Enabling Vision AI Vehicle Data Collection with NVIDIA Jetson AGX Orin Edge AI Computer

Overview

As logistics yards become more data-driven, vehicle data collection is becoming essential for improving operational visibility and decision-making. A Vision AI and digital operations solution provider needed an in-vehicle AI computing platform to collect and process data from multiple cameras installed on yard trucks. Premio’s JCO-6000-ORN Series High-Performance AI Edge Computer delivered the AI performance, rugged camera connectivity, vehicle-ready power, wireless communications, shock and vibration resistance, and E-Mark certification needed for mobile yard operations.

 

Challenges

  • AI processing platform capable of supporting multiple camera streams for Vision AI workloads
  • Need for rugged M12 PoE connectivity to support multiple in-vehicle cameras
  • Vehicle ready power ignition management and automotive I/O for 12V vehicle integration
  • Reliable WiFi and 5G connectivity for continuous data communication
  • System must withstand constant shock and vibration during yard vehicle operation
  • E-Mark certification required for vehicle deployment

 

Solution

  • Premio’s High-Performance AI Edge Computer with NVIDIA Jetson AGX Orin 64GB (JCO-6000-ORN Series)
  • Modular EDGEBoost I/O expansion configured with 4x M12 PoE ports for secure multi-camera connectivity
  • 9V to 48VDC wide voltage input with ignition management and automotive I/O
  • WiFi 6E and 5G wireless connectivity
  • Rugged industrial design with 50G shock and 5 Grms vibration resistance
  • E-Mark certified platform for commercial vehicle deployment

 

Benefits

  • Reliable vehicle data collection
  • Rugged in vehicle operation
  • Simplified vehicle integration

 

 

Company Overview

The company develops Vision AI and digital operations solutions that help logistics organizations improve visibility through intelligent automation. Its platform uses computer vision and AI technologies to transform vehicle and operational data into actionable insights for yard efficiency and decision-making. As connected logistics environments continue evolving, the company is expanding AI-powered solutions that improve operational awareness across mobile transportation workflows.

 

The Challenges

Processing Multiple Camera Streams

The customer's vehicle data collection system relied on multiple cameras to capture visual data across yard operations. Processing these simultaneous video streams required high-performance edge AI capable of delivering responsive Vision AI inference directly on the vehicle.

Reliable In-Vehicle Camera Connectivity

Multiple cameras needed secure, uninterrupted connectivity while the yard truck operated across uneven industrial environments. The customer required rugged M12 PoE connections to maintain reliable power and data transmission despite constant vehicle movement.

Vehicle-Ready Power and I/O

Installed inside the driver cabin, the system would draw power directly from the vehicle's 12V ignition supply. Wide voltage input, ignition management, and automotive I/O were essential for seamless vehicle integration and dependable daily operation.

Continuous Wireless Connectivity

Vehicle data needed to remain accessible for real-time monitoring and operational insights. WiFi supported high-speed yard communications, while 5G enabled reliable connectivity beyond the facility's wireless infrastructure.

Shock and Vibration Resistance

Despite operating inside an air-conditioned cabin, the system would experience constant shock and vibration as the yard truck moved throughout the facility. The customer required an industrial-grade platform designed to maintain reliable operation in mobile environments.

Vehicle-Certified Deployment

The edge computer needed to meet transportation requirements for installation inside commercial vehicles. E-Mark certification provided the confidence needed to simplify deployment and support future fleet expansion.

 


The Solution


Premio’s High-Performance AI Edge Computer with NVIDIA Jetson AGX Orin 64GB (JCO-6000-ORN Series)

Powered by the NVIDIA Jetson AGX Orin 64GB module, the JCO-6000-ORN Series delivers up to 275 TOPS of AI performance for demanding multi-camera Vision AI applications. This enabled the customer to process vehicle data locally while reducing reliance on cloud-only computing. Its high-performance AI capabilities provided the foundation for responsive edge intelligence in mobile yard operations.

Modular EDGEBoost I/O Expansion with 4x M12 PoE Ports

The JCO-6000-ORN Series was configured with 4x M12 PoE ports through modular EDGEBoost I/O expansion. The rugged M12 connectors provide secure industrial-grade camera connectivity designed to better withstand shock and vibration in mobile vehicle environments. PoE also simplifies vehicle wiring by delivering both power and data through a single cable for each camera.

9V to 48VDC Power Input with Ignition Management and Automotive I/O

The JCO-6000-ORN Series supports a 9V to 48VDC wide voltage input, making it suitable for integration with the yard truck’s 12V ignition supply. Built-in power ignition management allows the system to power on and shut down with the vehicle for smoother daily operation. CAN Bus and digital I/O further support integration into transportation and mobile equipment environments.

WiFi 6E and 5G Wireless Connectivity

The JCO-6000-ORN Series supports M.2 E Key for WiFi 6E and M.2 B Key for 5G expansion, enabling flexible wireless connectivity for mobile deployments. WiFi 6E provides high-speed communication within the yard, while 5G extends connectivity beyond local networks, keeping vehicle data accessible for connected logistics operations.

Ruggedized for Shock and Vibration Resistance

Engineered for industrial and transportation environments, the JCO-6000-ORN Series features a rugged fanless design built to withstand continuous mobile operation. Supporting 50G shock resistance and 5 Grms vibration resistance with SSD storage, the platform is tested to MIL-STD-810H methods for shock and vibration, helping ensure dependable performance throughout daily yard truck movement.

E-Mark Certified Platform for Vehicle Deployment

Purpose-built for commercial vehicle applications, the JCO-6000-ORN Series carries E-Mark certification to simplify transportation deployments. Combined with its rugged design and vehicle-ready features, the platform provided a reliable foundation for scaling vehicle data collection across yard operations.

Deployment Architecture

 

The Benefits

Reliable Vehicle Data Collection

The platform supports dependable multi-camera data collection for AI-driven yard visibility.

Rugged In-Vehicle Operation

Shock and vibration resistance helps maintain reliable performance during daily yard truck movement.

Simplified Vehicle Integration

Vehicle-ready power, E-Mark certification, and Premio’s Los Angeles-based support helped streamline deployment.

  

Conclusion

By deploying the JCO-6000-ORN Series, the customer established a rugged in-vehicle AI platform for multi-camera vehicle data collection across yard operations. The solution combines AI performance, M12 PoE camera connectivity, ignition-ready power, WiFi and 5G communications, shock and vibration resistance, and vehicle certification. As Vision AI continues transforming logistics operations, dependable edge computing will remain essential for converting vehicle data into actionable operational insight.


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