Z
Zhong-Hua Han
Researcher at Northwestern Polytechnical University
Publications - 89
Citations - 2385
Zhong-Hua Han is an academic researcher from Northwestern Polytechnical University. The author has contributed to research in topics: Airfoil & Surrogate model. The author has an hindex of 21, co-authored 81 publications receiving 1746 citations. Previous affiliations of Zhong-Hua Han include German Aerospace Center & Northwestern Polytechnic University.
Papers
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Journal ArticleDOI
Improving variable-fidelity surrogate modeling via gradient-enhanced kriging and a generalized hybrid bridge function
TL;DR: It is shown that the gradient-enhanced GHBF proposed in this paper is very promising and can be used to significantly improve the efficiency, accuracy and robustness of VFM in the context of aero-loads prediction.
Journal ArticleDOI
Hierarchical Kriging Model for Variable-Fidelity Surrogate Modeling
Zhong-Hua Han,Stefan Görtz +1 more
TL;DR: It is observed that hierarchical kriging provides a more reasonable mean-squared-error estimation than traditional cokriging and can be applied to the efficient aerodynamic analysis and shape optimization of aircraft or anywhere where computer codes of varying fidelity are in use.
Journal ArticleDOI
Alternative Cokriging Method for Variable-Fidelity Surrogate Modeling
TL;DR: The developed cokriging method is validated against an analytical problem and applied to construct global approximation models of the aerodynamic coefficients as well as the drag polar of an RAE 2822 airfoil.
Proceedings ArticleDOI
A New Cokriging Method for Variable-Fidelity Surrogate Modeling of Aerodynamic Data
TL;DR: The developed cokriging method is validated against an analytical problem and applied to construct global approximation models of the aerodynamic coefficients as well as the drag polar of an RAE 2822 airfoil based on sampled CFD data, showing it is efficient, robust and practical for the surrogate modeling of aerodynamic data based on a set of CFD methods with varying degrees of fidelity and computational expense.
Book ChapterDOI
Surrogate-Based Optimization
Zhong-Hua Han,Ke-Shi Zhang +1 more
TL;DR: This chapter aims to give an overview of existing surrogate modeling techniques and issues about how to use them for optimization.