听觉神经网络的CMOS硬件神经元模型

K. Saeki, R. Iidaka, Y. Sekine, K. Aihara
{"title":"听觉神经网络的CMOS硬件神经元模型","authors":"K. Saeki, R. Iidaka, Y. Sekine, K. Aihara","doi":"10.1109/ICONIP.2002.1202836","DOIUrl":null,"url":null,"abstract":"A number of studies have recently been made on hardware implementation of a neuron model for applications to information processing functions of neural networks. We previously proposed the transfer function which changes the threshold of a pulse-type hardware neuron model (hereafter, \"P-HNM\") in time according to an output that express feature-detecting cell and a universal-type hardware neuron model using depletion mode MOSFETs (hereafter \"D-MOSFETs\"), resistors, and capacitors. However, because it is difficult to make D-MOSFETs due to a complicated manufacturing process, they are not usually used in IC implementation. In this paper, we propose hardware neuron models with CMOS for feature-detecting cells of auditory neural network.","PeriodicalId":146553,"journal":{"name":"Proceedings of the 9th International Conference on Neural Information Processing, 2002. ICONIP '02.","volume":"14 2","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2002-11-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"3","resultStr":"{\"title\":\"Hardware neuron models with CMOS for auditory neural networks\",\"authors\":\"K. Saeki, R. Iidaka, Y. Sekine, K. Aihara\",\"doi\":\"10.1109/ICONIP.2002.1202836\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"A number of studies have recently been made on hardware implementation of a neuron model for applications to information processing functions of neural networks. We previously proposed the transfer function which changes the threshold of a pulse-type hardware neuron model (hereafter, \\\"P-HNM\\\") in time according to an output that express feature-detecting cell and a universal-type hardware neuron model using depletion mode MOSFETs (hereafter \\\"D-MOSFETs\\\"), resistors, and capacitors. However, because it is difficult to make D-MOSFETs due to a complicated manufacturing process, they are not usually used in IC implementation. In this paper, we propose hardware neuron models with CMOS for feature-detecting cells of auditory neural network.\",\"PeriodicalId\":146553,\"journal\":{\"name\":\"Proceedings of the 9th International Conference on Neural Information Processing, 2002. ICONIP '02.\",\"volume\":\"14 2\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2002-11-18\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"3\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Proceedings of the 9th International Conference on Neural Information Processing, 2002. ICONIP '02.\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICONIP.2002.1202836\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 9th International Conference on Neural Information Processing, 2002. ICONIP '02.","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICONIP.2002.1202836","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 3

摘要

近年来,人们对神经元模型的硬件实现进行了大量的研究,以应用于神经网络的信息处理功能。我们之前提出了传递函数,该传递函数根据表示特征检测细胞的输出及时改变脉冲型硬件神经元模型(以下简称“P-HNM”)的阈值,以及使用耗尽模式mosfet(以下简称“d - mosfet”),电阻和电容器的通用型硬件神经元模型。然而,由于制造工艺复杂,d - mosfet难以制造,因此通常不用于IC实现。本文提出了基于CMOS的听觉神经网络特征检测单元的硬件神经元模型。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Hardware neuron models with CMOS for auditory neural networks
A number of studies have recently been made on hardware implementation of a neuron model for applications to information processing functions of neural networks. We previously proposed the transfer function which changes the threshold of a pulse-type hardware neuron model (hereafter, "P-HNM") in time according to an output that express feature-detecting cell and a universal-type hardware neuron model using depletion mode MOSFETs (hereafter "D-MOSFETs"), resistors, and capacitors. However, because it is difficult to make D-MOSFETs due to a complicated manufacturing process, they are not usually used in IC implementation. In this paper, we propose hardware neuron models with CMOS for feature-detecting cells of auditory neural network.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信