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Publication | Type | Year |
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Multiscale stochastic reduced-order model for uncertainty propagation using Fokker-Planck equation with microstructure evolution applicationsarXiv preprint |
Journal Article – 2020 Journal Article | 2020 |
WearGP: A UQ/ML wear prediction framework for slurry pump impellers and casingsAsme Fedsm 2020 |
Conference Paper – 2020 Conference Paper | 2020 |
Orthogonal polynomials defined by self-similar measures with overlapsExperimental Mathematics |
Journal Article – 2020 Journal Article | 2020 |
aphBO-2GP-3B: A budgeted asynchronously-parallel multi-acquisition for known/unknown constrained Bayesian optimization on high-performing computing architecturearXiv |
Journal Article – 2020 Journal Article | 2020 |
sMF-BO-2CoGP: A sequential multi-fidelity constrained Bayesian optimization framework for design applicationsASME Journal of Computing and Information Science in Engineering |
Journal Article – 2020 Journal Article | 2020 |
Linking process-structure-property via physics-based and data-driven approaches: Beyond forward computational materials scienceLouisiana State University - Seminar
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Presentation (non-conference) – 2020 Presentation (non-conference) | 2020 |
Materials informatics: data-driven, materials design, and uncertainty quantification perspectivesSNL 13th annual postdoc technical showcase |
Conference Paper – 2019 Conference Paper | 2019 |
WearGP: A machine learning wear prediction framework for slurry pump impellers and casings under different operating conditionsFluid Engineering Division Summer Meeting |
Conference Paper – 2019 Conference Paper | 2019 |
Moving Beyond Forward Simulation to Enable Data-informed Physics-based PredictionsColloquium at University of Colorado - Denver |
Presentation (non-conference) – 2019 Presentation (non-conference) | 2019 |
sBF-BO-2CoGP: A sequential bi-fidelity constrained Bayesian optimization for design applicationsInternational Design Engineering Technical Conferences & Computers and Information in Engineering Conference |
Conference Paper – 2019 Conference Paper | 2019 |
Data-driven high-fidelity 2D microstructure reconstruction via non-local patch-based image inpaintingActa Materialia |
Journal Article – 2019 Journal Article | 2019 |
A sequential bi-fidelity constrained Bayesian optimization for design applicationsASME International Design Engineering Technical Conferences & Computers and Information in Engineering Conference |
Conference Paper – 2019 Conference Paper | 2019 |
Using High Performance Computing to Enable Data-informed Multiscale Modeling with Applications to Additive MaterialsEngineering Mechanics Institute Conference |
Conference Paper – 2019 Conference Paper | 2019 |
A step towards a versatile Bayesian optimization: constrained, asynchronous batch-parallel, multi-fidelity, and mixed-integer extensionsMUMS Transition Workshop and SPUQ |
Conference Paper – 2019 Conference Paper | 2019 |
Toward a versatile Bayesian optimizationSAMSI - UQ for Materials workshop |
Presentation (non-conference) – 2019 Presentation (non-conference) | 2019 |
WearGP: A computationally efficient machine learning framework for local erosive wear predictions via nodal Gaussian processesWear |
Journal Article – 2019 Journal Article | 2019 |
Document Title | Type | Year |
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