期刊文献+
任意字段
题名或关键词
题名
关键词
文摘
作者
第一作者
机构
刊名
分类号
参考文献
作者简介
基金资助
栏目信息

基于CMOS模拟电路的高速模糊神经网络设计 被引量：1

Analog Circuits for High-Speed Complex Neural-Fuzzy Network
下载PDF
导出
摘要 本文提出了可构成多规则模糊神经网络的CMOS模拟单元电路,包括:类Gauss型隶属度函数电路,电压求小电路和重心算法去模糊电路.基于这些电路设计了一个两输入/一输出、25条规则的控制系统,并通过非线性函数逼近进行了验证.所有单元均采用SMIC 0.18-μm CMOS数模混合工艺制造,芯片测试结果表明:提出的单元电路结构简单,输出电压偏差小,便于扩展和调节;因而适于实现多规则,自适应调节的高速高精度控制系统. This paper proposes several improved CMOS analog circuits for neuro-fuzzy network, including Gaussian-like membership function circuit, minimization circuit, and a centroid algorithm defitzzier circuit without using division. A two-input/oneoutput neuro-fuzzy network composed of these circuits is implemented and testified for non-linear function approximating. All the circuits have been fabricated in SMIC 0.18-μm CMOS technology. Experiment results show that all the proposed circuits provide characteristics of high operation capacity ,high speed, and simple structures. They are very suitable for rapid implementation of highspeed complex neuro-fuzzy networks.
作者 王为之 靳东明 张洵
机构地区 清华大学微电子所
出处 《电子学报》 EI CAS CSCD 北大核心 2007年第5期946-949,共4页 Acta Electronica Sinica
关键词 模糊神经网络 CMOS模拟电路 重心算法 neuro-fuzzy network CMOS analog circuit centroid algorithm
分类号 TN43 [电子电信—微电子学与固体电子学]
  • 相关文献

参考文献13

  • 1Haykin S.Neural Networks:A Comprehensive Foundation[M].New Jersey:Prentice Hall,1999.
  • 2Vidal V F,et al.Design approach for analog neuro/fuzzy systems in CMOS digital technologies[J].Comput Electr Eng,1999,25(5):309-337.
  • 3Eichfeld H,et al.A 12b general-purpose fuzzy logic controller chip[J].IEEE Trans Fuzzy Syst,1996,4(4):460-475.
  • 4Kim S H,et al.Design of a neuro-fuzzy controller for speed control applied to AC servo motor[A].2001 IEEE International Symposium on Industrial Electronics Proceedings[C].Pusan:Institute of Electrical and Electronics Engineers Inc,2001.435-440.
  • 5Bose B K.Expert systems,fuzzy logic,and neural network applications in power electronic and motion control[J].Proc IEEE,1994,82(8):1303-1323.
  • 6Pinto J O P,et al.A stator-flux-oriented vector-controllerd induction motor drive with space vector PWM and flux-vector synthesis by neural networks[J].IEEE Trans Ind Appl,2001,37(5):1308-1318.
  • 7Franchi E,et al.Analog synthesis of nonlinear functions based on fuzzy logic[J].IEEE J Solid State Circuits,1998,33(6):885-895.
  • 8Cauwenberghs G,et al.Learning of Silicon Adaptive VLSI Neural Systems[M].Boston,MA:Kluwer,1999.
  • 9Carvajal R G,et al.High-speed high-precision Min/Max circuits in CMOS technology[J].IEE Electron Lett,2000,36(8):697-699.
  • 10Chen C Y,et al.Current-mode defuzzifier circuit to realize the centroid strategy[J].IEE Proc Circuits Devices Syst,1997,144(5):265-271.

同被引文献15

  • 1徐志浩,靳东明,李志坚.新结构重心法去模糊单元电路设计[J].清华大学学报（自然科学版）,2006,46(1):119-121. 被引量：2
  • 2PREMKUMAR K, MANIKANDAN V.Adaptive Neuro- fuzzy inference system based speed controller for brush- less DC motor[ J ].Neurocomputing, 2014,138 : 260-270.
  • 3ILUMINADA B,ANDRKS G,NGEL B.Neuro-fuzzy tech- niques to optimize an FPGA embedded controller for ro- bot navigation [ J] .Applied Soft Computing, 2014,21 : 95 - 106.
  • 4De Jesus Navas-Gonzalez K, Vidal-Verdu F, Rodrigue- Vazque A, et al. Neuro-fuzzy chip to handle complex tasks with analog performance [ J ]. IEEE Trans Neural Networks ,2003,14(5) : 1 375-1 392.
  • 5COSMIN P. Low-voltage improved accuracy Gaussian function generator with fourth-order approximation[ J ]. Microelectronics Journal, 2012,43 : 515-520.
  • 6TAHA K, EKHATIB M, BSDAWI S. Design of a fuzzy logic programmable membership function circuit [ C ]. 17th National Radio Science Conference,2000.Doi: 10. 1109/NRSC.2000.838949.
  • 7PIPAT P, KITTIKHUN C. CMOS WTA maximum and minimum circuits with their applications to analog switch rectifyiers [ J ]. Microelectronics Journal, 2011, 42: 52-62.
  • 8PROMMEE P, ANGKEAW K, DKJAN K.CMOS-based near zero-offset multiple inputs max - min circuits and its applications [ J ] .Analog Integrated Circuit and Signal Processing, 2009,61:93-105.
  • 9ALIREZA P, ABDOLLAH K, KHEYROLLAH H. Design of a general proposed neuro-fuzzy controller by using modified adaptive network based fuzzy inference sys- tem [ J ].Int J Electron Commun, 2010,64:433-442.
  • 10YOSEFI GH,AMINIFAR S ,NEDA S.Design of a mixed- signal digital CMOS fuzzy logic controller (FLC) chip using new current mode circuits[ J] .International Jour- nal of Electronics and Communications, 2011,65 : 173- 181.

引证文献1

二级引证文献2

电子学报
2007年 第5期

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部