APS Scientific Computation Seminar - Compressed Sensing-based Data Collection Strategies

Type Of Event
Seminar
Sponsoring Division
APS
Location
Virtual
Speaker
Dr. James Weng, X-Ray Science Division at APS
Host
Mathew Cherukara and Nicholas Schwarz
URL
/APS-Seminars-Training-Schools-Etc/APS-Scientific-Computation-Seminar-Series
Start Date
04-01-2024
Start Time
1:00 p.m.
Description

Abstract: 
With the advent of brighter light sources there are new challenges in data collection. Naively increasing exposure time can easily destroy both the sample and detector, resulting in useless measurements and expensive instrument damage. In the case of disordered materials, where material defects are the information of interest, beam damage (which creates new defects) must be avoided during measurement. Here we present compressed sensing-based measurement strategies, which take advantage of the structured nature of data in order to provide measurements with minimal beam exposure. By leveraging modern signal processing and computing resources, these strategies not only reduce necessary collection time, but also provide less noisy measurements than conventional measurement strategies. 

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