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액시온및극한상호작용연구단
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Machine learning assisted non-destructive beam profile monitoring

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dc.contributor.authorZhanibek Omarov-
dc.contributor.authorSelcuk Haciomeroglu-
dc.date.accessioned2022-03-04T09:35:25Z-
dc.date.available2022-03-04T09:35:25Z-
dc.date.created2022-01-25-
dc.date.issued2022-03-
dc.identifier.issn0168-9002-
dc.identifier.urihttps://pr.ibs.re.kr/handle/8788114/11190-
dc.description.abstract© 2021 Elsevier B.V.We present a non-destructive beam profile monitoring concept that utilizes numerical optimization tools, namely genetic algorithm with a gradient descent-like minimization. The signal picked up by a button BPM includes information about the transverse profile content of the beam. A genetic algorithm is used to transform an arbitrary Gaussian beam in such a way that it eventually reconstructs the transverse position and the shape of the original beam to match the signal on the BPM electrodes. A case study for the developed algorithm is proton EDM experiment where conventional beam profile measurements are not possible. This method allows visualization of fairly distorted beams with non-Gaussian distributions as well.-
dc.language영어-
dc.publisherElsevier B.V.-
dc.titleMachine learning assisted non-destructive beam profile monitoring-
dc.typeArticle-
dc.type.rimsART-
dc.identifier.wosid000791839900006-
dc.identifier.scopusid2-s2.0-85122206330-
dc.identifier.rimsid77067-
dc.contributor.affiliatedAuthorZhanibek Omarov-
dc.contributor.affiliatedAuthorSelcuk Haciomeroglu-
dc.identifier.doi10.1016/j.nima.2021.166132-
dc.identifier.bibliographicCitationNuclear Instruments and Methods in Physics Research, Section A: Accelerators, Spectrometers, Detectors and Associated Equipment, v.1026-
dc.relation.isPartOfNuclear Instruments and Methods in Physics Research, Section A: Accelerators, Spectrometers, Detectors and Associated Equipment-
dc.citation.titleNuclear Instruments and Methods in Physics Research, Section A: Accelerators, Spectrometers, Detectors and Associated Equipment-
dc.citation.volume1026-
dc.type.docTypeArticle-
dc.description.journalClass1-
dc.description.journalClass1-
dc.description.isOpenAccessN-
dc.description.journalRegisteredClassscie-
dc.description.journalRegisteredClassscopus-
dc.relation.journalResearchAreaInstruments & Instrumentation-
dc.relation.journalResearchAreaNuclear Science & Technology-
dc.relation.journalResearchAreaPhysics-
dc.relation.journalWebOfScienceCategoryInstruments & Instrumentation-
dc.relation.journalWebOfScienceCategoryNuclear Science & Technology-
dc.relation.journalWebOfScienceCategoryPhysics, Nuclear-
dc.relation.journalWebOfScienceCategoryPhysics, Particles & Fields-
dc.subject.keywordAuthorGenetic algorithm-
dc.subject.keywordAuthorIterative reconstruction-
dc.subject.keywordAuthorNon-destructive beam profile monitor-
Appears in Collections:
Center for Axion and Precision Physics Research(액시온 및 극한상호작용 연구단) > 1. Journal Papers (저널논문)
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