Physics-informed neural networks for high-resolution weather reconstruction from sparse weather stations

• Published in: Open research Europe Vol. 4; p. 99
• Main Authors: Moreno Soto, Álvaro, Cervantes, Alejandro, Soler, Manuel
• Format: Journal Article
• Language: English
• Published: Belgium F1000 Research Limited 2024; F1000 Research Ltd
• Subjects: Artificial intelligence; eng; fluid flows; fluid mechanics; machine learning; physics-informed neural networks; weather reconstruction; fluid flows; weather reconstruction; fluid mechanics; machine learning; Artificial intelligence; physics-informed neural networks

Background The accurate provision of weather information holds immense significance to many disciplines. One example corresponds to the field of air traffic management, in which one basis for weather detection is set upon recordings from sparse weather stations on ground. The scarcity of data and th...