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Publication Details
AFRICAN RESEARCH NEXUS
SHINING A SPOTLIGHT ON AFRICAN RESEARCH
physics and astronomy
Disruption prediction with artificial intelligence techniques in tokamak plasmas
Nature Physics, Volume 18, No. 7, Year 2022
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Description
In nuclear fusion reactors, plasmas are heated to very high temperatures of more than 100 million kelvin and, in so-called tokamaks, they are confined by magnetic fields in the shape of a torus. Light nuclei, such as deuterium and tritium, undergo a fusion reaction that releases energy, making fusion a promising option for a sustainable and clean energy source. Tokamak plasmas, however, are prone to disruptions as a result of a sudden collapse of the system terminating the fusion reactions. As disruptions lead to an abrupt loss of confinement, they can cause irreversible damage to present-day fusion devices and are expected to have a more devastating effect in future devices. Disruptions expected in the next-generation tokamak, ITER, for example, could cause electromagnetic forces larger than the weight of an Airbus A380. Furthermore, the thermal loads in such an event could exceed the melting threshold of the most resistant state-of-the-art materials by more than an order of magnitude. To prevent disruptions or at least mitigate their detrimental effects, empirical models obtained with artificial intelligence methods, of which an overview is given here, are commonly employed to predict their occurrence—and ideally give enough time to introduce counteracting measures. © 2022, Springer Nature Limited.
Authors & Co-Authors
Abraham, Kathrin
United Kingdom, Oxford
United Kingdom Atomic Energy Authority
Niaz Akhtar, Majid Niaz
United Kingdom, Oxford
United Kingdom Atomic Energy Authority
Aleiferis, Spyridon
Greece, Athens
National Centre for Scientific Research Demokritos
Alves, E. Jorge
Portugal, Lisbon
Universidade de Lisboa
Angioni, Clemente
Germany, Garching Bei Munchen
Max Planck Institute for Plasma Physics
Antoniou, Ioannis E.
United Kingdom, Oxford
United Kingdom Atomic Energy Authority
Balden, Martin
Belgium, Brussels
Koninklijke Militaire School - Ecole Royale Militaire
Barnard, Monica A.
United Kingdom, Oxford
United Kingdom Atomic Energy Authority
Baumane, Larisa
Latvia, Riga
Latvijas Universitāte
Belli, Emily Ann
United States, San Diego
General Atomics
Beurskens, Marc N.A.
Germany, Garching Bei Munchen
Max Planck Institute for Plasma Physics
Bilato, Roberto
Germany, Garching Bei Munchen
Max Planck Institute for Plasma Physics
Bobkov, Volodymyr V.
Germany, Garching Bei Munchen
Max Planck Institute for Plasma Physics
Bohm, Tim D.
United States, Madison
University of Wisconsin-madison
Bourdelle, Clarisse
France, Saint Paul Lez Durance
Cea Cadarache
Braic, Viorel T.
Romania, Bucharest
Optoelectronics S.a.
Brezinsek, Sebastijan
Germany, Julich
Forschungszentrum Jülich Gmbh
Bufferand, Hugo
France, Saint Paul Lez Durance
Cea Cadarache
Buscarino, Arturo
Italy, Catania
Università Degli Studi Di Catania
Carvalho, Pedro J.
Portugal, Lisbon
Universidade de Lisboa
Chankin, Alexch V.
Germany, Garching Bei Munchen
Max Planck Institute for Plasma Physics
Ciraolo, Guido
France, Saint Paul Lez Durance
Cea Cadarache
Coelho, R. M.
Portugal, Lisbon
Universidade de Lisboa
Colas, Laurent
France, Saint Paul Lez Durance
Cea Cadarache
Coster, D. P.
Germany, Garching Bei Munchen
Max Planck Institute for Plasma Physics
Crialesi-Esposito, Marco
Sweden, Stockholm
The Royal Institute of Technology Kth
Dejarnac, Renaud
Czech Republic, Prague
Academy of Sciences of the Czech Republic
Donné, Anthony J.H.
Unknown Affiliation
Dunai, Dániel
Hungary, Budapest
Centre for Energy Research
D̃uran, Ivan
Czech Republic, Prague
Academy of Sciences of the Czech Republic
Dux, Ralph
Germany, Garching Bei Munchen
Max Planck Institute for Plasma Physics
Eich, Thomas
Germany, Garching Bei Munchen
Max Planck Institute for Plasma Physics
Fernandes, Horácio M.
Portugal, Lisbon
Universidade de Lisboa
Ferreira, J. G.
Portugal, Lisbon
Universidade de Lisboa
Figueiredo, J.
Portugal, Lisbon
Universidade de Lisboa
Fiorucci, Donatella
Italy, Padua
Consorzio Rfx
Fortuna, Luigi
Italy, Catania
Università Degli Studi Di Catania
Frassinetti, Lorenzo
Sweden, Stockholm
The Royal Institute of Technology Kth
Ga´l, K.
Unknown Affiliation
Giroud, Carine
United Kingdom, Oxford
United Kingdom Atomic Energy Authority
Gorini, Giuseppe
Italy, Milan
Università Degli Studi Di Milano-bicocca
Go¨rler, Tobias
Germany, Garching Bei Munchen
Max Planck Institute for Plasma Physics
Greuner, Henri
Germany, Garching Bei Munchen
Max Planck Institute for Plasma Physics
Hatch, David R.
