Area efficient implementations of fixed-template CNN's

被引:2
作者
Anguita, M [1 ]
Pelayo, FJ [1 ]
Rojas, I [1 ]
Prieto, A [1 ]
机构
[1] Univ Granada, Fac Ciencias, Dept Elect & Tecnol Comp, E-18071 Granada, Spain
来源
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-FUNDAMENTAL THEORY AND APPLICATIONS | 1998年 / 45卷 / 09期
关键词
area-efficient implementation; fixed-template CNN; rewrite of cell state equation; simple circuits for the pseudolinear function; single polarity signals;
D O I
10.1109/81.721262
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Implementations of fixed-template Cellular Neural Networks (CNN's) with reduced circuit complexity are presented, Considerable improvements in area without performance degradation have been obtained by: 1) using single-polarity signals that reduce the number of transistors required for signal replication and to generate the pseudo-linear output function; 2) using simple current-mode circuits to implement the output pseudo-linear function; and 3) searching for network parameter configurations that solve a particular application using the proposed circuit implementation with less hardware complexity. Experimental results for a CCD-CNN chip prototype with a density of 230 cells per millimeter-squared (mm(2)) are also reported.
引用
收藏
页码:968 / 973
页数:6
相关论文
共 18 条
[1]   A low-power CMOS implementation of programmable CNN's with embedded photosensors [J].
Anguita, M ;
Pelayo, FJ ;
Fernandez, FJ ;
Prieto, A .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-FUNDAMENTAL THEORY AND APPLICATIONS, 1997, 44 (02) :149-153
[2]   ANALOG CMOS IMPLEMENTATION OF A DISCRETE-TIME CNN WITH PROGRAMMABLE CLONING TEMPLATES [J].
ANGUITA, M ;
PELAYO, FJ ;
PRIETO, A ;
ORTEGA, J .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-ANALOG AND DIGITAL SIGNAL PROCESSING, 1993, 40 (03) :215-219
[3]  
ANGUITA M, 1996, THESIS U GRANADA SPA
[4]  
ANGUITA M, IN PRESS ANALG INTEG
[5]   CELLULAR NEURAL NETWORKS - APPLICATIONS [J].
CHUA, LO ;
YANG, L .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS, 1988, 35 (10) :1273-1290
[6]   AN ANALYTIC METHOD FOR DESIGNING SIMPLE CELLULAR NEURAL NETWORKS [J].
CHUA, LO ;
THIRAN, P .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS, 1991, 38 (11) :1332-1341
[7]   A CNN CHIP FOR CONNECTED COMPONENT DETECTION [J].
CRUZ, JM .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS, 1991, 38 (07) :812-817
[8]  
ESPEJO S, 1994, IEEE J SOLID STATE C, V29
[9]  
ESPEJO S, 1994, THESIS U SEVILLA
[10]   AN ANALOG IMPLEMENTATION OF DISCRETE-TIME CELLULAR NEURAL NETWORKS [J].
HARRER, H ;
NOSSEK, JA ;
STELZL, R .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 1992, 3 (03) :466-476