🚦 Traffic Signal Comparison: AI-Controlled vs Fixed-Time

Comparing traditional fixed-time signals (8s green, 15s red) with AI-optimized signals

🚦 Simulation Controls

Simulation State

Simulation Speed

🐢 🐇 5x

Traffic Density

🚗💨 🚗🚗🚗 Medium

Vehicle Spawn Rate

🚦 0.3

AI-CONTROLLED SIGNALS

FIXED-TIME SIGNALS

Average Wait Time

Fixed: 0.0s AI: 0.0s

Queue Length

Fixed: 0 cars AI: 0 cars

Reward per Frame

Fixed: 0.00 AI: 0.00

Note: The fixed-time simulation uses 8 seconds green and 15 seconds red timing. The AI-controlled system dynamically adjusts signal timing based on real-time traffic conditions to optimize flow and reduce wait times.