Следене
Michael D. Shields
Заглавие
Позовавания
Позовавания
Година
The generalization of Latin hypercube sampling
MD Shields, J Zhang
Reliability Engineering & System Safety 148, 96-108, 2016
5122016
A simple and efficient methodology to approximate a general non-Gaussian stationary stochastic process by a translation process
MD Shields, G Deodatis, P Bocchini
Probabilistic Engineering Mechanics 26 (4), 511-519, 2011
1952011
Refined stratified sampling for efficient Monte Carlo based uncertainty quantification
MD Shields, K Teferra, A Hapij, RP Daddazio
Reliability Engineering and System Safety 142, 310-325, 2015
1422015
Bayesian neural networks for uncertainty quantification in data-driven materials modeling
A Olivier, MD Shields, L Graham-Brady
Computer Methods in Applied Mechanics and Engineering 386, 114079, 2021
1282021
Deep transfer operator learning for partial differential equations under conditional shift
S Goswami, K Kontolati, MD Shields, GE Karniadakis
Nature Machine Intelligence 4 (12), 1155-1164, 2022
1242022
On the quantification and efficient propagation of imprecise probabilities resulting from small datasets
J Zhang, MD Shields
Mechanical Systems and Signal Processing 98, 465-483, 2018
1062018
Modeling strongly non-Gaussian non-stationary stochastic processes using the Iterative Translation Approximation Method and Karhunen–Loève expansion
H Kim, MD Shields
Computers & Structures 161, 31-42, 2015
982015
UQpy: A general purpose Python package and development environment for uncertainty quantification
A Olivier, D Giovanis, BS Aakash, M Chauhan, L Vandanapu, MD Shields
Journal of Computational Science 47, 101204, 2020
892020
A simple and efficient methodology to approximate a general non-Gaussian stationary stochastic vector process by a translation process with applications in wind velocity simulation
MD Shields, G Deodatis
Probabilistic Engineering Mechanics 31, 19-29, 2013
882013
Estimation of evolutionary spectra for simulation of non-stationary and non-Gaussian stochastic processes
MD Shields, G Deodatis
Computers & Structures 126, 149-163, 2013
742013
Cohesive zone modeling and calibration for mode I tearing of large ductile plates
PB Woelke, MD Shields, JW Hutchinson
Engineering Fracture Mechanics 147, 293-305, 2015
702015
Simulations of ductile fracture in an idealized ship grounding scenario using phenomenological damage and cohesive zone models
PB Woelke, MD Shields, NN Abboud, JW Hutchinson
Computational Materials Science 80, 79-95, 2013
592013
Surrogate-enhanced stochastic search algorithms to identify implicitly defined functions for reliability analysis
VS Sundar, MD Shields
Structural Safety 62, 1-11, 2016
552016
Data-driven surrogates for high dimensional models using Gaussian process regression on the Grassmann manifold
DG Giovanis, MD Shields
Computer Methods in Applied Mechanics and Engineering 370, 113269, 2020
542020
Topology optimization for linear stationary stochastic dynamics: Applications to frame structures
M Zhu, Y Yang, JK Guest, MD Shields
Structural Safety 67, 116-131, 2017
532017
Coarse graining atomistic simulations of plastically deforming amorphous solids
AR Hinkle, CH Rycroft, MD Shields, ML Falk
Physical Review E 95 (5), 053001, 2017
522017
On the influence of over-parameterization in manifold based surrogates and deep neural operators
K Kontolati, S Goswami, MD Shields, GE Karniadakis
Journal of Computational Physics 479, 112008, 2023
512023
A survey of unsupervised learning methods for high-dimensional uncertainty quantification in black-box-type problems
K Kontolati, D Loukrezis, DG Giovanis, L Vandanapu, MD Shields
Journal of Computational Physics 464, 111313, 2022
512022
Variance-based adaptive sequential sampling for Polynomial Chaos Expansion
L Novák, M Vořechovský, V Sadílek, MD Shields
Computer Methods in Applied Mechanics and Engineering 386, 114105, 2021
492021
Manifold learning-based polynomial chaos expansions for high-dimensional surrogate models
K Kontolati, D Loukrezis, KRM dos Santos, DG Giovanis, MD Shields
International Journal for Uncertainty Quantification 12 (4), 2022
452022
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Статии 1–20