Edge AI System for Safer Oil Field Excavator and Crane Operations with AIE510-ONX

Oil field excavator and crane operations are conducted in harsh, remote, and safety-critical environments, where blind spots, dust, vibration, unstable connectivity, and limited machine visibility can increase the risk of accidents, downtime, and operational inefficiency.

A leading energy services provider required a rugged edge AI platform capable of processing camera feeds, machinery data, and wireless communication locally. Axiomtek’s AIE510-ONX, powered by NVIDIA® Jetson Orin™ NX, was selected to enable real-time video analytics, object detection, safety monitoring, remote monitoring, and equipment data processing directly at the edge.

By bringing AI intelligence closer to the machinery, the solution enhances operational visibility, enables faster response to field risks, reduces dependency on cloud connectivity, and supports safer, more efficient excavator and crane operations.

Challenges

Oil field machinery operations involve high safety demands and limited tolerance for delayed information. Excavators and cranes perform lifting, excavation, positioning, and movement tasks in environments where blind spots, moving vehicles, heavy loads, dust, vibration, and unpredictable site conditions can increase operational risk.

The customer needed a computing platform that could collect video from surrounding cameras, integrate excavator and crane sensor data, process AI workloads locally, and transmit key information to a centralized control center. The system also had to operate reliably in harsh field conditions while supporting industrial communication protocols such as CAN bus, Modbus, and Ethernet.

Cloud-dependent architectures were not ideal for this application because remote oil field sites may experience unstable or limited network availability. The customer required intelligence close to the machine, where video and sensor data could be analysed immediately to support faster response and safer operation.

Key Requirements:

Solution: AIE510-ONX Edge AI Platform

Axiomtek proposed the AIE510-ONX, an E-Mark certified rugged edge AI system powered by NVIDIA Jetson Orin NX. Delivering up to 100 TOPS of AI performance, the AIE510-ONX provides the computing capability required to process real-time video analytics and equipment data directly on heavy machinery.

With support for camera input, machinery data integration, 5G, Wi-Fi 6E, 2.5 GbE, and PoE connectivity, the platform helps simplify system integration while enabling real-time communication between field equipment and the control center.

Designed for demanding mobile and outdoor deployments, the AIE510-ONX also supports wide temperature operation, remote management, and OTA deployment, providing a reliable edge AI foundation for safer, smarter, and more connected oil field machinery operations.

Axiomtek provided the customer with a rugged and integration-ready edge AI platform designed for demanding oil field machinery operations. By combining the AIE510-ONX with NVIDIA Jetson Orin NX technology, the solution delivers the AI performance, industrial connectivity, and field reliability required to process video and sensor data directly on excavators and cranes.

The value of the AIE510-ONX lies in its ability to simplify system integration while improving machine-level visibility, safety awareness, and operational efficiency. With support for camera integration, 5G, Wi-Fi 6E, PoE, remote monitoring, and OTA deployment, the platform helps reduce dependency on continuous cloud connectivity, enables faster response to field risks, and supports safer, smarter, and more connected oil field operations.

Application: Real-Time AI for Safer Oil Field Machinery

In the oil field deployment, the AIE510-ONX serves as the central edge AI platform installed on the excavator or crane. It collects live video from surrounding cameras and integrates machinery data from onboard sensors through CAN bus, Modbus, and Ethernet, including engine status, hydraulic pressure, load information, GPS location, and other critical operating signals. Powered by NVIDIA Jetson Orin NX, the system processes video and sensor data locally to support real-time visibility, object detection, vehicle classification, safety monitoring, congestion awareness, and predictive maintenance.

By performing AI inference directly at the edge, the solution helps operators identify risks faster and maintain better situational awareness around blind spots and active work zones. Key alerts and operation data can be transmitted to the control center through 5G and Wi-Fi 6E, enabling remote monitoring while reducing dependency on continuous cloud connectivity. This allows excavators and cranes to operate as smarter, safer, and more connected field assets.

System Configuration of AIE510-ONX