type Cell Body Modelmentioning

confidence: 99%

“…3, to power the entire circuit and generate the characteristic output of a neuron [13]. Owing to the occurrence of the SR phenomenon, adding noise to a non-linear system improves the circuit output.…”

Section: Noise Addition To the Pulse-type Cell Body Modelmentioning

confidence: 99%

Stochastic resonance in a pulse-type cell body model

Bejarano

Saeki

2017

NOLTA

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“…The analysis of general NN uses the analysis with mathematical model [4,5]. But the cell body model constructed using the conventionally proposed Λ-type negative resistance elements [11] includes capacitors and PMOSs, which makes the packaging area become larger. There-fore, it is considered that the problem may be solved by constructing NN with completely analog circuit.…”

Section: Introductionmentioning

confidence: 99%

“…Therefore, it is desirable to construct circuit only with NMOS. But the cell body model constructed using the conventionally proposed Λ-type negative resistance elements [11] includes capacitors and PMOSs, which makes the packaging area become larger. If a large scale of NN such as living body is constructed with hardware NN, it should be sized large enough to mount at least ten thousands of cell bodies.…”

Section: Introductionmentioning

confidence: 99%

A Study on Cell Body Model for Highly Integrated Circuits

Okuyama

Saeki

Sekine

2017

Elect Comm in Japan

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A number of recent studies on neural networks (NNs) have been conducted with the purpose of applying engineering to the brain function. One approach which focuses on the dynamics of the living organism, various Artificial Neural Networks (ANNs) has been proposed. However, the NN of a living body is very large in scale. Therefore, when we analyze the dynamics using the hardware NN model, the number of devices and the circuit size should be smaller. In this paper, we aim to reduce the area of a cell body model, and look into the cell body model made up of only NMOS. As a result, it is clearly shown that the packaging density of the proposed model can reduce the size of a traditional model by more than half. C⃝ 2017 Wiley Periodicals, Inc. Electron Comm Jpn, 100(3): 3-9, 2017; Published online in Wiley Online Library (wileyonlinelibrary.com).

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A Study on Output Voltage of a Chaotic Neuron Model with Low Capacity

Sasaki

Saeki

2018

IEEJ Trans.EIS

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Low Capacity Implementation of a Pulse-Type Chaotic Neuron Model

Cited by 3 publications

References 10 publications

Stochastic resonance in a pulse-type cell body model

Stochastic resonance in a pulse-type cell body model

A Study on Cell Body Model for Highly Integrated Circuits

A Study on Output Voltage of a Chaotic Neuron Model with Low Capacity

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