Smart City Traffic Management and Surveillance
Citywide deployment of 200+ AI-powered surveillance and traffic analysis nodes, processing 800+ camera feeds in real-time for traffic optimization and public safety.
The Challenge
A city of 2.5 million residents needed to modernize their traffic management and public safety infrastructure. Legacy systems couldn't handle the volume of data from 800+ traffic and surveillance cameras. Cloud-based analytics proved too expensive due to bandwidth costs and introduced unacceptable latency for traffic signal optimization. The city required a distributed edge computing solution that could operate reliably in outdoor cabinets with extreme temperature variations and limited maintenance access.
The Solution
We designed a distributed edge AI architecture using 200 NVR-9000 platforms strategically placed across the city. Each node processes 4-8 camera feeds locally, performing vehicle counting, classification, license plate recognition, and incident detection in real-time. The rugged, fanless design enables installation in roadside cabinets without climate control. Intelligent power systems with battery backup ensure continuous operation during grid outages. A central command center aggregates insights from all nodes for city-wide traffic optimization and emergency response coordination.
The Results
40% reduction in average commute times through AI-optimized traffic signal timing
65% faster incident detection and emergency response dispatch
92% license plate recognition accuracy for automated toll collection and parking enforcement
Zero weather-related system failures across temperature range of -25°C to 50°C
$12M annual savings in bandwidth costs vs. cloud-based alternative
ROI achieved in 22 months
Technologies Used
AI Acceleration
Optimized hardware and software for deep learning inference at the edge
Learn MoreIntelligent Power Systems
Efficient power delivery and management for mission-critical applications
Learn MoreRugged System Design
MIL-STD-810G certified systems for extreme operating conditions
Learn MoreProducts Deployed
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