United States Army

The Army's C2 transformation effort surges across the Pacific

The unit’s upcoming string of exercises, called “Lightning Surge,” begins in January 2026, and will be conducted in tandem with the 4 ID “Ivy” Division’s Ivy Sting exercise series for NGC2 prototype ...
IEEE

Few-Shot Learning Using Data Augmentation and Time-Frequency Transformation for Time Series Classification

Abstract: Deep neural networks (DNNs) that tackle the time series classification (TSC) task have provided a promising framework in signal processing. In real-world applications, as a data-driven model ...
IEEE

Hybrid Data Augmentation Combining Screening-Based MCGAN and Manual Transformation for Few-Shot Tool Wear State Recognition

Abstract: Deep learning has been widely applied in fault diagnosis and monitoring, but obtaining labeled data under abnormal conditions is challenging. This limitation makes the best current deep ...