Automation and control of laser wakefield accelerators using Bayesian optimization

Laser wakefield accelerators are compact sources of ultra-relativistic electrons which are highly sensitive to many control parameters. Here the authors present an automated machine learning based method for the efficient multi-dimensional optimization of these plasma-based particle accelerators.

Guardado en:

Detalles Bibliográficos
Autores principales:	R. J. Shalloo, S. J. D. Dann, J.-N. Gruse, C. I. D. Underwood, A. F. Antoine, C. Arran, M. Backhouse, C. D. Baird, M. D. Balcazar, N. Bourgeois, J. A. Cardarelli, P. Hatfield, J. Kang, K. Krushelnick, S. P. D. Mangles, C. D. Murphy, N. Lu, J. Osterhoff, K. Põder, P. P. Rajeev, C. P. Ridgers, S. Rozario, M. P. Selwood, A. J. Shahani, D. R. Symes, A. G. R. Thomas, C. Thornton, Z. Najmudin, M. J. V. Streeter
Formato:	article
Lenguaje:	EN
Publicado:	Nature Portfolio 2020
Materias:	Science Q
Acceso en línea:	https://doaj.org/article/52f417d3dae44109aa044364bd1601e2
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

id	oai:doaj.org-article:52f417d3dae44109aa044364bd1601e2
record_format	dspace
spelling	oai:doaj.org-article:52f417d3dae44109aa044364bd1601e22021-12-02T13:57:55ZAutomation and control of laser wakefield accelerators using Bayesian optimization10.1038/s41467-020-20245-62041-1723https://doaj.org/article/52f417d3dae44109aa044364bd1601e22020-12-01T00:00:00Zhttps://doi.org/10.1038/s41467-020-20245-6https://doaj.org/toc/2041-1723Laser wakefield accelerators are compact sources of ultra-relativistic electrons which are highly sensitive to many control parameters. Here the authors present an automated machine learning based method for the efficient multi-dimensional optimization of these plasma-based particle accelerators.R. J. ShallooS. J. D. DannJ.-N. GruseC. I. D. UnderwoodA. F. AntoineC. ArranM. BackhouseC. D. BairdM. D. BalcazarN. BourgeoisJ. A. CardarelliP. HatfieldJ. KangK. KrushelnickS. P. D. ManglesC. D. MurphyN. LuJ. OsterhoffK. PõderP. P. RajeevC. P. RidgersS. RozarioM. P. SelwoodA. J. ShahaniD. R. SymesA. G. R. ThomasC. ThorntonZ. NajmudinM. J. V. StreeterNature PortfolioarticleScienceQENNature Communications, Vol 11, Iss 1, Pp 1-8 (2020)
institution	DOAJ
collection	DOAJ
language	EN
topic	Science Q
spellingShingle	Science Q R. J. Shalloo S. J. D. Dann J.-N. Gruse C. I. D. Underwood A. F. Antoine C. Arran M. Backhouse C. D. Baird M. D. Balcazar N. Bourgeois J. A. Cardarelli P. Hatfield J. Kang K. Krushelnick S. P. D. Mangles C. D. Murphy N. Lu J. Osterhoff K. Põder P. P. Rajeev C. P. Ridgers S. Rozario M. P. Selwood A. J. Shahani D. R. Symes A. G. R. Thomas C. Thornton Z. Najmudin M. J. V. Streeter Automation and control of laser wakefield accelerators using Bayesian optimization
description	Laser wakefield accelerators are compact sources of ultra-relativistic electrons which are highly sensitive to many control parameters. Here the authors present an automated machine learning based method for the efficient multi-dimensional optimization of these plasma-based particle accelerators.
format	article
author	R. J. Shalloo S. J. D. Dann J.-N. Gruse C. I. D. Underwood A. F. Antoine C. Arran M. Backhouse C. D. Baird M. D. Balcazar N. Bourgeois J. A. Cardarelli P. Hatfield J. Kang K. Krushelnick S. P. D. Mangles C. D. Murphy N. Lu J. Osterhoff K. Põder P. P. Rajeev C. P. Ridgers S. Rozario M. P. Selwood A. J. Shahani D. R. Symes A. G. R. Thomas C. Thornton Z. Najmudin M. J. V. Streeter
