V2I-Enhanced State Representation for Adaptive Traffic Signal Control Using Deep Q-Networks
Traffic congestion remains a major challenge for intelligent transportation systems. Vehicle-to-Infrastructure (V2I) communication provides a promising foundation for adaptive traffic signal control by enabling enhanced real-time traffic detection. This paper proposes an adaptive traffic signal control framework that e...