Title :
Near-Earth Propagation Loss Prediction in Open Rural Environment using Hybrid Empirical Neural Model
Author :
Bratislav Milovanovic;Zoran Stankovic;Marija Milijic;Maja Sarevska
Author_Institution :
Faculty of Electronic Engineering, Aleksandra Medvedeva 14, 18000 Ni?, Serbia and Montenegro, E-mail: bata@elfak.ni.ac.yu
Abstract :
New hybrid empirical neural (HEN) model for prediction EM field level of wireless communication transmitter in frequency range 150-1500 MHz is presented in this paper. Previous empirical Okumura-Hata model, which has been very often used, does not consider all influences of environment that signal goes throughout. Therefore, the results obtained by this model can disagree with the measured results. Considering Okumura-Hata model as approximate empirical knowledge holder and connecting it with the artificial neural network, in this paper we will realize the HEN model whose estimated results are more closed to measured results than Okumura-Hata results.
Keywords :
"Propagation losses","Predictive models","Neural networks","Wireless communication","Neurotransmitters","Frequency","Equations","Joining processes","Artificial neural networks","Training data"
Conference_Titel :
Telecommunications in Modern Satellite, Cable and Broadcasting Services, 2007. TELSIKS 2007. 8th International Conference on
Print_ISBN :
978-1-4244-1467-3
DOI :
10.1109/TELSKS.2007.4376028