Publications

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Journal articles

Bayesian identification of fibrous insulation thermal conductivity towards design of spacecraft thermal protection systems

Alex Alberts, Akshay Jacob Thomas, Kamran Daryabeigi, and Ilias Bilionis

Acta Materialia, 318, 122613 (2026).

Article arXiv

Modeling diesel output particulate matter as the Ornstein-Uhlenbeck process

Maxwell Bolt, Alex Alberts, Akash S. Desai, Peter Meckl, and Ilias Bilionis

International Journal of Engine Research (2026).

Article arXiv

An interpretation of the Brownian bridge as a physics-informed prior for the Poisson equation

Alex Alberts and Ilias Bilionis

SIAM/ASA Journal on Uncertainty Quantification, 14(3), 1008–1044 (2026).

Article arXiv

Bayesian neural networks with interpretable priors from Mercer kernels

Alex Alberts and Ilias Bilionis

Computer Methods in Applied Mechanics and Engineering, 455, 118896 (2026).

Article arXiv

Bayesian reconstruction of intake manifold dynamics with parameter calibration

Alex Alberts, Akash S. Desai, Ilias Bilionis, and Peter Meckl

ASME Journal of Verification, Validation and Uncertainty Quantification (2025).

Article

Physics-informed information field theory for modeling physical systems with uncertainty quantification

Alex Alberts and Ilias Bilionis

Journal of Computational Physics, 486, 112100 (2023).

Article arXiv

Preprints

Uniqueness of MAP estimates for inverse problems under information field theory

Alex Alberts and Ilias Bilionis

arXiv:2401.14224 (2024).

arXiv