DL-PDE: Deep-learning based data-driven discovery of partial differential equations from discrete and noisy data H Xu, H Chang, D Zhang arXiv preprint arXiv:1908.04463, 2019 | 90 | 2019 |
DLGA-PDE: Discovery of PDEs with incomplete candidate library via combination of deep learning and genetic algorithm H Xu, H Chang, D Zhang Journal of Computational Physics 418, 109584, 2020 | 81 | 2020 |
Deep-learning of parametric partial differential equations from sparse and noisy data H Xu, D Zhang, J Zeng Physics of Fluids 33 (3), 2021 | 55 | 2021 |
Symbolic genetic algorithm for discovering open-form partial differential equations (SGA-PDE) Y Chen, Y Luo, Q Liu, H Xu, D Zhang Physical Review Research 4 (2), 023174, 2022 | 48 | 2022 |
Deep-learning based discovery of partial differential equations in integral form from sparse and noisy data H Xu, D Zhang, N Wang Journal of Computational Physics 445, 110592, 2021 | 30 | 2021 |
Coexistence of superconductivity with partially filled stripes in the Hubbard model H Xu, CM Chung, M Qin, U Schollwöck, SR White, S Zhang Science 384 (6696), eadh7691, 2024 | 26 | 2024 |
Robust discovery of partial differential equations in complex situations H Xu, D Zhang Physical Review Research 3 (3), 033270, 2021 | 23 | 2021 |
High-throughput discovery of chemical structure-polarity relationships combining automation and machine-learning techniques H Xu, J Lin, Q Liu, Y Chen, J Zhang, Y Yang, MC Young, Y Xu, D Zhang, ... Chem 8 (12), 3202-3214, 2022 | 18 | 2022 |
Retention time prediction for chromatographic enantioseparation by quantile geometry-enhanced graph neural network H Xu, J Lin, D Zhang, F Mo Nature Communications 14 (1), 3095, 2023 | 17 | 2023 |
Discovery of partial differential equations from highly noisy and sparse data with physics-informed information criterion H Xu, J Zeng, D Zhang Research 6, 0147, 2023 | 13 | 2023 |
Deep learning discovery of macroscopic governing equations for viscous gravity currents from microscopic simulation data J Zeng, H Xu, Y Chen, D Zhang Computational Geosciences 27 (6), 987-1000, 2023 | 5 | 2023 |
High-throughput automated platform for thin layer chromatography analysis H Xu, D Zhang, F Mo STAR protocols 3 (4), 101893, 2022 | 5 | 2022 |
Worth of prior knowledge for enhancing deep learning H Xu, Y Chen, D Zhang Nexus 1 (1), 2024 | 4 | 2024 |
Semantic interpretation for convolutional neural networks: What makes a cat a cat? H Xu, Y Chen, D Zhang Advanced Science 9 (35), 2204723, 2022 | 1 | 2022 |