Feasibility of a COTS GPU-Based On-board AI Platform for Robotic Space Missions

The feasibility of deploying a high-performance COTS GPU platform for robotic space missions is assessed, focusing on NVIDIA Jetson modules integrated into the ScOSA architecture. The design couples the Jetson with a radiation-hardened Co-CPU for active fault detection, error correction, and controlled shutdown during high-radiation events, while exploiting the GPU's AI capabilities for real-time perception and manipulation tasks. Radiation simulations for a representative LEO demonstrate that aluminum shielding reduces the TID to well below the Jetson's tested tolerance. SEEs remain a concern and are addressed through system-level mitigation. Thermal modeling shows that a PCM buffer significantly extends operational run-time compared to passive heatsinking alone, enabling longer AI inference periods without active cooling.

Publication Details

Journal
elib (German Aerospace Center)
Published
2025-09-01
Primary Topic
Radiation Effects in Electronics
Type
article
Field-Weighted Citation Impact
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article

Feasibility of a COTS GPU-Based On-board AI Platform for Robotic Space Missions

elib (German Aerospace Center)
Radiation Effects in Electronics
article

Feasibility of a COTS GPU-Based On-board AI Platform for Robotic Space Missions

article en

Abstract

The feasibility of deploying a high-performance COTS GPU platform for robotic space missions is assessed, focusing on NVIDIA Jetson modules integrated into the ScOSA architecture. The design couples the Jetson with a radiation-hardened Co-CPU for active fault detection, error correction, and controlled shutdown during high-radiation events, while exploiting the GPU's AI capabilities for real-time perception and manipulation tasks. Radiation simulations for a representative LEO demonstrate that aluminum shielding reduces the TID to well below the Jetson's tested tolerance. SEEs remain a concern and are addressed through system-level mitigation. Thermal modeling shows that a PCM buffer significantly extends operational run-time compared to passive heatsinking alone, enabling longer AI inference periods without active cooling.

elib (German Aerospace Center)
Openalex Percentile: Top 47%
Radiation Effects in Electronics
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Feasibility of a COTS GPU-Based On-board AI Platform for Robotic Space Missions · elib (German Aerospace Center) (2025) | TGRS Research Map | TGRS