Title :
Applications of neural networks in wireless communications
Author :
Patnaik, Amalendu ; Anagnostou, Dimitrios E. ; Mishra, Rabindra K. ; Christodoulou, Christos G. ; Lyke, J.C.
Author_Institution :
Dept. of Electr. & Comput. Eng., New Mexico Univ., Albuquerque, NM, USA
fDate :
6/1/2004 12:00:00 AM
Abstract :
In recent years, the art of using neural networks (NNs) for wireless-communication engineering has been gaining momentum. Although it has been used for a variety of purposes and in different ways, the basic purpose of applying neural networks is to change from the lengthy analysis and design cycles required to develop high-performance systems to very short product-development times. This article overviews the current state of research in this area. Different applications of neural-network techniques for wireless communication front ends are briefly reviewed, stressing the purpose and the way neural networks have been implemented, followed by a description of future avenues of research in this field.
Keywords :
broadband antennas; cellular radio; microstrip antenna arrays; neural nets; product development; telecommunication computing; antenna arrays; land mobile radio cellular systems; microstrip antennas; multiband antennas; neural-network techniques; product development; wideband antennas; wireless-communication engineering; Biological neural networks; Broadband antennas; Direction of arrival estimation; Feedforward systems; Intelligent networks; Microstrip antenna arrays; Microstrip antennas; Mobile antennas; Neural networks; Wireless communication;
Journal_Title :
Antennas and Propagation Magazine, IEEE
DOI :
10.1109/MAP.2004.1374125