Search Results for author: Shaoxiang Qin

Found 2 papers, 1 papers with code

Toward a Better Understanding of Fourier Neural Operators: Analysis and Improvement from a Spectral Perspective

no code implementations10 Apr 2024 Shaoxiang Qin, Fuyuan Lyu, Wenhui Peng, Dingyang Geng, Ju Wang, Naiping Gao, Xue Liu, Liangzhu Leon Wang

In solving partial differential equations (PDEs), Fourier Neural Operators (FNOs) have exhibited notable effectiveness compared to Convolutional Neural Networks (CNNs).

Ensemble Learning

Fourier neural operator for real-time simulation of 3D dynamic urban microclimate

1 code implementation8 Aug 2023 Wenhui Peng, Shaoxiang Qin, Senwen Yang, Jianchun Wang, Xue Liu, Liangzhu Leon Wang

We further evaluate the trained FNO model on unseen data with different wind directions, and the results show that the FNO model can generalize well on different wind directions.

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