earth-system-models

Dimensionality Reduction and Physics-Informed Neural Networks for Climate Land Models

Talk

Dimensionality Reduction and Physics-Informed Recurrent Neural Networks for Climate Land Models

Poster

Physics-informed Machine Learning for Uncertainty Quantification in E3SM Land Model

Talk

Physics-informed Machine Learning for Uncertainty Quantification in Land Models

Talk

Calibration and Propagation of Model Structural Error for E3SM Land Model

Poster

Surrogate-enabled Parameter Calibration and Structural Error Estimation in Land Models

Poster

Bayesian Framework for Structural Uncertainty Estimation of Land Models

Poster

Overview of Uncertainty Quantification Methods for Complex Models

Talk

Overview of Uncertainty Quantification Methods for Complex Models

Poster

The Impact of Parametric Uncertainties on Biogeochemistry in the E3SM Land Model

We conduct a global sensitivity analysis (GSA) of the Energy Exascale Earth System Model (E3SM), land model (ELM) to calculate the sensitivity of five key carbon cycle outputs to 68 model parameters. This GSA is conducted by first constructing a …