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February 3, 2025
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A control oriented strategy of disruption prediction to avoid the configuration collapse of tokamak reactors

Publicated to:Nature Communications. 15 (1): 2424- - 2024-03-18 15(1), DOI: 10.1038/s41467-024-46242-7

Authors: Murari, A; Rossi, R; Craciunescu, T; Vega, J; Gelfusa, M; Mailloux, J; Abid, N; Abraham, K; Abreu, P; Adabonyan, O; Adrich, P; Afanasev, V; Afzal, M; Ahlgren, T; Aho-Mantila, L; Aiba, N; Airila, M; Akhtar, M; Albanese, R; Alderson-Martin, M; Alegre, D; Aleiferis, S; Aleksa, A; Alekseev, AG; Alessi, E; Aleynikov, P; Algualcil, J; Ali, M; Allinson, M; Alper, B; Alves, E; Ambrosino, G; Ambrosino, R; Amosov, V; Sundén, EA; Andrew, P; Angelini, BM; Angioni, C; Antoniou, I; Appel, LC; Appelbee, C; Aria, S; Ariola, M; Artaserse, G; Arter, W; Artigues, V; Asakura, N; Ash, A; Ashikawa, N; Aslanyan, V; Astrain, M; Asztalos, O; Auld, D; Auriemma, F; Austin, Y; Avotina, L; Aymerich, E; Baciero, A; Bairaktaris, F; Balbin, J; Balbinot, L; Balboa, I; Balden, M; Balshaw, C; Balshaw, N; Bandaru, VK; Banks, J; Baranov, YF; Barcellona, C; Barnard, A; Barnard, M; Barnsley, R; Barth, A; Baruzzo, M; Barwell, S; Bassan, M; Batista, A; Batistoni, P; Baumane, L; Bauvir, B; Baylor, L; Beaumont, PS; Beckett, D; Begolli, A; Beidler, M; Bekris, N; Beldishevski, M; Belli, E; Belli, F; Belonohy, É; Ben Yaala, M; Benayas, J; Bentley, J; Bergsåker, H; Bernardo, J; Bernert, M; Berry, M; Bertalot, L; Betar, H; Beurskens, M; Bickerton, S; Bieg, B; Bielecki, J; Bierwage, A; Biewer, T; Bilato, R; Bílková, P; Birkenmeier, G; Bishop, H; Bizarro, JPS; Blackburn, J; Blanchard, P; Blatchford, P; Bobkov, V; Boboc, A; Bohm, P; Bohm, T; Bolshakova, I; Bolzonella, T; Bonanomi, N; Bonfiglio, D; Bonnin, X; Bonofiglo, P; Boocock, S; Booth, A; Booth, J; Borba, D; Borodin, D; Borodkina, I; Boulbe, C; Bourdelle, C; Bowden, M; Boyd, K; Mihalic, IB; Bradnam, SC; Braic, V; Brandt, L; Bravanec, R; Breizman, B; Brett, A; Brezinsek, S; Brix, M; Bromley, K; Brown, B; Brunetti, D; Buckingham, R; Buckley, M; Budny, R; Buermans, J; Bufferand, H; Buratti, P; Burgess, A; Buscarino, A; Busse, A; Butcher, D; de la Cal, E; Calabrò, G; Calacci, L; Calado, R; Camenen, Y; Canal, G; Cannas, B; Cappelli, M; Carcangiu, S; Card, P; Cardinali, A; Carman, P; Carnevale, D; Carr, M; Carralero, D; Carraro, L; Carvalho, IS; Carvalho, P; Casiraghi, I; Casson, FJ; Castaldo, C; Catalan, JP; Catarino, N; Causa, F; Cavedon, M; Cecconello, M; Challis, CD; Chamberlain, B; Chang, CS; Chankin, A; Chapman, B; Chernyshova, M; Chiariello, A; Chmielewski, P; Chomiczewska, A; Chone, L; Ciraolo, G; Ciric, D; Citrin, J; Ciupinski, L; Clark, M; Clarkson, R; Clements, C; Cleverly, M; Coad, JP; Coates, P; Cobalt, A