15–19 Sept 2025
CERN
Europe/Zurich timezone

Edge SpAIce

16 Sept 2025, 15:50
5m
40/S2-A01 - Salle Anderson (CERN)

40/S2-A01 - Salle Anderson

CERN

95
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2. Optimal AI deployment for Online Data Processing Optimal AI deployment for Online Data Processing

Speaker

Sioni Paris Summers (CERN)

Description

ML on Earth Observation satellites for data reduction, and monitoring of plastics pollution in the oceans.

CERN group/ Experiment

EP-CMG, KT

Working area Area 2: Optimal AI deployment for Online Data Processing
Project goals Improve hls4ml support for larger NNs used in EO satellite domain (image segmentation) Develop ML solutions for European FPGA vendor (NanoXplore) Demonstrate monitoring of plastics pollution in the oceans with reduced downlink bandwidth requirements
Timeline until end of 2026
Available person power 2 Origin, occasional visitors/users, supervision from 2 Staff
Additional person power request none
Is this an already ongoing activity? Yes
Indicative hardware resources needs Access to a GPU cluster with LCG-like software stack and cvmfs access with fast storage facilities across the full duration of the project, FPGA for testing

Author

Presentation materials