Differentiable Earth system models in Julia
Chris Hill, Patrick Heimbach, Boris Kaus, Nora Loose, Mathieu Morlighem, Sri Hari Krishna Narayanan, Sarah Williamson
This minisymposium will feature the use of the differentiable programming paradigm applied to Earth System Models (ESMs). The goal is to exploit derivative information and seamlessly combine PDE-constrained optimization and scientific machine learning (SciML). Speakers will address (1) Why differentiable programming for ESMs; (2) What ESM applications are we targeting?; and (3) How are we realizing differentiable ESMs? Target ESMs include ice sheet, ocean, and solid Earth models.