Publications
Publication | Type | Year |
---|---|---|
Informing Missing Physics with Model Form Error and Model Selection8th European Congress on Computational Methods in Applied Sciences and Engineering
|
Abstract – 2021 Abstract | 2021 |
The ASC Advanced Machine Learning Initiative at Sandia National Laboratories: FY21 Accomplishments and FY22 PlansASC AMLI Program Review
|
Presentation (non-conference) – 2021 Presentation (non-conference) | 2021 |
Robustness and Validation of Model and Digital Twins Deployment |
Report – 2021 Report | 2021 |
Predictive Skill of Deep Learning Models Trained on Limited Sequence Data |
SAND Report – 2020 SAND Report | 2020 |
Characterization of Partially Observed Epidemics - Application to COVID-19 |
SAND Report – 2020 SAND Report | 2020 |
Estimation of Inflow Uncertainties in Laminar Hypersonic Double-Cone ExperimentsAIAA Journal |
Journal Article – 2020 Journal Article | 2020 |
Rigorous Data Fusion for Computationally Expensive Simulations |
SAND Report – 2019 SAND Report | 2019 |
Validation Assessment of Hypersonic Double-Cone Flow Simulations using UQ, Sensitivity Analysis, and Validation MetricsAIAA SciTech |
Conference Paper – 2019 Conference Paper | 2019 |
Estimation of inflow uncertainties in laminar hypersonic double-cone experimentsAIAA SciTech Forum |
Conference Paper – 2018 Conference Paper | 2018 |
Validation Assessment of Hypersonic Double-Cone Flow Simulations using Uncertainty Quantification, Sensitivity Analysis, and Validation MetricsAIAA SciTech |
Conference Paper – 2018 Conference Paper | 2018 |
Estimation of inflow uncertainties in laminar hypersonic double-cone experimentsAIAA SciTech Forum and Exposition |
Conference Paper – 2018 Conference Paper | 2018 |
Soil Moisture Estimation Using Tomographic Ground Penetrating Radar in a MCMC- Bayesian FrameworkStochastic Environmental Research and Risk Assessment |
Journal Article – 2018 Journal Article | 2018 |
Uncertainty Quantification, Sensitivity Analysis, and Validation Assessment of Hypersonic Double-Cone Flow SimulationsAIAA SciTech Forum
|
Abstract – 2018 Abstract | 2018 |
Solving classification problems using implicit Voronoi cells and local hyperplane samplingResearch Challenges and Opportunities at the interface of Machine Learning and Uncertainty Quantification |
Conference Paper – 2018 Conference Paper | 2018 |
A Validation Study for a Hypersonic Flow ModelASME Verification and Validation Symposium |
Conference Paper – 2018 Conference Paper | 2018 |
A Validation Study for a Hypersonic Flow ModelASME Verification and Validation Symposium
|
Abstract – 2018 Abstract | 2018 |
SNL ATDM Math Libraries ? Data Propagation Components2018 ECP Annual Meeting |
Display or Poster (non-conference) – 2018 Display or Poster (non-conference) | 2018 |
Multi-chain Markov chain Monte Carlo methods for computationally expensive modelsAmerican Geophysical Union |
Conference Paper – 2017 Conference Paper | 2017 |
Bayesian Inversion of Seismic and Electromagnetic Data for Marine Gas Reservoir Characterization Using Multi-chain Markov Chain Monte Carlo SamplingJournal of Applied Geophysics |
Journal Article – 2017 Journal Article | 2017 |
SAChES: Scalable Adaptive Chain-Ensemble Sampling |
SAND Report – 2017 SAND Report | 2017 |
Using a multi-chain Markov chain Monte Carlo method to calibrate a geoscientific modelamerican geophysical union, fall meeting |
Conference Paper – 2016 Conference Paper | 2016 |
On the Applicability of Surrogate-based MCMC-Bayesian Inversion to the Community Land Model: Case Studies at Flux Tower SitesJournal of Geophysical Research - Atmosphere |
Journal Article – 2016 Journal Article | 2016 |
A Parallel MCMC MethodProbabilistic Mechanics Conference |
Conference Paper – 2016 Conference Paper | 2016 |
An Uncertainty Quantification Framework for Land Models2016 Land Model Benchmarking Workshop |
Conference Paper – 2016 Conference Paper | 2016 |
A parallel Markov chain Monte Carlo method for calibrating computationally expensive modelsASME Verification & Validation Conference, 2016 |
Conference Paper – 2016 Conference Paper | 2016 |
Document Title | Type | Year |