Hongwei Guo

An energy approach to the solution of partial differential equations in computational mechanics via machine learning: Concepts, implementation and applications

Esteban Samaniego, Cosmin Anitescu, Somdatta Goswami et al. · Computer Methods in Applied Mechanics and Engineering · 2020 · 1.9K citations · Full text

Engineering, Computational Engineering, Computer Science +17

Deep autoencoder based energy method for the bending, vibration, and buckling analysis of Kirchhoff plates with transfer learning

Xiaoying Zhuang, Hongwei Guo, Naif Alajlan et al. · European Journal of Mechanics - A/Solids · 2021 · 408 citations · Full text

Engineering, Computational Engineering, Mechanical Engineering +14

Stochastic deep collocation method based on neural architecture search and transfer learning for heterogeneous porous media

Hongwei Guo, Xiaoying Zhuang, Pengwan Chen et al. · Engineering With Computers · 2022 · 98 citations · Full text

Natural Resources, Earth Sciences, Hydrology +17

Machine-learning-driven on-demand design of phononic beams

Liangshu He, Hongwei Guo, Yabin Jin et al. · Science China Physics Mechanics and Astronomy · 2021 · 79 citations

Engineering, Computer Science, Mechanical Engineering +14

Analysis of three-dimensional potential problems in non-homogeneous media with physics-informed deep collocation method using material transfer learning and sensitivity analysis

Hongwei Guo, Xiaoying Zhuang, Pengwan Chen et al. · Engineering With Computers · 2022 · 74 citations · Full text

Natural Sciences, Mathematics, Physics +17