United States, Austin
The University of Texas at Austin
Hobirk, Joerg
Germany, Garching Bei Munchen
Max Planck Institute for Plasma Physics
Hoenen, Olivier
Unknown Affiliation
Ho¨lzl, Matthias
Germany, Garching Bei Munchen
Max Planck Institute for Plasma Physics
Horton, Lorne D.
Switzerland, Lausanne
École Polytechnique Fédérale de Lausanne
Insulander Björk, Klara
Sweden, Gothenburg
Chalmers University of Technology
Jaulmes, Fabien
Czech Republic, Prague
Academy of Sciences of the Czech Republic
Klix, Axel
Germany, Karlsruhe
Karlsruher Institut Für Technologie
Kotschenreuther, Michael T.
United States, Austin
The University of Texas at Austin
Koubiti, Mohammed
France, Marseille
Aix Marseille Université
Krieger, K.
Germany, Garching Bei Munchen
Max Planck Institute for Plasma Physics
Kurki-Suonio, Taina K.
Finland, Espoo
Aalto University
Likonen, Jari
Finland, Espoo
Teknologian Tutkimuskeskus Vtt
López Navarro, Juan Manuel
Spain, Madrid
Universidad Politécnica de Madrid
Loreti, Stefano
Italy, Frascati
Enea Centro Ricerche Frascati
Luce, Timothy Charles
Unknown Affiliation
Lungu, Cristian Petricǎ
Romania, Magurele
National Institute for Laser, Plasma and Radiation Physics
Lunt, Tilmann
Germany, Garching Bei Munchen
Max Planck Institute for Plasma Physics
Lyssoivan, Anatoli I.
Belgium, Brussels
Koninklijke Militaire School - Ecole Royale Militaire
Maggi, Costanza F.
United Kingdom, Oxford
United Kingdom Atomic Energy Authority
Mantica, Paola
Italy, Rome
Consiglio Nazionale Delle Ricerche
Mantsinen, Mervi J.
Spain, Barcelona
Institució Catalana de Recerca I Estudis Avançats
Matejčík, Štefan
Slovakia, Bratislava
Univerzita Komenského V Bratislave
Matthews, Guy F.
United Kingdom, Oxford
United Kingdom Atomic Energy Authority
Mayer, Matej
Germany, Garching Bei Munchen
Max Planck Institute for Plasma Physics
McCarthy, Patrick J.
Ireland, Cork
University College Cork
Mertens, Ph
Germany, Julich
Forschungszentrum Jülich Gmbh
Messiaen, André M.
Belgium, Brussels
Koninklijke Militaire School - Ecole Royale Militaire
N’Konga, Boniface
France, Le Chesnay
Inria Institut National de Recherche en Informatique et en Automatique
Naulin, Volker
Denmark, Lyngby
Technical University of Denmark
Nestoras, Ioannis
United Kingdom, Oxford
United Kingdom Atomic Energy Authority
Nielsen, Anders Henry
Denmark, Lyngby
Technical University of Denmark
Noterdaeme, Jean Marie
Germany, Garching Bei Munchen
Max Planck Institute for Plasma Physics
Papp, Peter
Slovakia, Bratislava
Univerzita Komenského V Bratislave
Pérez von Thun, Christian P.
Unknown Affiliation
Porosnicu, Corneliu
Romania, Magurele
National Institute for Laser, Plasma and Radiation Physics
Primetzhofer, Daniel
Sweden, Uppsala
Uppsala Universitet
Provatas, Georgios
Croatia, Zagreb
Institut Ruđer Bošković
Pucella, Gianluca
Italy, Frascati
Enea Centro Ricerche Frascati
Radulović, Vladimir
Slovenia, Ljubljana
Institut Jožef Stefan
Raj, Prasoon
Germany, Karlsruhe
Karlsruher Institut Für Technologie
Rasmussen, Jens Juul
Denmark, Lyngby
Technical University of Denmark
Rebai, M.
Italy, Rome
Consiglio Nazionale Delle Ricerche
Rossi, Riccardo
Italy, Rome
Università Degli Studi Di Roma Tor Vergata
Ruchko, Leonid F.
Ukraine, Lviv
Lviv Polytechnic National University
Saarelma, Samuli
United Kingdom, Oxford
United Kingdom Atomic Energy Authority
Sergienko, Gennady V.
Germany, Julich
Forschungszentrum Jülich Gmbh
Snoj, Luka
Slovenia, Ljubljana
Institut Jožef Stefan
Snyder, Philip B.
United States, San Diego
General Atomics
Tál, Balazs
Germany, Garching Bei Munchen
Max Planck Institute for Plasma Physics
Tardocchi, Marco
Italy, Rome
Consiglio Nazionale Delle Ricerche
Terentyev, Dimitry A.
Belgium, Mol
Sck Cen
Tskhakaya, David D.
Czech Republic, Prague
Academy of Sciences of the Czech Republic
Austria, Vienna
Osterreichische Akademie Der Wissenschaften
Turner, Miles M.
Ireland, Dublin
Dublin City University
Vasilopoulou, Theodora
Greece, Athens
National Centre for Scientific Research Demokritos
Wang, Nengchao
United Kingdom, Oxford
United Kingdom Atomic Energy Authority
Statistics
Citations: 20
Authors: 99
Affiliations: 100
Identifiers
Doi:
10.1038/s41567-022-01602-2
ISSN:
17452473
Research Areas
Cancer