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Bayesian optimization for autoalignment of an x-ray focusing system

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Version 2 2023-06-21, 09:00
Version 1 2023-06-13, 09:31
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posted on 2023-06-21, 09:00 authored by Saugat Kandel, Luca Rebuffi, Wonsuk Cha, Ross Harder, Xianbo Shi, Matthew Highland, Matthew Frith, Mathew Cherukara
We describe a multi-objective Bayesian Optimization routine to automatically align and stabilize an x-ray focusing system. We develop our technique in an ultra-realistic digital twin and implement it in a hard-x-ray synchrotron beamline.

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Funder Name

Basic Energy Sciences (DE-AC02-06CH11357)

Preprint ID

107208

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    Keywords

    Bayesian x-ray focus optimization autonomous

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    CC BY-SA 4.0

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