Multiplierless digital learning algorithm for cellular neural networks

被引：8

作者：

Perfetti, R ^{[1
]}

Costantini, G

机构：

[1] Univ Perugia, Dept Elect & Informat Engn, Perugia, Italy

[2] Univ Roma Tor Vergata, Dept Elect Engn, Rome, Italy

来源：

IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-FUNDAMENTAL THEORY AND APPLICATIONS | 2001年 / 48卷 / 05期

关键词：

associative memories; cellular neural networks; learning;

D O I：

10.1109/81.922467

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：

A new learning algorithm is proposed for space-varying cellular neural networks, used to implement associative memories. The algorithm exhibits some peculiar features which make it very attractive: the finite precision of connection weights is automatically taken into account as a design constraint; no multiplication is needed for weight computation; learning can be implemented in fixed point digital hardware or simulated on a digital computer without numerical errors.

引用

页码：630 / 635

页数：6

共 50 条

[1] ITERATIVE MIDDLE MAPPING LEARNING ALGORITHM FOR CELLULAR NEURAL NETWORKS
HE, C
USHIDA, A
IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES, 1994, E77A (04) : 706 - 715
[2] Learning of spatiotemporal behaviour in cellular neural networks
Xavier-de-Souza, S
Suykens, JAK
Vandewalle, J
INTERNATIONAL JOURNAL OF CIRCUIT THEORY AND APPLICATIONS, 2006, 34 (01) : 127 - 140
[3] Algorithm for parallel learning of radial neural networks
Fursov, VA
Kozin, NE
Proceedings of the Second IASTED International Multi-Conference on Automation, Control, and Information Technology - Automation, Control, and Applications, 2005, : 481 - 485
[4] Simulation of Cellular Neural Networks by Wave Digital Filter Principles
Guo Hongxing
WuhanUniversityJournalofNaturalSciences, 1998, (03) : 69 - 72
[5] Learning Algorithm of Neural Networks on Spherical Cap
Chen, Zhixiang
Hu, Jinjie
Cao, Feilong
JOURNAL OF NETWORKS, 2015, 10 (03) : 152 - 158
[6] Cellular Neural Network on Digital Signal Processor: An Algorithm for Object Recognition
Khan, Javeed Ahmed
Ravichandran, S.
Gopalakrishnan, K.
ELECTRIC POWER COMPONENTS AND SYSTEMS, 2010, 38 (10) : 1111 - 1122
[7] A Homogeneous Algorithm for Motion Estimation and Compensation by Using Cellular Neural Networks
Grava, C.
Gacsadi, A.
Buciu, I.
INTERNATIONAL JOURNAL OF COMPUTERS COMMUNICATIONS & CONTROL, 2010, 5 (05) : 719 - 726
[8] A fast road image segmentation algorithm based on cellular neural networks
Xu Guobao
Yin Yixin
Yin Lu
Hao Yanshuang
Zhou Meijuan
PROCEEDINGS OF THE 26TH CHINESE CONTROL CONFERENCE, VOL 4, 2007, : 114 - +
[9] GEOMETRICAL LEARNING ALGORITHM FOR MULTILAYER NEURAL NETWORKS IN A BINARY FIELD
PARK, SK
KIM, JH
IEEE TRANSACTIONS ON COMPUTERS, 1993, 42 (08) : 988 - 992
[10] Multi-source image fusion algorithm based on cellular neural networks with genetic algorithm
Li, Jiangyang
Peng, Zhenming
OPTIK, 2015, 126 (24): : 5230 - 5236

← 1 2 3 4 5 →