{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,17]],"date-time":"2026-01-17T09:14:04Z","timestamp":1768641244770,"version":"3.49.0"},"reference-count":31,"publisher":"IOP Publishing","issue":"4","license":[{"start":{"date-parts":[[2021,9,2]],"date-time":"2021-09-02T00:00:00Z","timestamp":1630540800000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0"},{"start":{"date-parts":[[2021,9,2]],"date-time":"2021-09-02T00:00:00Z","timestamp":1630540800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/iopscience.iop.org\/info\/page\/text-and-data-mining"}],"funder":[{"DOI":"10.13039\/501100002946","name":"Deutsches Zentrum f\u00fcr Luft- und Raumfahrt","doi-asserted-by":"crossref","award":["50WM1962"],"award-info":[{"award-number":["50WM1962"]}],"id":[{"id":"10.13039\/501100002946","id-type":"DOI","asserted-by":"crossref"}]}],"content-domain":{"domain":["iopscience.iop.org"],"crossmark-restriction":false},"short-container-title":["Mach. Learn.: Sci. Technol."],"published-print":{"date-parts":[[2021,12,1]]},"abstract":"<jats:title>Abstract<\/jats:title>\n               <jats:p>We present an algorithm to reconstruct the three-dimensional positions of particles in a dense cloud of particles in a dusty plasma using a convolutional neural network. The approach is found to be very fast and yields a relatively high accuracy. In this paper, we describe and examine the approach regarding the particle number and the reconstruction accuracy using synthetic data and experimental data. To show the applicability of the approach the 3D positions of particles in a dense dust cloud in a dusty plasma under weightlessness are reconstructed from stereoscopic camera images using the prescribed neural network.<\/jats:p>","DOI":"10.1088\/2632-2153\/ac1fc8","type":"journal-article","created":{"date-parts":[[2021,9,2]],"date-time":"2021-09-02T04:06:15Z","timestamp":1630555575000},"page":"045019","update-policy":"https:\/\/doi.org\/10.1088\/crossmark-policy","source":"Crossref","is-referenced-by-count":22,"title":["Fast 3D particle reconstruction using a convolutional neural network: application to dusty plasmas"],"prefix":"10.1088","volume":"2","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-6710-0071","authenticated-orcid":false,"given":"Michael","family":"Himpel","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9301-9357","authenticated-orcid":false,"given":"Andr\u00e9","family":"Melzer","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"266","published-online":{"date-parts":[[2021,9,2]]},"reference":[{"key":"mlstac1fc8bib1","doi-asserted-by":"publisher","DOI":"10.1088\/1757-899X\/787\/1\/012002","volume":"787","author":"Wei","year":"2020","journal-title":"IOP Conf. Ser.: Mater. Sci. Eng."},{"key":"mlstac1fc8bib2","doi-asserted-by":"publisher","DOI":"10.1088\/1742-6596\/1881\/2\/022005","volume":"1176","author":"Wang","year":"2019","journal-title":"J. Phys.: Conf. Ser."},{"key":"mlstac1fc8bib3","doi-asserted-by":"publisher","DOI":"10.1088\/1742-6596\/1881\/2\/022005","volume":"1881","author":"Shen","year":"2021","journal-title":"J. Phys.: Conf. Ser."},{"key":"mlstac1fc8bib4","doi-asserted-by":"publisher","DOI":"10.1088\/1742-6596\/893\/1\/012062","volume":"893","author":"Swalaganata","year":"2017","journal-title":"J. Phys.: Conf. Ser."},{"key":"mlstac1fc8bib5","doi-asserted-by":"publisher","first-page":"933","DOI":"10.1007\/s00348-006-0212-z","volume":"41","author":"Elsinga","year":"2006","journal-title":"Exp. Fluids"},{"key":"mlstac1fc8bib6","doi-asserted-by":"publisher","DOI":"10.1063\/1.3587090","volume":"18","author":"Williams","year":"2011","journal-title":"Phys. Plasmas"},{"key":"mlstac1fc8bib7","first-page":"pp 21","article-title":"Multiset triangulation 3D PTV and its performance compared to tomographic PIV","volume":"vol 11","author":"Akhmetbekov","year":"2011"},{"key":"mlstac1fc8bib8","doi-asserted-by":"publisher","DOI":"10.1063\/1.5006841","volume":"24","author":"Mulsow","year":"2017","journal-title":"Phys. Plasmas"},{"key":"mlstac1fc8bib9","doi-asserted-by":"publisher","DOI":"10.1088\/0957-0233\/24\/2\/024008","volume":"24","author":"Wieneke","year":"2013","journal-title":"Meas. Sci. Technol."},{"key":"mlstac1fc8bib10","doi-asserted-by":"publisher","first-page":"70","DOI":"10.1007\/s00348-016-2157-1","volume":"57","author":"Schanz","year":"2016","journal-title":"Exp. Fluids"},{"key":"mlstac1fc8bib11","doi-asserted-by":"publisher","first-page":"36","DOI":"10.3390\/jimaging5030036","volume":"5","author":"Huang","year":"2019","journal-title":"J. Imaging"},{"key":"mlstac1fc8bib12","doi-asserted-by":"publisher","first-page":"9","DOI":"10.1002\/ctpp.202100079","author":"Dietz","year":"2021","journal-title":"Contrib. Plasma Phys."},{"key":"mlstac1fc8bib13","article-title":"Particle reconstruction of volumetric particle image velocimetry with strategy of machine learning","author":"Gao","year":"2019"},{"key":"mlstac1fc8bib14","author":"Himpel","year":"2021"},{"key":"mlstac1fc8bib15","doi-asserted-by":"publisher","first-page":"33","DOI":"10.1088\/1367-2630\/5\/1\/333","volume":"5","author":"Nefedov","year":"2003","journal-title":"New J. Phys."