Haitao Liu
Title
Cited by
Cited by
Year
A survey of adaptive sampling for global metamodeling in support of simulation-based complex engineering design
H Liu, YS Ong, J Cai
Structural and Multidisciplinary Optimization 57 (1), 393-416, 2018
772018
When Gaussian process meets big data: A review of scalable GPs
H Liu, YS Ong, X Shen, J Cai
IEEE Transactions on Neural Networks and Learning Systems, 2020
572020
A robust error-pursuing sequential sampling approach for global metamodeling based on voronoi diagram and cross validation
S Xu, H Liu, X Wang, X Jiang
Journal of Mechanical Design 136 (7), 2014
432014
An adaptive sampling approach for kriging metamodeling by maximizing expected prediction error
H Liu, J Cai, YS Ong
Computers & Chemical Engineering 106, 171-182, 2017
352017
Remarks on multi-output Gaussian process regression
H Liu, J Cai, YS Ong
Knowledge-Based Systems, 1-20, 2018
292018
An adaptive Bayesian sequential sampling approach for global metamodeling
H Liu, S Xu, Y Ma, X Chen, X Wang
Journal of Mechanical Design 138 (1), 2016
242016
Sequential sampling designs based on space reduction
H Liu, S Xu, X Wang
Engineering Optimization 47 (7), 867-884, 2015
202015
Optimal weighted pointwise ensemble of radial basis functions with different basis functions
H Liu, S Xu, X Wang, J Meng, S Yang
AIAA Journal, 3117-3133, 2016
192016
Generalized robust Bayesian committee machine for large-scale Gaussian process regression
H Liu, J Cai, Y Wang, YS Ong
arXiv preprint arXiv:1806.00720, 2018
182018
A global optimization algorithm for simulation-based problems via the extended DIRECT scheme
H Liu, S Xu, X Wang, J Wu, Y Song
Engineering Optimization 47 (11), 1441-1458, 2015
182015
Global optimization of expensive black box functions using potential Lipschitz constants and response surfaces
H Liu, S Xu, Y Ma, X Wang
Journal of Global optimization 63 (2), 229-251, 2015
152015
Cope with diverse data structures in multi-fidelity modeling: A Gaussian process method
H Liu, YS Ong, J Cai, Y Wang
Engineering Applications of Artificial Intelligence, 211-225, 2017
142017
Constrained global optimization via a DIRECT-type constraint-handling technique and an adaptive metamodeling strategy
H Liu, S Xu, X Chen, X Wang, Q Ma
Structural and Multidisciplinary Optimization 55 (1), 155-177, 2017
132017
An adaptive RBF-HDMR modeling approach under limited computational budget
H Liu, JR Hervas, YS Ong, J Cai, Y Wang
Structural and Multidisciplinary Optimization 57 (3), 1233-1250, 2018
92018
Generalized radial basis function-based high-dimensional model representation handling existing random data
H Liu, X Wang, S Xu
Journal of Mechanical Design 139 (1), 2017
92017
Sampling strategies and metamodeling techniques for engineering design: comparison and application
H Liu, S Xu, X Wang
ASME Turbo Expo 2016: Turbomachinery technical conference and exposition, 2016
92016
A multi-response adaptive sampling approach for global metamodeling
H Liu, S Xu, X Wang, S Yang, J Meng
Proceedings of the Institution of Mechanical Engineers, Part C: Journal of …, 2018
82018
Fast Transfer Gaussian Process Regression with Large-Scale Sources
B Da, YS Ong, A Gupta, L Feng, H Liu
Knowledge-Based Systems, 2018
52018
Large-scale heteroscedastic regression via Gaussian process
H Liu, YS Ong, J Cai
IEEE Transactions on Neural Networks and Learning Systems, 2020
42020
Numerical investigation of the flow field and aerodynamic load on impellers in centrifugal compressor with different radial inlets
J Xin, X Wang, L Zhou, Z Ye, H Liu
ASME Turbo Expo 2016: Turbomachinery Technical Conference and Exposition, 2016
42016
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