; Coccorese, V; Coelho, R; Coenen, JW; Coffey, IH; Colangeli, A; Colas, L; Collins, C; Collins, J; Collins, S; Conka, D; Conroy, S; Conway, B; Conway, NJ; Coombs, D; Cooper, P; Cooper, S; Corradino, C; Corrigan, G; Coster, D; Cox, P; Craciunescu, T; Cramp, S; Crapper, C; Craven, D; Craven, R; Esposito, MC; Croci, G; Croft, D; Croitoru, A; Crombé, K; Cronin, T; Cruz, N; Crystal, C; Cseh, G; Cufar, A; Cullen, A; Curuia, M; Czarski, T; Dabirikhah, H; Dal Molin, A; Dale, E; Dalgliesh, P; Dalley, S; Dankowski, J; David, P; Davies, A; Davies, S; Davis, G; Dawson, K; Dawson, S; Day, IE; De Bock, M; De Temmerman, G; De Tommasi, G; Deakin, K; Deane, J; Dejarnac, R; Del Sarto, D; Delabie, E; Del-Castillo-Negrete, D; Dempsey, A; Dendy, RO; Devynck, P; Di Siena, A; Di Troia, C; Dickson, T; Dinca, P; Dittmar, T; Dobrashian, J; Doerner, RP; Donné, AJH; Dorling, S; Dormido-Canto, S; Douai, D; Dowson, S; Doyle, R; Dreval, M; Drewelow, P; Drews, P; Drummond, G; Duckworth, P; Dudding, H; Dumont, R; Dumortier, P; Dunai, D; Dunatov, T; Dunne, M; Duran, I; Durodié, F; Dux, R; Dvornova, A; Eastham, R; Edwards, J; Eich, T; Eichorn, A; Eidietis, N; Eksaeva, A; El Haroun, H; Ellwood, G; Elsmore, C; Embreus, O; Emery, S; Ericsson, G; Eriksson, B; Eriksson, F; Eriksson, J; Eriksson, LG; Ertmer, S; Esquembri, S; Esquisabel, AL; Estrada, T; Evans, G; Evans, S; Fable, E; Fagan, D; Faitsch, M; Falessi, M; Fanni, A; Farahani, A; Farquhar, I; Fasoli, A; Faugeras, B; Fazinic, S; Felici, F; Felton, R; Fernandes, A; Fernandes, H; Ferrand, J; Ferreira, DR; Ferreira, J; Ferrò, G; Fessey, J; Ficker, O; Field, AR; Figueiredo, A; Figueiredo, J; Fil, A; Fil, N; Finburg, P; Fiorucci, D; Fischer, U; Fishpool, G; Fittill, L; Fitzgerald, M; Flammini, D; Flanagan, J; Flinders, K; Foley, S; Fonnesu, N; Fontana, M; Fontdecaba, JM; Forbes, S; Formisano, A; Fornal, T; Fortuna, L; Fortuna-Zalesna, E; Fortune, M; Fowler, C; Fransson, E; Frassinetti, L; Freisinger, M; Fresa, R; Fridström, R; Frigione, D; Fülöp, T; Furseman, M; Fusco, V; Futatani, S; Gadariya, D; Gál, K; Galassi, D; Galazka, K; Galeani, S; Gallart, D; Galvao, R; Gao, Y; Garcia, J; García-Muñoz, M; Gardener, M; Garzotti, L; Gaspar, J; Gatto, R; Gaudio, P; Gear, D; Gebhart, T; Gee, S; Gelfusa, M; George, R; Gerasimov, SN; Gervasini, G; Gethins, M; Ghani, Z; Gherendi, M; Ghezzi, F; Giacalone, JC; Giacomelli, L; Giacometti, G; Gibson, C; Gibson, KJ; Gil, L; Gillgren, A; Gin, D; Giovannozzi, E; Giroud, C; Glen, R; Glöggler, S; Goff, J; Gohil, P; Goloborodko, V; Gomes, R; Gonçalves, B; Goniche, M; Goodyear, A; Gore, S; Gorini, G; Görler, T; Gotts, N; Goulding, R; Gow, E; Graham, B; Graves, JP; Greuner, H; Grierson, B; Griffiths, J; Griph, S; Grist, D; Gromelski, W; Groth, M; Grove, R; Gruca, M; Guard, D; Gupta, N; Gurl, C; Gusarov, A; Hackett, L; Hacquin, S; Hager, R; Hägg, L; Hakola, A; Halitovs, M; Hall, S; Hall, SA; Hallworth-Cook, S; Ham, CJ; Hamaguchi, D; Hamed, M; Hamlyn-Harris, C; Hammond, K; Harford, E; Harrison, JR; Harting, D; Hatano, Y; Hatch, DR; Haupt, T; Hawes, J; Hawkes, NC; Hawkins, J; Hayashi, T; Hazael, S; Hazel, S; Heesterman, P; Heidbrink, B; Helou, W; Hemming, O; Henderson, SS; Henriques, RB; Hepple, D; Herfindal, J; Hermon, G; Hill, J; Hillesheim, JC; Hizanidis, K; Hjalmarsson, A; Ho, A; Hobirk, J; Hoenen, O; Hogben, C; Hollingsworth, A; Hollis, S; Hollmann, E; Hölzl, M; Homan, B; Hook, M; Hopley, D; Horácek, J; Horsley, D; Horsten, N; Horton, A; Horton, LD; Horvath, L; Hotchin, S; Howell, R; Hu, Z; Huber, A; Huber, V; Huddleston, T; Huijsmans, GTA; Huynh, P; Hynes, A; Iliasova, M; Imrie, D; Imrísek, M; Ingleby, J; Innocente, P; Björk, KI; Isernia, N; Ivanova-Stanik, I; Ivings, E; Jablonski, S; Jachmich, S; Jackson, T; Jacquet, P; Järleblad, H; Jaulmes, F; Rodriguez, JJ; Jepu, I; Joffrin, E; Johnson, R; Johnson, T; Johnston, J; Jones, C; Jones, G; Jones, L; Jones, N; Jones, T; Joyce, A; Juarez, R; Juvonen, M; Kalnina, P; Kaltiaisenaho, T; Kaniewski, J; Kantor, A; Kappatou, A; Karhunen, J; Karkinsky, D; Kashchuk, Y; Kaufman, M; Kaveney, G; Kazakov, YO; Kazantzidis, V; Keeling, DL; Kelly, R; Kempenaars, M; Kennedy, C; Kennedy, D; Kent, J; Khan, K; Khilkevich, E; Kiefer, C; Kilpeläinen, J; Kim, C; Kim, HT; Kim, SH; King, DB; King, R; Kinna, D; Kiptily, VG; Kirjasuo, A; Kirov, KK; Kirschner, A; Kiviniemi, T; Kizane, G; Klas, M; Klepper, C; Klix, A; Kneale, G; Knight, M; Knight, P; Knights, R; Knipe, S; Knolker, M; Knott, S; Kocan, M; Köchl, F; Kodeli, I; Kolesnichenko, Y; Kominis, Y; Kong, M; Korovin, V; Kos, B; Kos, D; Koslowski, HR; Kotschenreuther, M; Koubiti, M; Kowalska-Strzeciwilk, E; Koziol, K; Krasilnikov, A; Krasilnikov, V; Kresina, M; Krieger, K; Krishnan, N; Krivska, A; Kruezi, U; Ksiazek, I; Kukushkin, AB; Kumpulainen, H; Kurki-Suonio, T; Kurotaki, H; Kwak, S; Kwon, OJ; Laguardia, L; Lagzdina, E; Lahtinen, A; Laing, A; Lam, N; Lambertz, HT; Lane, B; Lane, C; Neto, EL; Laszynska, E; Lawson, KD; Lazaros, A; Lazzaro, E; Learoyd, G; Lee, C; Lee, SE; Leerink, S; Leeson, T; Lefebvre, X; Leggate, HJ; Lehmann, J; Lehnen, M; Leichtle, D; Leipold, F; Lengar, I; Lennholm, M; Gutierrez, EL; Lepiavko, B; Leppänen, J; Lerche, E; Lescinskis, A; Lewis, J; Leysen, W; Li, L; Li, Y; Likonen, J; Linsmeier, C; Lipschultz, B; Litaudon, X; Litherland-Smith, E; Liu, F; Loarer, T; Loarte, A; Lobel, R; Lomanowski, B; Lomas, PJ; López, JM; Lorenzini, R; Loreti, S; Losada, U; Loschiavo, VP; Loughlin, M; Louka, Z; Lovell, J; Lowe, T; Lowry, C; Lubbad, S; Luce, T; Lucock, R; Lukin, A; Luna, C; de la