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Ultra parallel computation using wave interference as means of weighted sum : Holographic neural computing

Ultra parallel computation using wave interference as means of weighted sum : Holographic neural computing
使用波干涉作为加权和的超并行计算:全息神经计算
批准号:
10680339
负责人:
KUMAZAWA Itsuo
金额:
$1.98万
依托单位国家:
日本
项目类别:
Grant-in-Aid for Scientific Research (C)
财政年份:
1998
资助国家:
日本
项目状态:
已结题
起止时间:
1998 至 1999

项目摘要

项目成果

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中文摘要
翻译
该项目开发了一种使用相干波的干涉作为人工神经网络的加权SNM计算的直接手段的超并行计算的新方法。相干波(如声波和激光)可以相互干涉,合成波的振幅由它们的相位差决定。这种现象可以被用作加权和计算的手段。加权和是人工神经网络中神经元的一种基本运算,在人工智能领域得到了广泛的研究。所开发的系统仅使用波发射和接收设备作为其组件。这些分量的相对位置决定了波的相位差,从而决定了加权求和的方式。这种计算被编码为这些组件在二维表面上的位置。以这种方式,该系统既不需要通信线,也不需要诸如加法器和乘法器之类的计算设备。在这个项目的两年中,我们提出了几种实现这一想法的方法,并在嘈杂和扭曲的波浪条件下研究了所提出的系统的计算能力。
英文摘要
he project developed a novel approach for ultra parallel computation using interference of coherent waves as direct means of weighted snm computation for artificial neural networks. Coherent waves such as acoustic waves and lasers can interfere with each other and the amplitude of synthesized wave is determined by their phase differences. This phenomena can be utilized as means of weighted sum computation. Weighted sum is a basic operation of a neuron in the artificial neural networks which have been extensively studied for artificial intelligence purposes. The developed system uses only wave emitting and receiving devices as its components. The relative positions of these components determines the phase differences of the waves and, consequently, the ways of weighted sum. The kind of computation is coded as the positions of these components arranged on a two dimensional surface. In this fashion, the system does not require neither communication wires nor computation devices such as adder and multiplier. During the two years of this project, we proposed several ways of implementing this idea and examined the computational capabilities of the proposed systems under noisy and distorted wave conditions.
期刊论文(22)
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科研奖励(0)
会议论文
I. Kumazawa and Y. Kure: "Computation of Weighted Sum by Physical Wave Properties - Coding Problems by Unit Positions"In George D. Smith, Nigel C. Steele and Rudolf F. Albecht (eds.) Artificial Neural Nets and Genetic Algorithms. Springer Computer Science
I. Kumazawa 和 Y. Kure:“通过物理波特性计算加权和 - 按单位位置编码问题”,乔治 D. 史密斯、奈杰尔 C. 斯蒂尔和鲁道夫 F. 阿尔贝希特(编辑)人工神经网络和遗传算法。
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通讯作者:
Itsuo Kumazawa (D. Smith(eds.)): "Artificial Neural Nets and Genetic Algorithms"Springer Computer Science. 634 (1998)
Ituo Kumazawa(D. Smith(编辑)):“人工神经网络和遗传算法”施普林格计算机科学。
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通讯作者:
I. Kumazawa: "A Cellular neural network framework for shape representation and matching"Proceedings of Third International Conference on Knowledge-based Intelligent Information Engineering Systems. IEEE. 178-181 (1999)
I. Kumazawa:“用于形状表示和匹配的细胞神经网络框架”第三届基于知识的智能信息工程系统国际会议论文集。
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