Michael D. Shields
Scholar

Michael D. Shields

Google Scholar ID: hc85Ll0AAAAJ
Johns Hopkins University
uncertainty quantificationcomputational mechanicsstochastic processes
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Citations & Impact
All-time
Citations
3,127
 
H-index
29
 
i10-index
72
 
Publications
20
 
Co-authors
59
list available
Contact
No contact links provided.
Publications
11 items
$φ-$DeepONet: A Discontinuity Capturing Neural Operator
2026
Cited
0
Physics-constrained Gaussian Processes for Predicting Shockwave Hugoniot Curves
arXiv.org · 2026
Cited
1
Physics-Informed Gaussian Process Regression for the Constitutive Modeling of Concrete: A Data-Driven Improvement to Phenomenological Models
arXiv.org · 2026
Cited
0
Physics-informed Polynomial Chaos Expansion with Enhanced Constrained Optimization Solver and D-optimal Sampling
2025
Cited
0
A Physics-informed Multi-resolution Neural Operator
2025
Cited
0
Polynomial Chaos Expansion for Operator Learning
2025
Cited
0
Accelerating Hamiltonian Monte Carlo for Bayesian Inference in Neural Networks and Neural Operators
2025
Cited
0
Joint space-time wind field data extrapolation and uncertainty quantification using nonparametric Bayesian dictionary learning
2025
Cited
0
Resume (English only)
Research Experience
  • - Professor at the Department of Civil and Systems Engineering, Johns Hopkins University
  • - Leads the Shields Uncertainty Research Group (SURG) conducting fundamental research including efficient sampling methods, surrogate modeling methods, scientific machine learning models, reliability and probability of failure analysis, etc.
Background
  • - Research Interests: Uncertainty Quantification (UQ), Scientific Machine Learning (SciML), Probabilistic Modeling for Engineering Systems
  • - Specialties: Materials Modeling, Natural Hazards Modeling, Risk and Reliability Analysis, Blast, Shock, and Impact Analysis, Biomechanics and Biomaterials, Nuclear Structures and Materials
Co-authors
59 total
Dimitris G Giovanis
Dimitris G Giovanis
Assistant Research Professor, John Hopkins University, Civil Engineering
Jiaxin Zhang
Jiaxin Zhang
Intuit AI Research; Oak Ridge National Lab; Johns Hopkins University
Co-author 3
Co-author 3
Co-author 4
Co-author 4
Somdatta Goswami
Somdatta Goswami
Assistant Professor, Civil and Systems Engineering, Johns Hopkins University
Co-author 6
Co-author 6
Co-author 7
Co-author 7
Mohit Singh Chauhan
Mohit Singh Chauhan
Sr Data Scientist, CVS Health