author_facet	R. J. Shalloo S. J. D. Dann J.-N. Gruse C. I. D. Underwood A. F. Antoine C. Arran M. Backhouse C. D. Baird M. D. Balcazar N. Bourgeois J. A. Cardarelli P. Hatfield J. Kang K. Krushelnick S. P. D. Mangles C. D. Murphy N. Lu J. Osterhoff K. Põder P. P. Rajeev C. P. Ridgers S. Rozario M. P. Selwood A. J. Shahani D. R. Symes A. G. R. Thomas C. Thornton Z. Najmudin M. J. V. Streeter
author_sort	R. J. Shalloo
title	Automation and control of laser wakefield accelerators using Bayesian optimization
title_short	Automation and control of laser wakefield accelerators using Bayesian optimization
title_full	Automation and control of laser wakefield accelerators using Bayesian optimization
title_fullStr	Automation and control of laser wakefield accelerators using Bayesian optimization
title_full_unstemmed	Automation and control of laser wakefield accelerators using Bayesian optimization
title_sort	automation and control of laser wakefield accelerators using bayesian optimization
publisher	Nature Portfolio
publishDate	2020
url	https://doaj.org/article/52f417d3dae44109aa044364bd1601e2
work_keys_str_mv	AT rjshalloo automationandcontroloflaserwakefieldacceleratorsusingbayesianoptimization AT sjddann automationandcontroloflaserwakefieldacceleratorsusingbayesianoptimization AT jngruse automationandcontroloflaserwakefieldacceleratorsusingbayesianoptimization AT cidunderwood automationandcontroloflaserwakefieldacceleratorsusingbayesianoptimization AT afantoine automationandcontroloflaserwakefieldacceleratorsusingbayesianoptimization AT carran automationandcontroloflaserwakefieldacceleratorsusingbayesianoptimization AT mbackhouse automationandcontroloflaserwakefieldacceleratorsusingbayesianoptimization AT cdbaird automationandcontroloflaserwakefieldacceleratorsusingbayesianoptimization AT mdbalcazar automationandcontroloflaserwakefieldacceleratorsusingbayesianoptimization AT nbourgeois automationandcontroloflaserwakefieldacceleratorsusingbayesianoptimization AT jacardarelli automationandcontroloflaserwakefieldacceleratorsusingbayesianoptimization AT phatfield automationandcontroloflaserwakefieldacceleratorsusingbayesianoptimization AT jkang automationandcontroloflaserwakefieldacceleratorsusingbayesianoptimization AT kkrushelnick automationandcontroloflaserwakefieldacceleratorsusingbayesianoptimization AT spdmangles automationandcontroloflaserwakefieldacceleratorsusingbayesianoptimization AT cdmurphy automationandcontroloflaserwakefieldacceleratorsusingbayesianoptimization AT nlu automationandcontroloflaserwakefieldacceleratorsusingbayesianoptimization AT josterhoff automationandcontroloflaserwakefieldacceleratorsusingbayesianoptimization AT kpoder automationandcontroloflaserwakefieldacceleratorsusingbayesianoptimization AT pprajeev automationandcontroloflaserwakefieldacceleratorsusingbayesianoptimization AT cpridgers automationandcontroloflaserwakefieldacceleratorsusingbayesianoptimization AT srozario automationandcontroloflaserwakefieldacceleratorsusingbayesianoptimization AT mpselwood automationandcontroloflaserwakefieldacceleratorsusingbayesianoptimization AT ajshahani automationandcontroloflaserwakefieldacceleratorsusingbayesianoptimization AT drsymes automationandcontroloflaserwakefieldacceleratorsusingbayesianoptimization AT agrthomas automationandcontroloflaserwakefieldacceleratorsusingbayesianoptimization AT cthornton automationandcontroloflaserwakefieldacceleratorsusingbayesianoptimization AT znajmudin automationandcontroloflaserwakefieldacceleratorsusingbayesianoptimization AT mjvstreeter automationandcontroloflaserwakefieldacceleratorsusingbayesianoptimization
_version_	1718392258869329920

Automation and control of laser wakefield accelerators using Bayesian optimization

Ejemplares similares