Luna, E; Lungaroni, M; Lungu, CP; Lunt, T; Lutsenko, V; Lyons, B; Lyssoivan, A; Machielsen, M; Macusova, E; Mäenpää, R; Maggi, CF; Maggiora, R; Magness, M; Mahesan, S; Maier, H; Maingi, R; Malinowski, K; Manas, P; Mantica, P; Mantsinen, MJ; Manyer, J; Manzanares, A; Maquet, P; Marceca, G; Marcenko, N; Marchetto, C; Marchuk, O; Mariani, A; Mariano, G; Marin, M; Marinelli, M; Markovic, T; Marocco, D; Marot, L; Marsden, S; Marsh, J; Marshall, R; Martellucci, L; Martin, A; Martin, AJ; Martone, R; Maruyama, S; Maslov, M; Masuzaki, S; Matejcik, S; Mattei, M; Matthews, GF; Matveev, D; Matveeva, E; Mauriya, A; Maviglia, F; Mayer, M; Mayoral, ML; Mazzi, S; Mazzotta, C; McAdams, R; McCarthy, PJ; McClements, KG; McClenaghan, J; McCullen, P; McDonald, DC; McGuckin, D; McHugh, D; McIntyre, G; McKean, R; McKehon, J; McMillan, B; McNamee, L; McShee, A; Meakins, A; Medley, S; Meekes, CJ; Meghani, K; Meigs, AG; Meisl, G; Meitner, S; Menmuir, S; Mergia, K; Merriman, S; Mertens, P; Meshchaninov, S; Messiaen, A; Michling, R; Middleton, P; Middleton-Gear, D; Mietelski, J; 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Shigin, P; Shinohara, K; Shiraiwa, S; Shiraki, D; Short, M; Sias, G; Silburn, SA; Silva, A; Silva, C; Silva, J; Silvagni, D; Simfukwe, D; Simpson, J; Sinclair, D; Sipilä, SK; Sips, ACC; Sirén, P; Sirinelli, A; Sjöstrand, H; Skinner, N; Slater, J; Smith, N; Smith, P; Snell, J; Snoep, G; Snoj, L; Snyder, P; Soare, S; Solano, ER; Solokha, V; Somers, A; Sommariva, C; Soni, K; Sorokovoy, E; Sos, M; Sousa, J; Sozzi, C; Spagnolo, S; Spelzini, T; Spineanu, F; Spong, D; Sprada, D; Sridhar, S; Srinivasan, C; Stables, G; Staebler, G; Stamatelatos, I; Stancar, Z; Staniec, P; Stankunas, G; Stead, M; Stefanikova, E; Stephen, A; Stephens, J; Stevenson, P; Stojanov, M; Strand, P; Strauss, HR; Strikwerda, S; Ström, P; Stuart, CI; Studholme, W; Subramani, M; Suchkov, E; Sumida, S; Sun, HJ; Susts, TE; Svensson, J; Svoboda, J; Sweeney, R; Sytnykov, D; Szabolics, T; Szepesi, G; Tabia, B; Tadic, T; Tál, B; Tala, T; Tallargio, A; Tamain, P; Tan, H; Tanaka, K; Tang, W; Tardocchi, M; Taylor, D; Teimane, AS; Telesca, G; 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Weisen, H; Weiszflog, M; Welch, P; Wendler, N; West, A; Wheatley, M; Wheeler, S; Whitehead, A; Whittaker, D; Widdowson, A; Wiesen, S; Wilkinson, J; Williams, JC; Willoughby, D; Wilson, I; Wilson, J; Wilson, T; Wischmeier, M; Wise, P; Withenshaw, G; Withycombe, A; Witts, D; Wojcik-Gargula, A; Wolfrum, E; Wood, R; Woodley, C; Woodley, R; Woods, B; Wright, J; Wright, JC; Xu, T; Yadikin, D; Yajima, M; Yakovenko, Y; Yang, Y; Yanling, W; Yanovskiy, V; Young, I; Young, R; Zabolockis, RJ; Zacks, J; Zagorski, R; Zaitsev, FS; Zakharov, L; Zarins, A; Fernandez, DZ; Zastrow, KD; Zayachuk, Y; Zerbini, M; Zhang, W; Zhou, Y; Zlobinski, M; Zocco, A; Zohar, A; Zoita, V; Zoletnik, S; Zotta, VK; Zoulias, I; Zwingmann, W; Zychor, I

