26–30 Aug 2024
Europe/Berlin timezone

Data analysis using Al and HPC at CLS

30 Aug 2024, 11:00
20m
Saal B

Saal B

Invited talk 3. Data, Automation and the Use of AI Mikrosymposium 3/3: Data, Automation and the Use of AI

Speaker

Stuart Read (Canadian Light Source)

Description

Integration of high performance computing and machine learning / artificial intelligence into beamline operations is an important step for handling growing data volumes and to increase scientific productivity of users with large or complex datasets. Work to incorporate a new on-premise high performance computing cluster at the Canadian Light Source with beamline data processing and analysis will be presented. This includes AI-based, GPU-accelerated segmentation of CT data; automated MX crystal centering using object detection; HPC-acceleration of MX dataset processing, large multi-dataset, multi-modal spectromicroscopy imaging data analysis; automated interpolation of large unevenly spaced datasets; and automated reconstruction of CT data during beamtime.

I plan to submit also conference proceedings No

Primary author

Stuart Read (Canadian Light Source)

Co-authors

Jarvis Stobbs (Canadian Light Source) Amanda Quirk (Canadian Light Source) Zachary Arthur (Canadian Light Source) Sergey Gasilov (Canadian Light Source) Michel Fodje (Canadian Light Source)

Presentation materials

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