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Anton van Beek
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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
Systematic coarse-graining of epoxy resins with machine learning-informed energy renormalization
A Giuntoli, NK Hansoge, A van Beek, Z Meng, W Chen, S Keten
npj computational materials 7 (1), 168, 2021
242021
Scalable adaptive batch sampling in simulation-based design with heteroscedastic noise
A van Beek, UF Ghumman, J Munshi, S Tao, TY Chien, ...
Journal of Mechanical Design 143 (3), 031709, 2021
192021
Multi-model Bayesian optimization for simulation-based design
S Tao, A Van Beek, DW Apley, W Chen
Journal of Mechanical Design 143 (11), 111701, 2021
162021
Digital twins for the designs of systems: a perspective
A van Beek, V Nevile Karkaria, W Chen
Structural and Multidisciplinary Optimization 66 (3), 49, 2023
142023
Integration of normative decision-making and batch sampling for global metamodeling
A Van Beek, S Tao, M Plumlee, DW Apley, W Chen
Journal of Mechanical Design 142 (3), 031114, 2020
132020
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
Multiscale simulation of fiber composites with spatially varying uncertainties
R Bostanabad, B Liang, A van Beek, J Gao, WK Liu, J Cao, D Zeng, X Su, ...
Uncertainty Quantification in Multiscale Materials Modeling, 355-384, 2020
112020
Global emulation through normative decision making and thrifty adaptive batch sampling
A van Beek, S Tao, W Chen
International Design Engineering Technical Conferences and Computers and …, 2019
62019
Designing active layer of organic solar cells using multi-fidelity molecular simulations and spectral density function
UF Ghumman, A van Beek, J Munshi, TY Chien, G Balasubramanian, ...
Computational Materials Science 211, 111491, 2022
52022
Bayesian calibration of performance degradation in a gas turbine-driven compressor unit for prognosis health management
T Wei, A Van Beek, J Hao, H Zhang, W Chen
Journal of Engineering for Gas Turbines and Power 144 (5), 051014, 2022
52022
Scalable objective-driven batch sampling in simulation-based design for models with heteroscedastic noise
A Van Beek, U Farooq Ghumman, J Munshi, S Tao, TY Chien, ...
International Design Engineering Technical Conferences and Computers and …, 2020
42020
Bayesian Optimization for Simulation-Based Design of Multi-Model Systems
S Tao, A Van Beek, DW Apley, W Chen
International Design Engineering Technical Conferences and Computers and …, 2020
32020
Heuristics-enhanced model fusion considering incomplete data using kriging models
A Beek, M Li, C Ren
Journal of Mechanical Design 140 (2), 021403, 2018
32018
A decision-centric perspective on evolving cyber-physical-social systems: effectiveness, group value, and opportunities
A van Beek
International Design Engineering Technical Conferences and Computers and …, 2022
22022
Multiscale reduced-order modeling of fused filament fabricated composites
S Mojumder, A van Beek, Z Islam, D Qian, WK Liu
arXiv preprint arXiv:2209.02642, 2022
12022
Machine learning parametrization of a coarse-grained epoxy model at varying crosslink density
A Giuntoli, N Hansoge, A van Beek, Z Meng, W Chen, S Keten
APS March Meeting Abstracts 2022, W16. 012, 2022
12022
SDF-Based Inverse Process Design of Solar Cells Using Molecular Dynamics Simulations
UF Ghumman, A van Beek, J Munshi, TY Chien, G Balasubramanian, ...
International Design Engineering Technical Conferences and Computers and …, 2021
12021
Optimization for large or linear tunable stiffness control with a concentric circular tapered beam design
S Johnson, A Van Beek, Z Qaiser, L Kang
International Design Engineering Technical Conferences and Computers and …, 2017
12017
Tolerance Allocation and Calibration With Limited Empirical Data
A v. Beek, M Li
International Design Engineering Technical Conferences and Computers and …, 2016
12016
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Articles 1–20