surrogate-modeling

Spatio-Temporal Surrogate Construction and Calibration of E3SM Land Model

Talk

Reduced-Dimensional Neural Network Surrogate Construction for the E3SM Land Model

Talk

Uncertainty Quantification and Calibration of E3SM Land Model

Poster

Quantifying Uncertainties in Weight-Parameterized Residual Neural Networks

Talk

Reduced-Dimensional Neural Network Surrogate Construction for the E3SM Land Model

Talk

Reduced-Dimensional Neural Network Surrogate Construction and Calibration of the E3SM Land Model

Talk

Ground Heat Flux Reconstruction Using Bayesian Uncertainty Quantification Machinery and Surrogate Modeling

Abstract Ground heat flux (G0) is a key component of the land-surface energy balance of high-latitude regions. Despite its crucial role in controlling permafrost degradation due to global warming, G0 is sparsely measured and not well represented in …

Reduced-Dimensional Neural Network Surrogate Construction and Calibration of the E3SM Land Model

Talk

Uncertainty Quantification and Parameter Calibration for High-Dimensional Output Fields of Earth System Models

Poster

Polynomial Chaos Surrogate Construction for Stochastic Models with Parametric Uncertainty

Engineering and applied science relies on computational experiments to rigorously study physical systems. The mathematical models used to probe these systems are highly complex, and sampling-intensive studies often require prohibitively many …