Flow field modeling of airfoil based on convolutional neural networks from transform domain perspective

J Hu, W Zhang - Aerospace Science and Technology, 2023 - Elsevier
For complex flow problems such as wall-bounded turbulence with multi-scale and strongly
nonlinear characteristics, the non-orthogonal and non-uniform meshes commonly used in …

Aerodynamic optimization of a transonic fan rotor by blade sweeping using adaptive Gaussian process

J Luo, Z Fu, Y Zhang, W Fu, J Chen - Aerospace Science and Technology, 2023 - Elsevier
Due to its easy implementation and comprehensive applicability, surrogate model has been
widely used in the aerodynamic design optimization (ADO) of turbomachinery blades …

A fast computational method for internal temperature field in Oil-Immersed power transformers

G Liu, W Hu, S Hao, C Gao, Y Liu, W Wu, L Li - Applied Thermal …, 2024 - Elsevier
In order to improve the computational efficiency of the steady-state temperature rise of oil-
immersed power transformer windings, this paper proposes a temperature field reduced …

Statistical evaluation of performance impact of manufacturing variability by an adjoint method

J Luo, F Liu - Aerospace Science and Technology, 2018 - Elsevier
Statistical evaluations of the aerodynamic performance changes due to the manufacturing
variability for a turbine blade using the first order (FO) and second order (SO) sensitivities …

Analysis of tip leakage flow unsteadiness in a transonic turbine cascade using data-driven modal decomposition methods

Y Yang, H Ma - Physics of Fluids, 2022 - pubs.aip.org
The evolution of tip leakage flow and subsequent vortical structures is accompanied by
inherent unsteadiness. This paper presents a novel characterization for the unsteady …

Design optimization of the last stage of a 4.5-stage compressor using a POD-based hybrid model

J Luo - Aerospace Science and Technology, 2018 - Elsevier
The paper presents a hybrid model method based on proper orthogonal decomposition
(POD) and its application to aerodynamic design optimization of the last stage of a low …

Efficient aerodynamic shape optimization with the metric-based POD parameterization method

C Zhang, Y Duan, H Chen, J Lin, X Xu, G Wang… - Structural and …, 2023 - Springer
This paper presents an efficient aerodynamic shape optimization (ASO) method with the
metric-based Proper orthogonal decomposition (POD) parameterization method. The …

Aerodynamic shape optimization using a physics-informed hot-start method combined with modified metric-based proper orthogonal decomposition

C Zhang, H Chen, X Xu, Y Duan, G Wang - Physics of Fluids, 2024 - pubs.aip.org
Aerodynamic shape optimization based on computational fluid dynamics still has a huge
demand for improvement in the optimization effect and efficiency when optimizing the …

Reduced-basis boundary element method for efficient broadband acoustic simulation

H Jiang, X Zhang, X Huang - Journal of Sound and Vibration, 2019 - Elsevier
Growing demand for multi-frequency analysis in acoustics calls for more efficient algorithms.
Conventional boundary element method (BEM) is found to be a very promising tool for the …

A data-driven online prediction method for surface-deformed liquid level in vessels under ocean conditions

CY Wang, HN Zhang, XB Li, LK Zhu, FC Li - Nuclear Engineering and …, 2023 - Elsevier
Measurement of liquid level in vessels under ocean conditions, such as in the marine
nuclear reactor pressure vessel, pressurizer and so on, suffers from the problem of strong …