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…
cs.CV2025
An ocean front detection and tracking algorithm
Yishuo Wang, Feng Zhou, Qicheng Meng +4
Existing ocean front detection methods--including histogram-based variance analysis, Lyapunov exponent, gradient thresholding, and machine learning--suffer from critical limitation…