Yunyang Zhang

Physics-informed convolutional neural networks for temperature field prediction of heat source layout without labeled data

Xiaoyu Zhao, Zhiqiang Gong, Yunyang Zhang et al. · Engineering Applications of Artificial Intelligence · 2022 · 118 citations

Convolutional Neural Network, Engineering, Machine Learning +11

RecFNO: A resolution-invariant flow and heat field reconstruction method from sparse observations via Fourier neural operator

Xiaoyu Zhao, Xiaoqian Chen, Zhiqiang Gong et al. · International Journal of Thermal Sciences · 2023 · 43 citations

Numerical Analysis, Sparse Observations, Image Reconstruction +11

Multi-fidelity surrogate modeling for temperature field prediction using deep convolution neural network

Yunyang Zhang, Zhiqiang Gong, Weien Zhou et al. · Engineering Applications of Artificial Intelligence · 2023 · 42 citations

Multi-fidelity Surrogate Modeling, Engineering, Machine Learning +7

Consistency regularization-based deep polynomial chaos neural network method for reliability analysis

Xiaohu Zheng, Wen Yao, Yunyang Zhang et al. · Reliability Engineering & System Safety · 2022 · 25 citations · Full text

Reliability, Reliability Engineering, Engineering +9

A hybrid method based on proper orthogonal decomposition and deep neural networks for flow and heat field reconstruction

Xiaoyu Zhao, Xiaoqian Chen, Zhiqiang Gong et al. · Expert Systems with Applications · 2024 · 24 citations

Numerical Analysis, Reduced Order Modeling, Engineering +9