Ruobin Gao

Propagation-physics-guided channel augmentation and temporal–spectral fusion for domain-robust underwater acoustic target recognition

Underwater acoustic target recognition (UATR) is essential for ocean-intelligence sensing, but deep learning-based models often suffer from performance degradation under ocean acoustic domain shift. This problem arises because ship-radiated noise recorded under different propagat...

Reinforcement learning for traffic signal control in large-scale transportation networks: a systematic literature review

Abstract Effective Traffic Signal Control (TSC) in large-scale transportation networks is essential for enhancing urban mobility, reducing congestion, and improving safety. However, traditional control methods often fail to effectively address the complexity, dynamic conditions,...