Physics Informed Deep Learning

Abrupt transitions in earth's climate will significantly impact our lives and are projected to occur within the next few generations. In this project, we will use time series classifiers to detect these transitions. Mehr

Abrupt transitions in earth's climate will significantly impact our lives and are projected to occur within the next few generations. In this project, we will use time series classifiers to detect these transitions. Mehr

Global climate models play a vital role in predicting future climate conditions, such as temperature or precipitation. However, their coarse spatial resolution (typically 50–100 km) limits their ability to capture regional climate… Mehr

Interested in AI and Climate Science? Simulating the Earth’s climate with Earth System Models (ESMs) is essential for understanding and predicting climate change — past, present, and future. These physics-based simulations are… Mehr

Although our planet is a sphere and therefor all weather and climate processes operate on sphere, Deep Learning Weather Models very commonly operate on different rectangular projections of the sphere. This introduces increasingly… Mehr