Best practices for Jetson AGX Orin

Robotics & Edge Computing Jetson Systems Jetson AGX Orin
1

Hello everyone,

I am currently working with a NVIDIA Jetson AGX Orin Developer Kit for an autonomous drone project. The system is intended to operate in challenging real-world environments, including exposure to vibrations, dust, humidity, and potentially light rain during flight operations.

At the moment, I am designing a custom protective enclosure and mounting system, and I would really appreciate advice from people with experience deploying Jetson systems in robotics, UAVs, or industrial environments.

My main concerns are:

  • vibration isolation and shock absorption

  • dust and water protection

  • thermal management inside the enclosure

  • reliable mounting strategies for long-term operation

I have access to 3D printing (PETG) and I am considering using rubber dampers, silicone seals, and modular enclosure designs, but I would like to hear recommendations, lessons learned, or best practices before moving further into the design.

Any suggestions, references, or examples of successful ruggedized Jetson setups would be greatly appreciated.

Thank you in advance.

4

Hi @braitte17,

On the thermal management side — in a sealed enclosure, static solutions (heatsinks, fans, fixed power modes) won’t be enough. Jetson’s unified memory architecture creates counterintuitive behavior: stopping a lower-priority task can actually increase GPU temperature because the remaining task absorbs the freed memory bandwidth.

I’m building EdgeTwin to solve this — it learns each device’s unique thermal fingerprint and autonomously intervenes at runtime. Happy to share more if useful for your drone project.

5

Note that the Jetson AGX Orin Developer Kit is designed for desktop/lab bench development. As such, NVIDIA does not have any recommendations for installation of the Dev Kit into drones.

NVIDIA partners design carrier boards and full systems (which already include the Orin SoM) that may fit your requirements: https://marketplace.nvidia.com/en-us/enterprise/robotics-edge/?category=hardware&supported_jetson_products=AGX+Orin+Industrial%2CAGX+Orin&page=1&limit=90

The link includes AGX Orin and AGX Orin Industrial, though the Industrial module would be a better fit given your usecase and concerns.