},{"key":"mlstac1fc8bib16","doi-asserted-by":"publisher","DOI":"10.1103\/PhysRevLett.112.115002","volume":"112","author":"Schwabe","year":"2014","journal-title":"Phys. Rev. Lett."},{"key":"mlstac1fc8bib17","doi-asserted-by":"publisher","first-page":"47","DOI":"10.1007\/BF02870378","volume":"8","author":"Thoma","year":"2006","journal-title":"Microgravity Sci. Technol."},{"key":"mlstac1fc8bib18","doi-asserted-by":"publisher","DOI":"10.1088\/1367-2630\/10\/3\/033036","volume":"10","author":"Thomas","year":"2008","journal-title":"New J. Phys."},{"key":"mlstac1fc8bib19","doi-asserted-by":"publisher","first-page":"1095","DOI":"10.1088\/0022-3727\/39\/6\/015","volume":"39","author":"Klindworth","year":"2006","journal-title":"J. Phys. D: Appl. Phys."},{"key":"mlstac1fc8bib20","doi-asserted-by":"publisher","DOI":"10.1063\/1.2714036","volume":"78","author":"Klindworth","year":"2007","journal-title":"Rev. Sci. Instrum."},{"key":"mlstac1fc8bib21","doi-asserted-by":"publisher","first-page":"R121","DOI":"10.1088\/0022-3727\/40\/8\/R01","volume":"40","author":"Ishihara","year":"2007","journal-title":"J. Phys. D: Appl. Phys."},{"key":"mlstac1fc8bib22","doi-asserted-by":"publisher","DOI":"10.1063\/1.5046049","volume":"25","author":"Himpel","year":"2018","journal-title":"Phys. Plasmas"},{"key":"mlstac1fc8bib23","doi-asserted-by":"publisher","first-page":"297","DOI":"10.2307\/1932409","volume":"26","author":"Dice","year":"1945","journal-title":"Ecology"},{"key":"mlstac1fc8bib24","doi-asserted-by":"publisher","first-page":"37","DOI":"10.1111\/j.1469-8137.1912.tb05611.x","volume":"11","author":"Jaccard","year":"1912","journal-title":"New Phytol."},{"key":"mlstac1fc8bib25","doi-asserted-by":"crossref","DOI":"10.1109\/CVPR.2019.00075","article-title":"Generalized intersection over union: a metric and a loss for bounding box regression","author":"Rezatofighi","year":"2019"},{"key":"mlstac1fc8bib26","doi-asserted-by":"publisher","first-page":"549","DOI":"10.1007\/s00348-008-0521-5","volume":"45","author":"Wieneke","year":"2008","journal-title":"Exp. Fluids"},{"key":"mlstac1fc8bib27","doi-asserted-by":"publisher","DOI":"10.1088\/1361-6501\/aacd45","volume":"29","author":"Wieneke","year":"2018","journal-title":"Meas. Sci. Technol."},{"key":"mlstac1fc8bib28","doi-asserted-by":"publisher","first-page":"1330","DOI":"10.1109\/34.888718","volume":"22","author":"Zhang","year":"2000","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"mlstac1fc8bib29","doi-asserted-by":"publisher","DOI":"10.1063\/1.3589858","volume":"82","author":"Himpel","year":"2011","journal-title":"Rev. Sci. Instrum."},{"key":"mlstac1fc8bib30","doi-asserted-by":"publisher","first-page":"35","DOI":"10.1115\/1.3662552","volume":"82","author":"Kalman","year":"1960","journal-title":"Trans. ASME, J. Basic Eng."},{"key":"mlstac1fc8bib31","author":"Wiener","year":"1964"}],"container-title":["Machine Learning: Science and Technology"],"original-title":[],"link":[{"URL":"https:\/\/iopscience.iop.org\/article\/10.1088\/2632-2153\/ac1fc8","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/iopscience.iop.org\/article\/10.1088\/2632-2153\/ac1fc8\/pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/iopscience.iop.org\/article\/10.1088\/2632-2153\/ac1fc8\/pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"syndication"},{"URL":"https:\/\/iopscience.iop.org\/article\/10.1088\/2632-2153\/ac1fc8\/pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,12,13]],"date-time":"2021-12-13T14:45:44Z","timestamp":1639406744000},"score":1,"resource":{"primary":{"URL":"https:\/\/iopscience.iop.org\/article\/10.1088\/2632-2153\/ac1fc8"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,9,2]]},"references-count":31,"journal-issue":{"issue":"4","published-online":{"date-parts":[[2021,9,2]]},"published-print":{"date-parts":[[2021,12,1]]}},"URL":"https:\/\/doi.org\/10.1088\/2632-2153\/ac1fc8","relation":{},"ISSN":["2632-2153"],"issn-type":[{"value":"2632-2153","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021,9,2]]},"assertion":[{"value":"Fast 3D particle reconstruction using a convolutional neural network: application to dusty plasmas","name":"article_title","label":"Article Title"},{"value":"Machine Learning: Science and Technology","name":"journal_title","label":"Journal Title"},{"value":"paper","name":"article_type","label":"Article Type"},{"value":"\u00a9 2021 The Author(s). Published by IOP Publishing Ltd","name":"copyright_information","label":"Copyright Information"},{"value":"2021-05-28","name":"date_received","label":"Date Received","group":{"name":"publication_dates","label":"Publication dates"}},{"value":"2021-08-20","name":"date_accepted","label":"Date Accepted","group":{"name":"publication_dates","label":"Publication dates"}},{"value":"2021-09-02","name":"date_epub","label":"Online publication date","group":{"name":"publication_dates","label":"Publication dates"}}]}}