Title :
Generalized regression neural network prediction model for indoor environment
Author :
Popescu, Ileana ; Constantinou, Philip ; Nafornita, Miranda ; Nafornita, Ioan
Author_Institution :
Mobile Radiocommunications Laboratory, Nat. Tech. Univ. of Athens, Greece
fDate :
28 June-1 July 2004
Abstract :
This paper presents the results of our studies regarding the applications of the neural networks to the propagation path loss prediction in indoor environment. The proposed model consists of a generalized regression neural network trained with measurements. The result of the prediction made by the proposed model has shown a good agreement with the measurements.
Keywords :
indoor radio; mean square error methods; neural nets; regression analysis; telecommunication computing; generalized regression neural network prediction model; indoor environment; propagation path loss prediction; Buildings; Floors; Function approximation; Indoor environments; Indoor radio communication; Multidimensional systems; Neural networks; Predictive models; Propagation losses; Surface fitting;
Conference_Titel :
Computers and Communications, 2004. Proceedings. ISCC 2004. Ninth International Symposium on
Print_ISBN :
0-7803-8623-X
DOI :
10.1109/ISCC.2004.1358614