Khachik Sargsyan

University of Michigan — United States

Decision Sciences · Social Sciences

27h-index2.5kcitations284works1.92yr avg
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Research Topics

Probabilistic and Robust Engineering Design(59), Fault Detection and Control Systems(19), Model Reduction and Neural Networks(17), Machine Learning in Materials Science(17), Neural Networks and Applications(15)

Publications284 total

Real-time physics-aware battery health monitoring from partial charging profiles via physics-informed neural networks
eTransportation·2026
A Novel Framework to Project the Permafrost Fate With Explicit Quantification of Soil Property and Future Climate Uncertainties
Journal of Geophysical Research Earth Surface·2025Open Access
The Energy Exascale Earth System Model Version 3: 1. Overview of the Atmospheric Component
Journal of Advances in Modeling Earth Systems·2025· 3 citedOpen Access
Bayesian Calibration of UO <sub>2</sub> Creep Rates as a Tool for Accelerated Fuel Qualification
Nuclear Technology·2025· 1 cited
Mechanistic Multiscale Uncertainty Propagation in Support of Accelerated Fuel Qualification
Nuclear Technology·2025· 5 cited
The Energy Exascale Earth System Model Version 3. Part I: Overview of the Atmospheric Component
2025· 6 citedOpen Access
Coupled Lake‐Atmosphere‐Land Physics Uncertainties in a Great Lakes Regional Climate Model
Journal of Advances in Modeling Earth Systems·2025Open Access
Polynomial Chaos Surrogate Construction for Random Fields with Parametric Uncertainty
SIAM/ASA Journal on Uncertainty Quantification·2025· 5 citedOpen Access
Uncertainty Quantification and Calibration of the E3SM Land Model using an Embedded Model Error Approach
2024Open Access
Surrogate construction via weight parameterization of residual neural networks
Computer Methods in Applied Mechanics and Engineering·2024· 5 citedOpen Access
A Lake Biogeochemistry Model for Global Methane Emissions: Model Development, Site‐Level Validation, and Global Applicability
Journal of Advances in Modeling Earth Systems·2024· 10 citedOpen Access
Surrogate-based calibration for the quasi-biennial oscillation
2024Open Access
Dimensionality Reduction for Quasi-Biennial Oscillation Data
2024Open Access
Surrogate-accelerated multi-objective optimization for improving the QBO
2024Open Access
Python UQ Workflows Progress [Poster]
2024Open Access
Active learning for SNAP interatomic potentials via Bayesian predictive uncertainty
Computational Materials Science·2024· 3 citedOpen Access
Quantification of modeling uncertainty in the Rayleigh damping model
Earthquake Engineering & Structural Dynamics·2024· 4 citedOpen Access
Performance‐based earthquake early warning for tall buildings
Earthquake Spectra·2024· 2 citedOpen Access
Coupled Lake-Atmosphere-Land Physics Uncertainties in a Great Lakes Regional Climate Model
2024· 4 citedOpen Access
Reduced-Dimensional Neural Network Surrogate Construction for the E3SM Land Model
2024Open Access
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Frequent Co-authors

Habib N. Najm(26), Bert Debusschere(19), Cosmin Safta(16), Daniel Ricciuto(5), Kenny Chowdhary(5), Francesco Rizzi(4), Peter Thornton(3), Charles R. Doering(3), Michael Eldred(3), V. Y. Ivanov(3), M. C. Dwelle(3), Jongho Kim(3), Maher Salloum(3), Helgi Adalsteinsson(3), Omar Knio(3), Katrín Blöndal(3), C. Franklin Goldsmith(3), Laura Swiler(3), Olivier Le Maı̂tre(3), Eric Hermes(3)