Scholar
Xun Huan
Google Scholar ID: QlwjXA0AAAAJ
Associate Professor of Mechanical Engineering, University of Michigan
Uncertainty Quantification
Optimal Experimental Design
Bayesian Methods
Machine Learning
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Citations & Impact
All-time
Citations
1,998
H-index
22
i10-index
41
Publications
20
Co-authors
134
list available
Publications
13 items
Matching Urban Flood Sensor Placement to Monitoring Objectives Using Bayesian Optimal Experimental Design
2026
Cited
0
Variational Goal-Oriented Optimal Experimental Design for Mixed-Distribution Quantities of Interest: Application to Ship Roll Safety
2026
Cited
0
Bayesian Variational System Identification with Weak-Form Residual Likelihoods
2026
Cited
0
Amortized Variational Inference for Joint Posterior and Predictive Distributions in Bayesian Uncertainty Quantification
2026
Cited
0
Mean--Variance Risk-Aware Bayesian Optimal Experimental Design for Nonlinear Models
2026
Cited
0
Bifidelity Karhunen-Lo`eve Expansion Surrogate with Active Learning for Random Fields
2025
Cited
0
Optimal Stopping for Sequential Bayesian Experimental Design
2025
Cited
0
Bayesian Covariance Uncertainty for Adaptive Pilot-Sampling Termination in Multi-fidelity Uncertainty Quantification
2025
Cited
0
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Co-authors
9 total
Youssef Marzouk
Professor, Massachusetts Institute of Technology
Habib Najm
Sandia National Laboratories
Cosmin Safta
Sandia National Labs
Khachik Sargsyan
Sandia National Laboratories
Krishna Garikipati
Professor of Aerospace and Mechanical Engineering and Mathematics, University of Southern California
Nikola Banovic
Associate Professor at the University of Michigan, Ann Arbor
Roger Ghanem
Professor Civil Engineering, University of Southern California
Nicolas R. Gauger
Professor, Chair for Scientific Computing, University of Kaiserslautern - Landau
