The article discusses the importance of predicting Vessel Traffic Flow (VTF) in the maritime industry using big data from the Automatic Identification System (AIS). It introduces a new learning-based prediction network that combines Convolutional Neural Network (CNN) and Long Short-Term Memory (LSTM) with similarity grouping to enhance accuracy.
The proposed methodology transforms one-dimensional data into a matrix to capture spatial and temporal characteristics of VTF. By exploring hidden relationships between adjacent regions, the model aims to improve prediction results by considering the influence of VTF changes in different areas. Comparative experiments show that the new method outperforms eleven other existing methods in terms of accuracy and stability.
Isomorphic Labs, the AI drug discovery platform that was spun out of Google's DeepMind in 2021, has raised external capital for the first time. The $600
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Sam Altman today revealed that OpenAI will release an open weight artificial intelligence model in the coming months. "We are excited to release a powerful new open-weight language model with reasoning in the coming months," Altman wrote on X.