DocumentCode :
2360199
Title :
A non-stationary hidden Markov model for satellite propagation channel modeling
Author :
Lin, Hsin-Piao ; Tseng, Ming-Jian ; Tsai, Fan-San
Author_Institution :
Dept. Electron. of Eng., Nat. Taipei Univ. of Technol., Taiwan
Volume :
4
fYear :
2002
fDate :
2002
Firstpage :
2485
Abstract :
The hidden Markov models are widely used for modeling random processes. Drawbacks in a standard hidden Markov model for modeling state occupancy have often been pointed out. In this paper, we proposed a propagation channel model for predicting the fading properties of satellite-to-Earth propagation channels using non-stationary hidden Markov model approach. An accurate prediction model was developed to provide better performance in modeling channel properties than a standard hidden Markov model and validated by several measured fading signal series. A close match between simulated and measured data shows that the proposed model predicts satisfactorily the first and second order statistics of propagation properties in several user environments. Considering the state stay duration issues, our proposed method can produce more accurate simulation results and extend efficiently the applicability of the HMM approach in modeling propagation channel properties for land mobile satellite communication services.
Keywords :
fading channels; hidden Markov models; land mobile radio; mobile satellite communication; radiowave propagation; HMM; fading properties; first order statistics; land mobile satellite communication; nonstationary hidden Markov model; prediction model; satellite propagation channel modeling; satellite-to-Earth propagation channels; second order statistics; state stay duration; Fading; Hidden Markov models; Measurement standards; Optical attenuators; Optical propagation; Predictive models; Random processes; Satellite communication; Standards development; Statistics;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Vehicular Technology Conference, 2002. Proceedings. VTC 2002-Fall. 2002 IEEE 56th
ISSN :
1090-3038
Print_ISBN :
0-7803-7467-3
Type :
conf
DOI :
10.1109/VETECF.2002.1040668
Filename :
1040668
Link To Document :
بازگشت