Low Tropospheric Wind Forecasts in Aviation: The Potential of Deep Learning for Terminal Aerodrome Forecast Bulletins

D Alves, F Mendonça, SS Mostafa… - Pure and Applied …, 2024 - Springer
In aviation, accurate wind prediction is crucial, especially during takeoff and landing at
complex sites like Gran Canaria Airport. This study evaluated five Deep Learning models …

Studies on the propagation dynamics and source mechanism of quasi-monochromatic gravity waves observed over São Martinho da Serra (29° S, 53° W), Brazil

CM Wrasse, PK Nyassor, LA da Silva… - Atmospheric …, 2024 - acp.copernicus.org
A total of 209 events of quasi-monochromatic atmospheric gravity waves (QMGWs) were
acquired over 5 years of gravity waves (GWs) observation in southern Brazil. The …

Enhancing Clear Air Turbulence Prediction: A Comparative Analysis of Machine Learning Algorithms Using GFS Forecast and ERA-5 Reanalysis Data

IBF de Mello, GB França, HF de Campos Velho - 2024 - researchsquare.com
This study evaluates twelve categorical machine learning algorithms using performance
metrics, including Probability of Detection, False Alarm Rate, and F-measure, to classify …