Kailai Xu

Learning constitutive relations from indirect observations using deep neural networks

Daniel Zhengyu Huang, Kailai Xu, Charbel Farhat et al. · Journal of Computational Physics · 2020 · 171 citations · Full text

Natural Language Processing, Structured Prediction, Deep Neural Networks +9

Learning constitutive relations using symmetric positive definite neural networks

Kailai Xu, Daniel Zhengyu Huang, Eric Darve · Journal of Computational Physics · 2021 · 164 citations · Full text

Natural Language Processing, Engineering, Machine Learning +6

Integrating deep neural networks with full-waveform inversion: Reparameterization, regularization, and uncertainty quantification

Weiqiang Zhu, Kailai Xu, Eric Darve et al. · Geophysics · 2021 · 91 citations · Full text

A general approach to seismic inversion with automatic differentiation

Weiqiang Zhu, Kailai Xu, Eric Darve et al. · Computers & Geosciences · 2021 · 83 citations · Full text

Numerical Analysis, Earthquake Engineering, Engineering +6

Coupled Time‐Lapse Full‐Waveform Inversion for Subsurface Flow Problems Using Intrusive Automatic Differentiation

Dongzhuo Li, Kailai Xu, Jerry M. Harris et al. · Water Resources Research · 2020 · 67 citations · Full text

Numerical Analysis, Engineering, Rock Physics Level +17