Title :
ARIMA Modeling of Tropical Rain Attenuation on a Short 28-GHz Terrestrial Link
Author :
Mauludiyanto, A. ; Hendrantoro, G. ; Purnomo, M.H. ; Ramadhany, T. ; Matsushima, A.
Author_Institution :
Dept. of Electr. Eng., Inst. Teknol. Sepuluh Nopember, Surabaya, Indonesia
fDate :
7/2/1905 12:00:00 AM
Abstract :
This letter reports the result of modeling of the tropical rain attenuation at 28 GHz adopting the auto-regressive integrated moving average (ARIMA) model. The result obtained is useful for the evaluation of transmission system design in radio communications at millimeter-wave frequencies in tropical areas. In this research, radio power measurement on a 56.4-m link at 28 GHz was carried out in Surabaya, Indonesia, with a data acquisition system that recorded a sample once every second. Approximation of the data by ARIMA(p,d,q) models for every rain event was carried out in order to obtain a valid time series model. In the validation, comparisons were made of the distributions of attenuation from the models against those from direct measurement of attenuation and from estimation based on the synthetic storm method. Comparisons were also made of the attenuation slope distributions against that from the measurement. Each of rain attenuation time series obtained from events in February 2009 was found to be well approached by the ARIMA model with various sets of parameters (p,d,q). The best model was found to be ARIMA (0, 1, 1) , as indicated by the Akaike Information Criteria (AIC) and Schwarz Bayesian Criteria (SBC) test results. A procedure for generating rain events based on the model is presented.
Keywords :
autoregressive moving average processes; data acquisition; millimetre waves; radio links; radio transmitters; rain; time series; Akaike information criteria test result; Schwarz Bayesian criteria test result; auto-regressive integrated moving average model; data acquisition system; frequency 28 GHz; millimeter-wave frequencies; radio communications; radio power measurement; terrestrial link; time series model; transmission system design evaluation; tropical rain attenuation; auto-regressive integrated moving average (ARIMA) model; millimeter-wave; rain attenuation; terrestial radio;
Journal_Title :
Antennas and Wireless Propagation Letters, IEEE
DOI :
10.1109/LAWP.2010.2046130