Ocean observation today is confronted with significant challenges, including limited adaptability to complex environments, low efficiency in handling ...

Deep learning networks like Convolution Neural Network (CNN), Reinforcement Neural Network (RNN) and Generative Adversarial Network (GNN) are being researched. Transient Stability and Contingency ...

TxGNN utilizes a comprehensive knowledge graph (KG) and deep learning techniques, particularly graph neural networks (GNN), to improve prediction accuracy and interpretability. The study ...