Affiliations

Aalto Univ, POB 141 - Author
Aix Marseille Univ, CNRS, IUSTI, UMR 7343 - Author
Aix Marseille Univ, CNRS, PIIM, UMR 7345 - Author
Arizona State Univ - Author
Barcelona Supercomp Ctr - Author
CAS, Inst Plasma Phys, Za Slovankou 1782-3 - Author
CEA, IRFM - Author
Chalmers Univ Technol, Dept Phys - Author
Chalmers Univ Technol, Dept Space Earth & Environm - Author
CIEMAT, Lab Nacl Fus, Av Complutense 40 - Author
CNR, Inst Plasma Sci & Technol, Via R Cozzi 53 - Author
CNR, Ist Sci & Tecnol Plasmi - Author
Coll William & Mary - Author
Columbia Univ - Author
Comenius Univ, Fac Math, Dept Expt Phys Phys & Informat, Mlynska Dolina F2 - Author
Consorzio CREATE, Via Claudio 21 - Author
Ctr Etud Energie Nucl, Studiectr Kernenergie, Boeretang 200 - Author
Culham Sci Ctr, EUROfus Programme Management Unit - Author
Czech Tech Univ, Fac Nucl Sci & Phys Engn, Brehova 78-7 - Author
Daegu Univ, Gyongsan - Author
DIFFER, FOM Inst - Author
Dublin City Univ - Author
Ecole Polytech Fed Lausanne, Swiss Plasma Ctr - Author
Eindhoven Univ Technol - Author
ENEA CR Frascati, Dipto Fus & Tecnol Sicurezza Nucl, Via E Fermi 45, Frascati - Author
Energy Res Ctr, POB 49 - Author
EUROfus Programme Management Unit, Boltzmannstr 2 - Author
European Commiss - Author
Forschungszentrum Julich, Inst Energie & Klimaforsch Plasmaphys - Author
Fourth State Res, 503 Lockhart Dr - Author
Fus Energy Joint Undertaking, Josep Pl 2,Torres Diagonal Litoral B3 - Author
Gen Atom, POB 85608 - Author
HRS Fus - Author
Ibaraki Univ, Grad Sch Sci & Engn, Mito - Author
ICREA - Author
Inst Nucl Phys, Radzikowskiego 152 - Author
Inst Nucl Res, Prospekt Nauky 47 - Author
Inst Plasma Phys & Laser Microfus, Hery 23 - Author
Inst Project Ctr ITER - Author
Ioffe Phys Tech Inst, 26 Politekh Skaya - Author
ITER Org, Route Vinon Sur Verdon,CS 90 046, F-13067 St Paul Les Durance - Author
Karlsruhe Inst Technol, POB 3640 - Author
Kindai Univ, Higashiosaka - Author
KTH Royal Inst Technol, EECS, Fus Plasma Phys - Author
KTH, EECS, Space & Plasma Phys - Author
KTH, SCI, Mech - Author
Lithuanian Energy Inst, Breslaujos G 3 - Author
LPP ERM KMS, Lab Plasma Phys - Author
Lviv Polytech Natl Univ, Magnet Sensor Lab - Author
Maritime Univ Szczecin, Fac Marine Engn, Waly Chrobrego 1-2 - Author
Max Planck Inst Plasma Phys - Author
Max Planck Inst Plasma Phys, Teilinst Greifswald - Author
MIT, Plasma Sci & Fus Ctr - Author
Natl Ctr Nucl Res NCBJ - Author
Natl Inst Cryogen & Isotop Technol - Author
Natl Inst Fus Sci, Toki - Author
Natl Inst Laser Plasma & Radiat Phys - Author
Natl Inst Optoelect - Author
Natl Inst Quantum & Radiol Sci & Technol, Naka - Author
Natl Sci Ctr, Kharkov Inst Phys & Technol, Akad 1 - Author
Natl Tech Univ Athens, Iroon Politech 9 - Author
NCSR Demokritos - Author
