Improved ITU Model for Rainfall Attenuation Pbkp_rediction of in Terrestrial Links
Abstract:
Rain attenuation is one of the main detrimental effects on the performance of wireless telecommunications systems operating in frequencies above 10 GHz. Mitigation of its impacts requires, among other things, the use of rain attenuation models adequate to local climatic characteristics in which the communications systems will be implemented. In this paper, a modified version of the ITU-R Recommendation ITU-R.P.530-17 pbkp_rediction method is proposed. The model maintains the concept of the distance correction factor used in the ITU-R model, but considers the full rainfall rate distribution. To derive the model, a nonlinear regression adjustment is performed based on results from measurements carried out in temperate and tropical climate. Subsequently, a fine-tuning of the model parameters is carried out using the computational intelligence technique, Particle Swarm Optimization (PSO). The accuracy of the proposed model, evaluated by the root mean square error (RMSE), is higher than that of several tested models for unavailability percentages of time in the range from 0.001% to 0.1%.
Año de publicación:
2020
Keywords:
- Nonlinear regression
- Full rainfall rate distribution
- Rain attenuation
- Particle Swarm Optimization
- Terrestrial links
Fuente:
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Tipo de documento:
Conference Object
Estado:
Acceso restringido
Áreas de conocimiento:
- Comunicación
- Telecomunicaciones
- Meteorología
Áreas temáticas:
- Geología, hidrología, meteorología
- Física aplicada
- Otras ramas de la ingeniería