Inactive

This AIE effort aims to explore AI-assisted modeling of complex processes related to climate. The goals of this effort are to: 1) Explore the use of third wave AI methods to enhance models of complex ... This AIE effort aims to explore AI-assisted modeling of complex processes related to climate. The goals of this effort are to: 1) Explore the use of third wave AI methods to enhance models of complex interconnected processes. In particular, the goal is to develop hybrid AI models that combine Artificial Intelligence/Machine Learning (AI/ML) models with conventional physics models of the climate and earth system that capture missing physical, chemical, or biological processes and identify causal factors with sufficient computational efficiency to explore decadal scale effects and characterize tipping points and bifurcations. 2) Develop methods to assimilate diverse data into models and estimate the “value of new data” to enhance confidence in target-specific forecasts relative to state-of-the-art (SOTA) techniques.