S
Zodix
Study
Academic Library
Search
Dashboard
Shelves
Open access
My library
Inbox
Notes
Write
Learn
Alerts
More
Ask your library
Notifications
Quick cite
Review
Search or jump to…
⌘K
Michael D. Shields · Study
Home
/
Author
Michael D. Shields
34 works
· latest 2024
· 2 institutions
cluster: provisional
ORCID 0000-0003-1370-6785
Follow
Suggest an ORCID correction
h-index
24
i10
34
Citations
2,113
Works here
34
11
12
13
14
15
16
17
18
19
20
21
22
23
24
Most cited in this library
The generalization of Latin hypercube sampling
2015 · 656 citations
A simple and efficient methodology to approximate a general non-Gaussian stationary stochastic process by a translation process
2011 · 168 citations
Refined Stratified Sampling for efficient Monte Carlo based uncertainty quantification
2015 · 122 citations
On the quantification and efficient propagation of imprecise probabilities resulting from small datasets
2017 · 97 citations
UQpy: A general purpose Python package and development environment for uncertainty quantification
2020 · 94 citations
Works
34 shown
The Spectral Representation Method: A framework for simulation of stochastic processes, fields, and waves
Reliability Engineering & System Safety
·
2024
·
2 authors
47
citations
Reliability analysis of complex systems using subset simulations with Hamiltonian Neural Networks
Structural Safety
·
2024
·
5 authors
·
Open access
22
citations
On active learning for Gaussian process-based global sensitivity analysis
Reliability Engineering & System Safety
·
2024
·
6 authors
·
Open access
32
citations
Simulation of non-Gaussian wind field as a 3rd-order stochastic wave
Reliability Engineering & System Safety
·
2024
·
2 authors
·
Open access
22
citations
UQpy v4.1: Uncertainty quantification with Python
SoftwareX
·
2023
·
11 authors
·
other
·
Open access
19
citations
Active learning with multifidelity modeling for efficient rare event simulation
Journal of Computational Physics
·
2022
·
7 authors
·
Open access
39
citations
Reliability estimation of an advanced nuclear fuel using coupled active learning, multifidelity modeling, and subset simulation
Reliability Engineering & System Safety
·
2022
·
10 authors
·
Open access
33
citations
Data-driven uncertainty quantification in computational human head models
Computer Methods in Applied Mechanics and Engineering
·
2022
·
9 authors
·
Open access
14
citations
Variance-based adaptive sequential sampling for Polynomial Chaos Expansion
Computer Methods in Applied Mechanics and Engineering
·
2021
·
4 authors
53
citations
Probabilistic Modeling of Discrete Structural Response with Application to Composite Plate Penetration Models
Journal of Engineering Mechanics
·
2021
·
6 authors
·
Open access
13
citations
3rd-order Spectral Representation Method: Simulation of multi-dimensional random fields and ergodic multi-variate random processes with fast Fourier transform implementation
Probabilistic Engineering Mechanics
·
2021
·
2 authors
·
Open access
20
citations
Subset simulation for problems with strongly non-Gaussian, highly anisotropic, and degenerate distributions
Computers & Structures
·
2020
·
3 authors
31
citations
UQpy: A general purpose Python package and development environment for uncertainty quantification
Journal of Computational Science
·
2020
·
6 authors
·
other
·
Open access
94
citations
Imprecise global sensitivity analysis using bayesian multimodel inference and importance sampling
Mechanical Systems and Signal Processing
·
2020
·
3 authors
·
Open access
28
citations
On the quantification and efficient propagation of imprecise probabilities with copula dependence
International Journal of Approximate Reasoning
·
2020
·
2 authors
·
Open access
25
citations
On the usefulness of gradient information in surrogate modeling: Application to uncertainty propagation in composite material models
Probabilistic Engineering Mechanics
·
2020
·
5 authors
·
Open access
24
citations
Simulation of wind velocity time histories on long span structures modeled as non-Gaussian stochastic waves
Probabilistic Engineering Mechanics
·
2020
·
4 authors
33
citations
Reliability Analysis Using Adaptive Kriging Surrogates with Multimodel Inference
ASCE-ASME Journal of Risk and Uncertainty in Engineering Systems Part A Civil Engineering
·
2019
·
2 authors
38
citations
Efficient global sensitivity analysis for flow-induced vibration of a nuclear reactor assembly using Kriging surrogates
Nuclear Engineering and Design
·
2018
·
3 authors
·
Open access
23
citations
Efficient Monte Carlo resampling for probability measure changes from Bayesian updating
Probabilistic Engineering Mechanics
·
2018
·
2 authors
·
Open access
24
citations
Stochastic collocation approach with adaptive mesh refinement for parametric uncertainty analysis
Journal of Computational Physics
·
2018
·
5 authors
·
Open access
27
citations
Uncertainty quantification for complex systems with very high dimensional response using Grassmann manifold variations
Journal of Computational Physics
·
2018
·
2 authors
·
Open access
16
citations
Adaptive Monte Carlo analysis for strongly nonlinear stochastic systems
Reliability Engineering & System Safety
·
2018
·
1 author
·
Open access
24
citations
The effect of prior probabilities on quantification and propagation of imprecise probabilities resulting from small datasets
Computer Methods in Applied Mechanics and Engineering
·
2018
·
2 authors
·
Open access
37
citations
On the quantification and efficient propagation of imprecise probabilities resulting from small datasets
Mechanical Systems and Signal Processing
·
2017
·
2 authors
·
Open access
97
citations
Surrogate-enhanced stochastic search algorithms to identify implicitly defined functions for reliability analysis
Structural Safety
·
2016
·
2 authors
45
citations
REFINED LATINIZED STRATIFIED SAMPLING: A ROBUST SEQUENTIAL SAMPLE SIZE EXTENSION METHODOLOGY FOR HIGH-DIMENSIONAL LATIN HYPERCUBE AND STRATIFIED DESIGNS
International Journal for Uncertainty Quantification
·
2016
·
1 author
14
citations
The generalization of Latin hypercube sampling
Reliability Engineering & System Safety
·
2015
·
2 authors
·
Open access
656
citations
Modeling strongly non-Gaussian non-stationary stochastic processes using the Iterative Translation Approximation Method and Karhunen–Loève expansion
Computers & Structures
·
2015
·
2 authors
93
citations
Refined Stratified Sampling for efficient Monte Carlo based uncertainty quantification
Reliability Engineering & System Safety
·
2015
·
4 authors
·
Open access
122
citations
Mapping model validation metrics to subject matter expert scores for model adequacy assessment
Reliability Engineering & System Safety
·
2014
·
4 authors
22
citations
Estimation of evolutionary spectra for simulation of non-stationary and non-Gaussian stochastic processes
Computers & Structures
·
2013
·
2 authors
71
citations
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
Probabilistic Engineering Mechanics
·
2012
·
2 authors
87
citations
A simple and efficient methodology to approximate a general non-Gaussian stationary stochastic process by a translation process
Probabilistic Engineering Mechanics
·
2011
·
3 authors
168
citations