18 citations · 18 across the 2 of their papers we have counts for
2 papers
cs.LG2025
CTP: A hybrid CNN-Transformer-PINN model for ocean front forecasting
Yishuo Wang, Feng Zhou, Muping Zhou +3
This paper proposes CTP, a novel deep learning framework that integrates convolutional neural network(CNN), Transformer architectures, and physics-informed neural network(PINN) for…
nlin.PS2021★ 18 cited
A deep learning method for solving high-order nonlinear soliton equation
Shikun Cui, Zhen Wang, Jiaqi Han +1
We propose effective scheme of deep learning method for high-order nonlinear soliton equation and compare the activation function for high-order soliton equation. The neural networ…