Christophe Bonneville

Publication Activity (10 Years)

Years Active: 2020-2024
Publications (10 Years): 8

Top Topics

Gaussian Process

Top Venues

J. Comput. Phys. X

Reliab. Eng. Syst. Saf.

Publications

Christophe Bonneville, Xiaolong He, April Tran, Jun Sur Richard Park, William Fries, Daniel A. Messenger, Siu Wun Cheung, Yeonjong Shin, David M. Bortz, Debojyoti Ghosh, Jiun-Shyan Chen, Jonathan L. Belof, Youngsoo Choi
A Comprehensive Review of Latent Space Dynamics Identification Algorithms for Intrusive and Non-Intrusive Reduced-Order-Modeling. CoRR (2024)
Christophe Bonneville, Nathan Bieberdorf, Arun Hegde, Mark Asta, Habib N. Najm, Laurent Capolungo, Cosmin Safta
Accelerating Phase Field Simulations Through a Hybrid Adaptive Fourier Neural Operator with U-Net Backbone. CoRR (2024)
Christophe Bonneville, Youngsoo Choi, Debojyoti Ghosh, Jonathan L. Belof
GPLaSDI: Gaussian Process-based Interpretable Latent Space Dynamics Identification through Deep Autoencoder. CoRR (2023)
Christophe Bonneville, Youngsoo Choi, Debojyoti Ghosh, Jonathan L. Belof
Data-Driven Autoencoder Numerical Solver with Uncertainty Quantification for Fast Physical Simulations. CoRR (2023)
Christophe Bonneville, Christopher J. Earls
Bayesian deep learning for partial differential equation parameter discovery with sparse and noisy data. J. Comput. Phys. X 16 (2022)
Christophe Bonneville, Christopher J. Earls
Bayesian Deep Learning for Partial Differential Equation Parameter Discovery with Sparse and Noisy Data. CoRR (2021)
Christophe Bonneville, Maxwell Jenquin, Juan Londono, Alex Kelly, Jeffrey Cipolla, Christopher J. Earls
Gaussian processes for shock test emulation. Reliab. Eng. Syst. Saf. 212 (2021)
Wensi Wu, Christophe Bonneville, Christopher J. Earls
A Principled Approach to Design Using High Fidelity Fluid-Structure Interaction Simulations. CoRR (2020)