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Siyu Tao
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High damage tolerance of electrochemically lithiated silicon
X Wang, F Fan, J Wang, H Wang, S Tao, A Yang, Y Liu, H Beng Chew, ...
Nature communications 6 (1), 1-7, 2015
1152015
A latent variable approach to Gaussian process modeling with qualitative and quantitative factors
Y Zhang, S Tao, W Chen, DW Apley
Technometrics 62 (3), 291-302, 2020
602020
Leveraging the nugget parameter for efficient Gaussian process modeling
R Bostanabad, T Kearney, S Tao, DW Apley, W Chen
International journal for numerical methods in engineering 114 (5), 501-516, 2018
562018
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
International Design Engineering Technical Conferences and Computers andá…, 2017
382017
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), 2021
282021
Data-centric mixed-variable Bayesian optimization for materials design
A Iyer, Y Zhang, A Prasad, S Tao, Y Wang, L Schadler, LC Brinson, ...
International Design Engineering Technical Conferences and Computers andá…, 2019
192019
Nonuniform wind farm layout optimization: A state-of-the-art review
S Tao, Q Xu, A Feijˇo, G Zheng, J Zhou
Energy 209, 118339, 2020
162020
Input mapping for model calibration with application to wing aerodynamics
S Tao, DW Apley, W Chen, A Garbo, DJ Pate, BJ German
AIAA journal 57 (7), 2734-2745, 2019
132019
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), 2021
92021
Enhanced collaborative optimization using alternating direction method of multipliers
S Tao, K Shintani, G Yang, H Meingast, DW Apley, W Chen
Structural and Multidisciplinary Optimization 58 (4), 1571-1588, 2018
92018
Multi-model Bayesian optimization for simulation-based design
S Tao, A Van Beek, DW Apley, W Chen
Journal of Mechanical Design 143 (11), 2021
72021
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
72020
Data centric nanocomposites design via mixed-variable Bayesian optimization
A Iyer, Y Zhang, A Prasad, P Gupta, S Tao, Y Wang, P Prabhune, ...
Molecular Systems Design & Engineering 5 (8), 1376-1390, 2020
72020
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 andá…, 2020
42020
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 andá…, 2019
42019
Data-driven multiscale topology optimization using multi-response latent variable Gaussian process
L Wang, S Tao, P Zhu, W Chen
International design engineering technical conferences and computers andá…, 2020
32020
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 andá…, 2020
12020
Latent variable Gaussian process models: A rank‐based analysis and an alternative approach
S Tao, DW Apley, M Plumlee, W Chen
International Journal for Numerical Methods in Engineering 122 (15), 4007-4026, 2021
2021
Multidisciplinary and Dynamic Decisions in Simulation-Based Design
S Tao
Northwestern University, 2020
2020
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Articles 1–19