A VLSI neuro-fuzzy controller

被引:0
|
作者
Sadati, N [1 ]
Mohseni, H
机构
[1] Sharif Univ Technol, Dept Elect Engn, Intelligent Syst Lab, Tehran, Iran
[2] Northwestern Univ, Dept Elect & Comp Engn, Ctr Quantum Devices, Evanston, IL 60208 USA
来源
关键词
neural networks; fuzzy systems; VLSI; neural network hardware; neural chips; fuzzy logic;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper. a new analog neuro-fuzzy controller is presented. Standard CMOS technology was used for implementation of the building blocks. Internal architecture provides the trade-off between speed and the number of fuzzy rules and/or number of antecedents. Although the input signals, output signals and the processor circuits are all analog. the chip is digitally programmable. Analog processing permits the design of efficient circuits, which are low power, fast and very compact. Tn addition, since all the membership functions and fuzzy rules are digitally programmable, the controller can he used for a large variety of processes. For high speed and flexible defuzzification, a 3-layer neural network is used which can perform different methods of defuzzification: the center of gravity(COG), the mean of maxima (MOM), and so on. The proposed approach departs from other approaches, since it eliminates any need for division or normalizing feedback which are the speed bottlenecks of most previous work.
引用
收藏
页码:239 / 255
页数:17
相关论文
共 50 条
  • [41] Application of on-line neuro-fuzzy controller to AUVs
    Kim, TW
    Yuh, J
    INFORMATION SCIENCES, 2002, 145 (1-2) : 169 - 182
  • [42] DEVELOPMENT OF AN ADAPTIVE NEURO-FUZZY CONTROLLER FOR AN IM DRIVE
    Huang, Z. R.
    Uddin, M. Nasir
    CONTROL AND INTELLIGENT SYSTEMS, 2008, 36 (02)
  • [43] Adaptive Neuro-Fuzzy Controller for Vehicle Suspension System
    Kalaivani, R.
    Lakshmi, P.
    2013 FIFTH INTERNATIONAL CONFERENCE ON ADVANCED COMPUTING (ICOAC), 2013, : 236 - 240
  • [44] A neuro-fuzzy controller for yo-yo system
    Lee, S
    Shim, K
    Bien, Z
    1996 BIENNIAL CONFERENCE OF THE NORTH AMERICAN FUZZY INFORMATION PROCESSING SOCIETY - NAFIPS, 1996, : 215 - 218
  • [45] Application of Neuro-Fuzzy Controller for Sumo Robot control
    Erdem, Hamit
    EXPERT SYSTEMS WITH APPLICATIONS, 2011, 38 (08) : 9752 - 9760
  • [46] Single Node Recursions in Adaptive Neuro-Fuzzy Controller
    Derugo, Piotr
    2015 IEEE 2ND INTERNATIONAL CONFERENCE ON CYBERNETICS (CYBCONF), 2015, : 433 - 438
  • [47] The Neuro-Fuzzy Controller for Handover Operation in Mobile Networks
    Semenova, Olena
    Semenov, Andriy
    2017 IEEE FIRST UKRAINE CONFERENCE ON ELECTRICAL AND COMPUTER ENGINEERING (UKRCON), 2017, : 806 - +
  • [48] Multivalued adaptive neuro-fuzzy controller for robot vehicle
    Garbi, Giuliani Paulineli
    Gamarra Rosado, Victor Orlando
    Grandinetti, Francisco Jose
    PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS AND KNOWLEDGE ENGINEERING (ISKE 2007), 2007,
  • [49] A Neuro-Fuzzy Controller for Multilevel Renewable Energy System
    Mohan, T. Krishna
    Mohammed, Sk. Faiz
    2016 INTERNATIONAL CONFERENCE ON ELECTRICAL, ELECTRONICS, AND OPTIMIZATION TECHNIQUES (ICEEOT), 2016, : 4120 - 4123
  • [50] A Neuro-Fuzzy Visual Servoing Controller for an Articulated Manipulator
    Pan, Wei
    Lyu, Mengyang
    Hwang, Kao-Shing
    Ju, Ming-Yi
    Shi, Haobin
    IEEE ACCESS, 2018, 6 : 3346 - 3357