SmartNVR and SmartVMS connect edge video to city dashboards.

Challenge

City cameras and traffic sensors generate continuous video and event data. Higher-resolution streams increase local processing, storage, and network requirements, while control-room staff still need a manageable set of events to review.

Solution

YUAN's SmartNVR VPP6N0 AGX processes camera data on site. SmartVMS sends selected events and streams to a central dashboard for live monitoring, mapping, and multi-site management.

Configured models can classify vehicles, estimate pedestrian and vehicle flow, and flag defined events such as unauthorized entry, abandoned objects, traffic violations, flood, or fire. Alert recipients and response workflows are set by the operating organization.

Key benefits

Edge processing can reduce the amount of continuous video sent to a central system. Deployment teams must validate camera placement, model performance, alert thresholds, data retention, and local privacy requirements before operational use.