Deep generative modeling for mechanistic-based learning and design of metamaterial systems L Wang, YC Chan, F Ahmed, Z Liu, P Zhu, W Chen Computer Methods in Applied Mechanics and Engineering 372, 113377, 2020 | 270 | 2020 |
Mechanical cloak via data-driven aperiodic metamaterial design L Wang, J Boddapati, K Liu, P Zhu, C Daraio, W Chen Proceedings of the National Academy of Sciences 119 (13), e2122185119, 2022 | 89 | 2022 |
Data-driven topology optimization with multiclass microstructures using latent variable Gaussian process L Wang, S Tao, P Zhu, W Chen Journal of Mechanical Design 143 (3), 031708, 2021 | 83 | 2021 |
Globally approximate gaussian processes for big data with application to data-driven metamaterials design R Bostanabad, YC Chan, L Wang, P Zhu, W Chen Journal of Mechanical Design 141 (11), 111402, 2019 | 75 | 2019 |
Data‐driven design for metamaterials and multiscale systems: a review D Lee, W Chen, L Wang, YC Chan, W Chen Advanced Materials 36 (8), 2305254, 2024 | 70 | 2024 |
Data-driven metamaterial design with Laplace-Beltrami spectrum as “shape-DNA” L Wang, YC Chan, Z Liu, P Zhu, W Chen Structural and multidisciplinary optimization 61 (6), 2613-2628, 2020 | 66 | 2020 |
Data-driven multiscale design of cellular composites with multiclass microstructures for natural frequency maximization L Wang, A van Beek, D Da, YC Chan, P Zhu, W Chen Composite Structures 280, 114949, 2022 | 54* | 2022 |
METASET: Exploring shape and property spaces for data-driven metamaterials design YC Chan, F Ahmed, L Wang, W Chen Journal of Mechanical Design 143 (3), 031707, 2021 | 53 | 2021 |
Data-driven and topological design of structural metamaterials for fracture resistance D Da, YC Chan, L Wang, W Chen Extreme Mechanics Letters 50, 101528, 2022 | 37 | 2022 |
Ultrastiff metamaterials generated through a multilayer strategy and topology optimization Y Liu, Y Wang, H Ren, Z Meng, X Chen, Z Li, L Wang, W Chen, Y Wang, ... Nature Communications 15 (1), 2984, 2024 | 33 | 2024 |
Remixing functionally graded structures: data-driven topology optimization with multiclass shape blending YC Chan, D Da, L Wang, W Chen Structural and Multidisciplinary Optimization 65 (5), 135, 2022 | 31 | 2022 |
3D chiral metamaterial modular design with highly-tunable tension-twisting properties W Xu, Z Liu, L Wang, P Zhu Materials Today Communications 30, 103006, 2022 | 31 | 2022 |
t-metaset: Task-aware acquisition of metamaterial datasets through diversity-based active learning D Lee, YC Chan, W Chen, L Wang, A van Beek, W Chen Journal of Mechanical Design 145 (3), 031704, 2023 | 25* | 2023 |
Scalable Gaussian processes for data-driven design using big data with categorical factors L Wang, S Yerramilli, A Iyer, D Apley, P Zhu, W Chen Journal of Mechanical Design 144 (2), 021703, 2022 | 23 | 2022 |
Generalized de-homogenization via sawtooth-function-based mapping and its demonstration on data-driven frequency response optimization L Wang, Z Liu, D Da, YC Chan, W Chen, P Zhu Computer Methods in Applied Mechanics and Engineering 395, 114967, 2022 | 22 | 2022 |
Physics-aware differentiable design of magnetically actuated kirigami for shape morphing L Wang, Y Chang, S Wu, RR Zhao, W Chen Nature Communications 14 (1), 8516, 2023 | 17 | 2023 |
General assembly rules for metamaterials with scalable twist effects W Xu, L Wang, Z Liu, P Zhu International Journal of Mechanical Sciences 259, 108579, 2023 | 12 | 2023 |
A latent variable approach for non-hierarchical multi-fidelity adaptive sampling YP Chen, L Wang, Y Comlek, W Chen Computer Methods in Applied Mechanics and Engineering 421, 116773, 2024 | 11 | 2024 |
t-METASET: task-aware generation of metamaterial datasets by diversity-based active learning D Lee, YC Chan, W Chen, L Wang, W Chen International Design Engineering Technical Conferences and Computers and …, 2022 | 7 | 2022 |
METASET: An automated data selection method for scalable data-driven design of metamaterials YC Chan, F Ahmed, L Wang, W Chen International Design Engineering Technical Conferences and Computers and …, 2020 | 5 | 2020 |