As cities become increasingly congested, curbside management is emerging as both a critical solution and a growing operational challenge. Inefficient curb usage, from illegal parking to underutilized loading zones, continues to disrupt traffic flow, public transit efficiency, and urban logistics.
With Edge AI and intelligent video analytics, cities can transform curb operations from reactive enforcement into data-driven optimization, improving mobility, increasing compliance, and enabling smarter urban infrastructure. To support such applications, edge AI platforms must deliver high-performance GPU/CPU processing for real-time inference, flexible I/O for integrating cameras and sensors, and ruggedized designs capable of operating reliably in outdoor conditions, including temperature fluctuations, vibration, and unstable weather.
Solving Real-World Curbside Challenges
Intelligent Parking Compliance
Instead of relying solely on patrol officers or isolated ground sensors, edge AI systems can analyze live video streams to identify illegal parking, overstays, unauthorized vehicle types (e.g., bus lanes or loading zones), and even double parking in real time. This not only improves efficiency and coverage but also enables automated evidence collection, digital ticketing integration, and policy consistency across districts.
Dynamic Pricing and Allocation
By leveraging edge AI to continuously analyze vehicle flow, dwell time, and occupancy patterns, cities can implement real-time pricing strategies that balance demand, reducing congestion in high-traffic areas while maximizing utilization of underused spaces. For example, loading zones can be dynamically reassigned based on time-of-day demand from logistics providers, while parking fees can be adjusted to maintain optimal turnover rates. This shift transforms static curb regulations into a responsive, data-driven system that supports urban mobility, commerce, and sustainability.
AIE810-ONX: :Rugged Edge AI Platform Purpose-Built for Smart Curbside Operations
Outdoor-Ready, Rugged Design:
Designed for roadside environments, the AIE810-ONX features IP67-rated protection against dust and water. Its fanless architecture, wide operating temperature range (-25°C to +60°C), and industrial-grade vibration and shock resistance enable stable operation in roadside conditions exposed to weather, traffic vibration, and unstable infrastructure.
High-Performance Edge AI Processing:
Powered by the NVIDIA® Jetson Orin™ NX platform with Super Mode support, the AIE810-ONX leverages NVIDIA JetPack™ 6.2 and above to deliver up to 157 TOPS of AI computing power and achieve up to 1.7× higher inference performance for compute-intensive edge workloads. This enables real-time video analytics for applications such as parking violation detection, vehicle classification, and curb usage monitoring.
Seamless Connectivity for Distributed Deployment:
To support city-scale deployment, the system integrates multiple high-speed connectivity options, including 5G, Wi-Fi 6E, and 2.5GbE, allowing flexible communication across diverse urban infrastructures. With PoE support for camera integration and flexible I/O for sensor connectivity, the AIE810-ONX simplifies system integration while enabling scalable, city-wide rollout of intelligent curb management solutions.