NRC Kurchatov Inst, 1 Kurchatov Sq - Author
Oak Ridge Natl Lab - Author
Opole Univ, Inst Phys, Oleska 48 - Author
PELIN LLC, 27a Gzhatskaya Ulitsa - Author
Politecn Torino, Corso Duca Abruzzi 24 - Author
Politecn Torino, Dipartimento Energia, Cso Duca Abruzzi 24 - Author
Princeton Plasma Phys Lab, James Forrestal Campus - Author
Purdue Univ, 610 Purdue Mall - Author
Queens Univ, Sch Math & Phys, Astrophys Res Ctr, Belfast - Author
Rudjer Boskovic Inst, Bijenicka 54 - Author
SAPIENZA Univ Roma, Dipartimento Ingn Astronaut & Elettr Energet, Via Eudossiana 18 - Author
Seoul Natl Univ, Dept Nucl Engn - Author
Shimane Univ, Dept Mat Sci, 1060 Nishikawatsu, Matsue - Author
Shizuoka Univ - Author
Slovenian Fus Assoc SFA, Jozef Stefan Inst, Jamova 39 - Author
Tech Univ Denmark, Dept Phys, Bldg 309 - Author
Tech Univ Wien, Fus OAW, OAW - Author
Troitsk Inst Innovating & Thermonucl Res TRINITI, Troitsk - Author
UNED, Dept Informat & Automat - Author
United Kingdom Atom Energy Author, Culham Sci Ctr, Abingdon - Author
Univ Basel, Dept Phys - Author
Univ Cagliari, Dept Elect & Elect Engn, Piazza dArmi - Author
Univ Calif Irvine - Author
Univ Calif San Diego - Author
Univ Calif, 1111 Franklin St - Author
Univ Catania, Dipartimento Ingn Elettr Elettron & Informat - Author
Univ Coll Cork - Author
Univ Complutense Madrid - Author
Univ Cote Azur, CNRS, INRIA, LJAD, F-06108 Nice 02 - Author
Univ Ghent, Dept Appl Phys - Author
Univ Helsinki, POB 43 - Author
Univ Ioannina, POB 1186 - Author
Univ Latvia, 19 Raina Blvd - Author
Univ Lisbon, Inst Super Tecn, Inst Plasmas & Fusao Nucl - Author
Univ Lorraine, CNRS, Inst Jean Lamour, UMR 7198 - Author
Univ Milano Bicocca, Piazza Sci 3 - Author
Univ Nacl Educ Distancia, Dept Ingn Energet, Calle Juan del Rosal 12 - Author
Univ Oxford, Rudolf Peierls Ctr Theoret Phys - Author
Univ Padua, Consorzio RFX, CNR, ENEA,INFN,Acciaierie Venete SpA, Corso Stati Uniti 4 - Author
Univ Padua, Dipartimento Fis G Galilei - Author
Univ Politecn Cataluna - Author
Univ Politecn Madrid, Grp I2A2 - Author
Univ Porto, Fac Engn - Author
Univ Roma Tor Vergata, Via Politecn 1 - Author
Univ Sao Paulo, Inst Fis, Rua Matao Travessa R Nr 187,Cidade Univ - Author
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Univ Strathclyde, Glasgow - Author
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Univ Texas Austin, Inst Fus Studies - Author
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Univ Tuscia, DEIM, Via Paradiso 47 - Author
Univ Warwick, Ctr Fus Space & Astrophys, Coventry - Author
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Univ York, York Plasma Inst, Dept Phys, York - Author
Uppsala Univ, Dept Phys & Astron - Author
VTT Tech Res Ctr Finland, POB 1000 - Author
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Abstract

