Proposes a hybrid CNN-Transformer architecture for solar flare prediction based on the physical process of magnetic energy release in the solar atmosphere, enabling early warning for C/M/X-class flares.
See LICENSE filesolar flaresolar magnetic fieldspace weather
A HuggingFace repository hosting a physics-informed neural network model for computational fluid dynamics, implementing physics constraints embedded within neural network architectures.
See LICENSE filePINNCFDphysics-informed neural network
A large-scale benchmark dataset for machine learning in computational fluid dynamics, covering four classic CFD problems—lid-driven cavity, laminar pipe flow, dam-break, and flow around a cylinder—to evaluate neural operator generalization under unseen conditions.
