The Adaptive Traffic Control System (ATCS) is an AI-powered traffic management platform that replaces static signal timers with dynamic green-light durations based on real-time vehicle density. Requirements: It requires CCTV camera feeds, acoustic microphones, an edge processor (NVIDIA Jetson / Raspberry Pi), an AI stack (YOLOv8, EasyOCR, SciPy/Librosa), and a cloud database. Advantages:
- Dynamic Congestion Relief: Reduces urban signal waiting times by 20ā30% using real-time vehicle counting.
- Priority Clearance: Uses dual visual and acoustic sensing (1000 Hzā3000 Hz) to clear green corridors for emergency ambulances.
- Automated Enforcement & Sustainability: Logs red-light violations via ANPR and reduces vehicle idling, cutting CO_2 emissions and fuel wastage. Future Scope: Integrates with Smart City V2X communications, predictive traffic flow analytics, and automated central e-challan systems for autonomous urban mobility.
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