The objective of thermonuclear fusion consists of producing electricity from the coalescence of light nuclei in high temperature plasmas. The most promising route to fusion envisages the confinement of such plasmas with magnetic fields, whose most studied configuration is the tokamak. Disruptions are catastrophic collapses affecting all tokamak devices and one of the main potential showstoppers on the route to a commercial reactor. In this work we report how, deploying innovative analysis methods on thousands of JET experiments covering the isotopic compositions from hydrogen to full tritium and including the major D-T campaign, the nature of the various forms of collapse is investigated in all phases of the discharges. An original approach to proximity detection has been developed, which allows determining both the probability of and the time interval remaining before an incoming disruption, with adaptive, from scratch, real time compatible techniques. The results indicate that physics based prediction and control tools can be developed, to deploy realistic strategies of disruption avoidance and prevention, meeting the requirements of the next generation of devices. Confining plasma and managing disruptions in tokamak devices is a challenge. Here the authors demonstrate a method predicting and possibly preventing disruptions and macroscopic instabilities in tokamak plasma using data from JET.

Keywords

EmissionImplementationJetMitigationPlasmas

Quality index

Bibliometric impact. Analysis of the contribution and dissemination channel

The work has been published in the journal Nature Communications due to its progression and the good impact it has achieved in recent years, according to the agency WoS (JCR), it has become a reference in its field. In the year of publication of the work, 2024 there are still no calculated indicators, but in 2023, it was in position 10/135, thus managing to position itself as a Q1 (Primer Cuartil), in the category Multidisciplinary Sciences. Notably, the journal is positioned above the 90th percentile.

Independientemente del impacto esperado determinado por el canal de difusión, es importante destacar el impacto real observado de la propia aportación.

Según las diferentes agencias de indexación, el número de citas acumuladas por esta publicación hasta la fecha 2025-11-11:

  • Open Alex: 3
  • WoS: 3
  • Scopus: 14

Impact and social visibility

From the perspective of influence or social adoption, and based on metrics associated with mentions and interactions provided by agencies specializing in calculating the so-called "Alternative or Social Metrics," we can highlight as of 2025-11-11:

  • The use of this contribution in bookmarks, code forks, additions to favorite lists for recurrent reading, as well as general views, indicates that someone is using the publication as a basis for their current work. This may be a notable indicator of future more formal and academic citations. This claim is supported by the result of the "Capture" indicator, which yields a total of: 24 (PlumX).

It is essential to present evidence supporting full alignment with institutional principles and guidelines on Open Science and the Conservation and Dissemination of Intellectual Heritage. A clear example of this is:

  • The work has been submitted to a journal whose editorial policy allows open Open Access publication.

Leadership analysis of institutional authors

This work has been carried out with international collaboration, specifically with researchers from: Austria; Belgium; Brazil; Croatia; Czech Republic; Denmark; Finland; France; Germany; Greece; Hungary; Italy; Japan; Latvia; Lithuania; Netherlands; Oman; Poland; Portugal; Republic of Korea; Russia; Slovakia; Slovenia; Sweden; Switzerland; Ukraine; United Kingdom; United States of America.