用于神经网络和模糊系统的高速高分辨率VLSI赢家通吃电路

Mustafijur Rahman, K. L. Baishnab, F. Talukdar
{"title":"用于神经网络和模糊系统的高速高分辨率VLSI赢家通吃电路","authors":"Mustafijur Rahman, K. L. Baishnab, F. Talukdar","doi":"10.1109/ISSCS.2009.5206225","DOIUrl":null,"url":null,"abstract":"The design and simulation of a novel CMOS voltage mode WTA (Winner-take-all) circuit is described. The circuit employs additional inhibitory and local excitatory feedback based on a common voltage computation and this improves both speed and precision drastically. As a result, a single stage cell provides better resolution in comparison to previous works where cascading of multiple stages is necessary to improve resolution. This makes the circuit suitable for systems where silicon area and power consumption are constraints. Moreover, the feedback arrangement ensures a single winner. Simulations in Cadence show that a single cell can resolve voltage differences as small as 0.5 mV in around 30ns with 1 pF load capacitance. Detailed simulation results along with appropriate mathematical relations have been provided. This circuit is a fundamental building block in the competitive layer of self organizing neural networks, non linear filters, fuzzy and neuromorphic systems.","PeriodicalId":277587,"journal":{"name":"2009 International Symposium on Signals, Circuits and Systems","volume":"16 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2009-07-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"11","resultStr":"{\"title\":\"A high speed and high resolution VLSI Winner-take-all circuit for neural networks and fuzzy systems\",\"authors\":\"Mustafijur Rahman, K. L. Baishnab, F. Talukdar\",\"doi\":\"10.1109/ISSCS.2009.5206225\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The design and simulation of a novel CMOS voltage mode WTA (Winner-take-all) circuit is described. The circuit employs additional inhibitory and local excitatory feedback based on a common voltage computation and this improves both speed and precision drastically. As a result, a single stage cell provides better resolution in comparison to previous works where cascading of multiple stages is necessary to improve resolution. This makes the circuit suitable for systems where silicon area and power consumption are constraints. Moreover, the feedback arrangement ensures a single winner. Simulations in Cadence show that a single cell can resolve voltage differences as small as 0.5 mV in around 30ns with 1 pF load capacitance. Detailed simulation results along with appropriate mathematical relations have been provided. This circuit is a fundamental building block in the competitive layer of self organizing neural networks, non linear filters, fuzzy and neuromorphic systems.\",\"PeriodicalId\":277587,\"journal\":{\"name\":\"2009 International Symposium on Signals, Circuits and Systems\",\"volume\":\"16 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2009-07-09\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"11\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2009 International Symposium on Signals, Circuits and Systems\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ISSCS.2009.5206225\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2009 International Symposium on Signals, Circuits and Systems","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ISSCS.2009.5206225","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 11

摘要

介绍了一种新型CMOS电压模式WTA电路的设计与仿真。该电路采用了基于共同电压计算的额外抑制和局部兴奋反馈,这大大提高了速度和精度。因此,与以前需要多级级联以提高分辨率的工作相比,单级单元提供了更好的分辨率。这使得电路适用于硅面积和功耗受限的系统。此外,反馈安排确保了一个赢家。Cadence的模拟表明,单个电池可以在1 pF负载电容下,在30ns左右的时间内解决小至0.5 mV的电压差异。给出了详细的仿真结果和相应的数学关系。该电路是自组织神经网络、非线性滤波器、模糊和神经形态系统竞争层的基本组成部分。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A high speed and high resolution VLSI Winner-take-all circuit for neural networks and fuzzy systems
The design and simulation of a novel CMOS voltage mode WTA (Winner-take-all) circuit is described. The circuit employs additional inhibitory and local excitatory feedback based on a common voltage computation and this improves both speed and precision drastically. As a result, a single stage cell provides better resolution in comparison to previous works where cascading of multiple stages is necessary to improve resolution. This makes the circuit suitable for systems where silicon area and power consumption are constraints. Moreover, the feedback arrangement ensures a single winner. Simulations in Cadence show that a single cell can resolve voltage differences as small as 0.5 mV in around 30ns with 1 pF load capacitance. Detailed simulation results along with appropriate mathematical relations have been provided. This circuit is a fundamental building block in the competitive layer of self organizing neural networks, non linear filters, fuzzy and neuromorphic systems.
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