Implementation of rock-paper-scissors judgment systems with a Ag2S reservoir

IF 1.5 4区物理与天体物理 Q3 PHYSICS, APPLIED

Japanese Journal of Applied Physics Pub Date : 2023-12-26 DOI:10.35848/1347-4065/ad18cf

Atsuhiro Mizuno, Yuki Ohno, Masaru Hayakawa, Kaiki Yoshimura, Tsuyoshi Hasegawa

引用次数: 0

Abstract

There is a growing demand for physical reservoirs that operate with low power consumption and low computational cost. We have conducted researches on the basic properties of Ag2S reservoirs, which are a type of a physical reservoir. However, little research has been conducted on their applications. In this study, as a first step toward the practical application of Ag2S reservoirs, we implemented two types of rock-paper-scissors judgment systems using Ag2S reservoirs. In these experiments, we were able to demonstrate fast learning in the reservoir by comparing the results with methods using a single-layer perceptron (SLP) and a convolutional neural network (CNN). In addition we could obtain a maximum accuracy rate of about 98%.

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利用 Ag2S 储层实施剪刀石头布判断系统

对低功耗、低计算成本的物理储层的需求日益增长。我们对 Ag2S 储层的基本特性进行了研究，Ag2S 储层是物理储层的一种。然而，有关其应用的研究却很少。在本研究中，作为 Ag2S 储层实际应用的第一步，我们利用 Ag2S 储层实现了两种类型的剪刀石头布判断系统。在这些实验中，通过与使用单层感知器（SLP）和卷积神经网络（CNN）的方法进行比较，我们证明了在水库中的快速学习能力。此外，我们还获得了约 98% 的最高准确率。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

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来源期刊

Japanese Journal of Applied Physics 物理-物理：应用

CiteScore

3.00

自引率

26.70%

发文量

818

审稿时长

3.5 months

期刊介绍： The Japanese Journal of Applied Physics (JJAP) is an international journal for the advancement and dissemination of knowledge in all fields of applied physics. JJAP is a sister journal of the Applied Physics Express (APEX) and is published by IOP Publishing Ltd on behalf of the Japan Society of Applied Physics (JSAP). JJAP publishes articles that significantly contribute to the advancements in the applications of physical principles as well as in the understanding of physics in view of particular applications in mind. Subjects covered by JJAP include the following fields: • Semiconductors, dielectrics, and organic materials • Photonics, quantum electronics, optics, and spectroscopy • Spintronics, superconductivity, and strongly correlated materials • Device physics including quantum information processing • Physics-based circuits and systems • Nanoscale science and technology • Crystal growth, surfaces, interfaces, thin films, and bulk materials • Plasmas, applied atomic and molecular physics, and applied nuclear physics • Device processing, fabrication and measurement technologies, and instrumentation • Cross-disciplinary areas such as bioelectronics/photonics, biosensing, environmental/energy technologies, and MEMS