Tergel Soyol

Cross-Regional Adaptable ITS with Federated Learning: Enhancing Human-Centric Interaction and Technical Efficiency

2025

Cross-regional traffic pattern heterogeneity and neglect of human needs limit ITS scalability. This paper proposes a cross-regional adaptable federated ITS that integrates human-centric design with technical optimization. The framework uses federated few-shot learning to adapt …