Neural methods for antenna array signal processing: A review

被引:65
作者
Du, KL [1 ]
Lai, AKY [1 ]
Cheng, KKM [1 ]
Swamy, MNS [1 ]
机构
[1] Concordia Univ, Dept Elect & Comp Engn, Montreal, PQ H3G 1M8, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
software radio; beamforming; smart antenna; direction-of-arrival; multi-layer perceptron; backpropagation; Hopfield network; radial basis function network; principal component analysis; cross-relation network; antenna array signal processing; fuzzy neural network;
D O I
10.1016/S0165-1684(01)00185-2
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
The neural method is a powerful nonlinear adaptive approach in various signal-processing scenarios. It is especially suitable for real-time application and hardware implementation. In this paper, we review its application in antenna array signal processing. This paper also serves as a tutorial to the neural method for antenna array signal processing. (C) 2002 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:547 / 561
页数:15
相关论文
共 101 条
[1]   Fuzzy neural network with general parameter adaptation for modeling of nonlinear time-series [J].
Akhmetov, DF ;
Dote, Y ;
Ovaska, SJ .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 2001, 12 (01) :148-152
[2]  
ALBERTI M, 1994, P IEEE WORKSH NEUR N, P555
[3]  
Albus J. S., 1975, Transactions of the ASME. Series G, Journal of Dynamic Systems, Measurement and Control, V97, P220, DOI 10.1115/1.3426922
[4]   Spatio-temporal equalization for wireless communication [J].
Alspector, J ;
Norgard, JD ;
Parish, J .
1998 IEEE RADIO AND WIRELESS CONFERENCE PROCEEDINGS - RAWCON 98, 1998, :165-168
[5]  
[Anonymous], 1989, GENETIC ALGORITHM SE
[6]  
[Anonymous], 1994, NEURAL NETWORK COMPR
[7]   A neural network approach for DOA estimation and tracking [J].
Badidi, L ;
Radouane, L .
PROCEEDINGS OF THE TENTH IEEE WORKSHOP ON STATISTICAL SIGNAL AND ARRAY PROCESSING, 2000, :434-438
[8]  
BARRON AR, 1991, NATO ADV SCI I C-MAT, V335, P561
[10]   OPTICALLY-EXCITED SYNAPSE FOR NEURAL NETWORKS [J].
BOYD, GD .
APPLIED OPTICS, 1987, 26 (14) :2712-2719