Camera ApplicationsSmart Traffic

How e-con Systems Delivered an Edge AI ALPR System for Fixed and Mobile Traffic Enforcement

In traffic enforcement, every violation that goes undetected is a missed opportunity to improve road safety. But for Intelligent Transportation System (ITS) deployments, reliable license plate capture at highway speeds remains a formidable challenge.

Real-world conditions throw everything at these systems, such as high-speed motion blur, inconsistent plate formats across states, nighttime glare from headlights, and more.

So, when a U.S.-based provider of ALPR and traffic enforcement solutions needed to overcome these obstacles at scale, they turned to e-con Systems.

Their goal was to deploy a solution that could handle fixed and mobile enforcement, operate in challenging locations, and meet stringent U.S. procurement requirements.

What Challenges Were Faced By Our Client?

  • Lack of capture accuracy at vehicle speeds and distances up to ~150 feet in multi-lane traffic
  • Inability to precisely measure speed
  • Too many infrastructure dependencies
  • No integrated high-output IR illumination for nighttime and low-light operation
  • Lack of support for remote deployments

Most readymade camera systems lacked the resilience, clarity, or integration capabilities required. The client needed a purpose-built solution designed from the ground up for the unique demands of American roadways.

How e-con Systems Offered a Custom Edge AI ALPR Solution

e-con Systems developed a complete edge-based ALPR camera system optimized for accuracy, reliability, privacy, and ease of deployment in infrastructure-constrained environments.

The highlights of the solution were:

  • Dual-camera hardware architecture: The solution came with a 2MP color global shutter camera for daytime capture and vehicle attribute extraction. It was also equipped with a 2MP monochrome global shutter camera for IR-based night vision and license plate capture.
  • ALPR accuracy optimization: e-con Systems worked closely with the client to improve real-world ALPR performance through ISP tuning to enhance plate contrast and image quality optimization.
  • Edge processing platform: The cameras ran ALPR and vehicle analytics locally at the edge, reducing bandwidth and cloud dependency while enabling real-time alerts and enforcement workflows.
  • Privacy and security: The solution incorporated on-device face anonymization, automatic blurring of pedestrians and driver faces, and selective object masking.
  • Rugged, deployment-ready design: The IP68-rated enclosure with military-grade aluminum housing featured inert-gas filling for long-term internal stability – with dual power input and wired/wireless connectivity options.

Business Benefits of Our Edge AI ALPR Solution

  • High-accuracy ALPR at highway speeds, including low-light and adverse weather conditions
  • Faster time to market from a complete ODM solution combining camera hardware, edge processing, connectivity, and ALPR software
  • BABA alignment support for U.S. transportation RFQs, improving readiness for federally funded projects
  • Improved violation detection rates by reducing missed events and false positives by 10–20%

Want the deeper dive on this Edge AI ALPR solution for fixed and mobile traffic enforcement?

Read the full case study for the detailed walkthrough.

Exploring a similar imaging solution? Email camerasolutions@e-consystems.com to get in touch with our experts.

You can also browse our complete portfolio using our Camera Selector.

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