RATHIYA A/P CHANDRAN AKADEMI SAINS PENDANG
Urban traffic congestion and unsafe intersections worsen commute times and emissions. The Smart Traffic Light Optimization System (STLOS) integrates CCTV-based YOLO detection, millimeter-wave radar, satellite-imagery CNNs, and live navigation-app data to generate adaptive signal timings via reinforcement learning.