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Yu-Chin Chan
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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
1712020
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, 1-30, 2019
682019
Robust topology optimization of multi-material lattice structures under material and load uncertainties
YC Chan, K Shintani, W Chen
Frontiers of Mechanical Engineering 14, 141-152, 2019
452019
Enhanced Gaussian process metamodeling and collaborative optimization for vehicle suspension design optimization
S Tao, K Shintani, R Bostanabad, YC Chan, G Yang, H Meingast, W Chen
ASME 2017 International Design Engineering Technical Conferences and …, 2017
442017
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, 2613-2628, 2020
412020
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
382021
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
312022
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
252022
Data-driven prediction of mechanical properties in support of rapid certification of additively manufactured alloys
F Yan, YC Chan, A Saboo, J Shah, GB Olson, W Chen
Computer Modeling in Engineering & Sciences 117 (3), 343-366, 2018
212018
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 (135), 2022
172022
Robust multi-material topology optimization for lattice structure under material uncertainties
K Shintani, YC Chan, W Chen
Advances in Structural and Multidisciplinary Optimization: Proceedings of …, 2018
142018
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
112023
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
112022
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
102024
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
32022
A novel gripper for multiaxial mechanical testing of microtubes at elevated temperatures
L Li, YC Chan, G Ngaile, T Hassan
Review of Scientific Instruments 91 (5), 2020
22020
Gaussian Process Emulation for Big Data in Data-Driven Metamaterials Design
R Bostanabad, YC Chan, L Wang, P Zhu, W Chen
International Design Engineering Technical Conferences and Computers and …, 2019
22019
Data-Driven and Diversity-Enhanced Design of Heterogeneous Multiscale Structures
YC Chan
NORTHWESTERN UNIVERSITY, 2022
12022
t-METASET: Tailoring Property Bias of Large-Scale Metamaterial Datasets through Active Learning
D Lee, YC Chan, WW Chen, L Wang, A van Beek, W Chen
arXiv preprint arXiv:2202.10565, 2022
12022
Enhancing Data-driven Multiscale Topology Optimization with Generalized De-homogenization
L Wang, Z Liu, D Da, YC Chan, W Chen, P Zhu
arXiv preprint arXiv:2112.02506, 2021
12021
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Articles 1–20