Model-based vs. Data-driven Approaches for Predicting Rain-induced Attenuation in Commercial Microwave Links: A Comparative Empirical Study

Keyphrases

• Commercial Microwave Links 100%
• Data-driven Approach 100%
• Rain Attenuation 100%
• Comparative Empirical Study 100%
• Forecast Horizon 66%
• Model-based Method 66%
• Data-driven Algorithm 66%
• Terrestrial Microwave Link 66%
• Meteorology 33%
• Time Series Model 33%
• Training Data 33%
• Timing Analysis 33%
• Data Pattern 33%
• Comprehensive Evaluation 33%
• Model Representation 33%
• Data-driven Methods 33%
• Multi-step Prediction 33%
• Rainfall Prediction 33%
• Real-time Forecasting 33%
• Complex Data 33%
• Observed Rainfall 33%
• Time Series Forecasting 33%
• Real-world Measurements 33%
• Attenuation Pattern 33%
• Rain Attenuation Prediction 33%

Earth and Planetary Sciences

• Time Series 100%
• Real Time 50%
• Empirical Analysis 50%
• State of the Art 50%