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X-ORIGINAL-URL:https://paris.pan.pl/en//
X-WR-CALNAME:Polska Akademia Nauk
X-WR-CALDESC:Stacja Naukowa w Paryżu
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CLASS:PUBLIC
UID:MEC-aa8f7e46ca13ec4051e4b358eb9273ac@paris.pan.pl
DTSTART:20260331T130000Z
DTEND:20260401T130000Z
DTSTAMP:20260326T155700Z
CREATED:20260326
LAST-MODIFIED:20260326
PRIORITY:5
TRANSP:OPAQUE
SUMMARY:Working meeting – Machine Learning to develop diagnostic and data analysis methods for future thermonuclear reactors
DESCRIPTION:POLONIUM (NAWA) – WORKING MEETING\nMarch 31st – April 01st 2026\nPAS Scientific Centre in Paris\nThis project, in collaboration between IFJ PAN and CEA IRFM, aims at using machine learning (ML) methods, in particular evolutionary algorithms (genetic algorithms (GA) or similar), artificial neural networks (NN) and Bayesian networks to support research in the field of plasma physics and thermonuclear fusion.\nThe research focuses on the following scientific problems:\n(1) Design and optimization of plasma diagnostic systems for tokamak devices, e.g. neutron spectrometer or soft X-ray imaging systems;\n(2) Development of fast tomographic reconstruction and spectrum deconvolution methods from a limited set of line-integrated measurements;\n(3) Development of methods for analyzing data from plasma diagnostics in order to classify and predict plasma events such as impurity accumulation or magnetohydrodynamic instabilities during tokamak plasma discharges.\nThis dedicated in-person meeting at the PAN Paris stations was a unique opportunity to discuss the recent obtain results and plan the rest of the project activities between French and Polish partners\n \nInstitutions involved in the project:\n\nInstitute of Nuclear Physics Polish Academy of Sciences (IFJ PAN), Krakow, Poland\nInstitute for Magnetic Fusion Research (IRFM), French Alternatives Energies and Atomic Energy Commission (CEA), Cadarache, France\n\n
URL:https://paris.pan.pl/en/events/spotkanie-projektowe-uczenie-maszynowe-w-analizie-danych-i-projektowaniu-systemow-detekcji-dla-przeszlych-fuzyjnych-reaktorow-termojadrowych/
ATTACH;FMTTYPE=image/png:https://paris.pan.pl/wp-content/uploads/2026/03/POLONIUM_grafika.png
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