Research/ SPACE AI & AUTONOMY
Demonstrating Onboard Inference for Earth Science Applications with Spectral Analysis Algorithms and Deep Learning
Itai Zilberstein, Alberto Candela, Steve Chien, David Rijlaarsdam, Tom Hendrix, Leonie Buckley, and Aubrey Dunne
Learning-based MethodsarXiv: cs.LG · Perception & State EstimationOpenAlex topic: Satellite Image Processing and Photogrammetry · Design, Mechanisms & HardwareOpenAlex keyword: edge computing
arXivcs.AI · cs.LGOpenAlexRemote-Sensing Image Classification · Satellite Image Processing and Photogrammetry · Advanced Neural Network Applications
In partnership with Ubotica Technologies, the Jet Propulsion Laboratory is demonstrating state-of-the-art data analysis onboard CogniSAT-6/HAMMER (CS-6). CS-6 is a satellite with a visible and near infrared range hyperspectral instrument and neural network acceleration hardware. Performing data analysis at the edge (e.g. onboard) can enable new Earth science measurements and responses. We will demonstrate data analysis and inference onboard CS-6 for numerous applications using deep learning and spectral analysis algorithms.
Comments: International Symposium on Artificial Intelligence, Robotics and Automation in Space, November 2024