DocumentCode :
2304971
Title :
Self-organizing map for mobile location estimation in DS-CDMA systems
Author :
Xu, Jun ; Shen, Xuemin ; Mark, Jon W. ; Cai, Jun
Author_Institution :
Dept. of Electr. & Comput. Eng., Waterloo Univ., Ont., Canada
Volume :
6
fYear :
2004
fDate :
29 Nov.-3 Dec. 2004
Firstpage :
3887
Abstract :
A self-organizing map (SOM) scheme for mobile location estimation in a direct-sequence code division multiple access (DS-CDMA) system is proposed. The scheme performs nonlinear mapping between the measured pilot signal strengths from nearby base stations and the user´s location. It is shown that the proposed scheme has the advantage of robustness and scalability, and is easy in training and implementation. In addition, the scheme exhibits superior performance in the non-line-of-sight (NLOS) situation. Numerical results under various terrestrial environments are presented to demonstrate the feasibility of the proposed SOM scheme.
Keywords :
cellular radio; code division multiple access; learning (artificial intelligence); parameter estimation; self-organising feature maps; spread spectrum communication; telecommunication computing; DS-CDMA systems; NLOS situation; base stations; cellular networks; direct-sequence code division multiple access system; mobile location estimation; nonline-of-sight situation; nonlinear mapping; pilot signal strengths; robustness; scalability; self-organizing map; Base stations; FCC; Land mobile radio cellular systems; Mobile computing; Multiaccess communication; Radio control; Radio network; Resource management; Robustness; Shadow mapping;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Global Telecommunications Conference, 2004. GLOBECOM '04. IEEE
Print_ISBN :
0-7803-8794-5
Type :
conf
DOI :
10.1109/GLOCOM.2004.1379096
Filename :
1379096
Link To Document :
بازگشت