Personal profile
Research interests
I like training neural networks on fusion data
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
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SDG 7 Affordable and Clean Energy
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Collaborations and top research areas from the last five years
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DEEPfusion: Artificial Intelligence for Fusion Reactor Predictions
Järvinen, A. (Manager), Kit, A. (Participant) & Bruncrona, A. (Participant)
1/09/23 → 31/08/27
Project: Research Council of Finland
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ECO-Fusion: Finnish Ecosystem for Industrial Fusion Technology
Hakola, A. (Manager), Airila, M. (Participant), Brace, W. (Participant), Ryynänen, T. (Participant), Hakkarainen, M. (Participant), Leskinen, A. (Participant), Kirjasuo, A. (Participant), Aalto, T. (Participant), Shahwar, D. (Participant), Harjanne, M. (Participant), Hokkanen, A. (Participant), Järvinen, A. (Participant), Kapulainen, M. (Participant), Paul, S. (Participant), Salmi, A. (Participant), Sun, F. (Participant), Tala, T. (Participant), Wälchli, B. (Participant), Avikainen, T. (Participant), Majaniemi, S. (Participant), Laukkanen, A. (Participant), Suhonen, T. (Participant), Aho, J. (Participant), Baumann Duran, A. (Participant), Goel, S. (Participant), Korhonen, T. (Participant), Linnala, L. (Participant), Lukin, J. (Participant), Pakarinen, O. (Participant), Pinomaa, T. (Participant), Pohja, R. (Participant), Ren, S. (Participant), Tahkola, M. (Participant), Norrman, S. (Participant), Szogradi, M. (Participant), Aho-Mantila, L. (Participant), Karhunen, J. (Participant), Likonen, J. (Participant), Saari, S. (Participant), Lavonen, T. (Participant), Leskinen, A. (Participant), Hakkarainen, T. (Participant), Verma, N. (Participant), Viitanen, K. (Participant), Viitanen, A. (Participant), Snicker, A. (Participant), Apilo, T. (Participant), Huuhanmäki, J. (Participant), Soppela, O. (Participant), Kurki, S. (Participant), Martins, J. (Participant), Rökman, J. (Participant), Wallin, A. (Participant), Bryant, K. (Participant), Katajamäki, K. (Participant), Kokkonen, P. (Participant), Lyytinen, J. (Participant), Lyytinen, T. (Participant), Kit, A. (Participant), Bruncrona, A. (Participant), Jordan, D. (Participant), Martikainen, H. (Participant), Saarinen, H. (Participant), Siuko, M. (Participant), Siren, M. (Participant), Tikka, P. (Participant), Truong, V. D. (Participant), Uusi-Illikainen, M. (Participant), Zeb, A. (Participant), Alanen, J. (Participant), Kaartinen, D. (Participant), Saifi, Q. (Participant), Dif, B. (Participant), Heikinheimo, J. (Participant), Harviainen, T. (Participant), Peng, C. Y. (Participant), Arffman, P. (Participant), Lappalainen, P. (Participant), Moilanen, P. (Participant), Freimanis, A. (Participant), Helminen, A. (Participant), Immonen, E. (Participant), Tyrväinen, T. (Participant), Rainio, K. (Participant), Kilpeläinen, P. (Participant), Sipola, T. (Participant), Strömmer, E. (Participant), Tanskanen, A. (Participant), Tenhunen, J. (Participant), Vaarala, T. (Participant), Ylisaukko-oja, A. (Participant), Liinasuo, M. (Participant), Salonen, T.-T. (Participant), Tammentie, B. (Participant), Jokinen, T. (Participant), Kaarmila, P. (Participant), Koskinen, J. (Participant), Heikkilä, J. (Participant), Malm, T. (Participant), Sarsama, J. (Participant), Välisalo, T. (Participant), Alamäki, M. (Participant) & Pennala, R. (Participant)
1/01/21 → 30/06/24
Project: Business Finland project
Research output
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Demonstration of Super-X divertor exhaust control for transient heat load management in compact fusion reactors
Kool, B., Verhaegh, K., Derks, G. L., Wijkamp, T. A., Koenders, J. T. W., Lonigro, N., McArdle, G., Vincent, C., Lovell, J., Henderson, S. S., Federici, F., Brida, D., Reimerdes, H., Osborne, N., van Berkel, M., Tala, T., Snicker, A., Särkimäki, K., Salmi, A. & Likonen, J. & 8 others, , 2025, In: Nature Energy. 10, p. 1116-1131Research output: Contribution to journal › Article › Scientific › peer-review
Open Access6 Link opens in a new tab Citations (Scopus) -
Developing machine learning facilitated pedestal models
Järvinen, A., Bruncrona, A., Jordan, D., Kit, A., Niemelä, A., Dunne, M., Frassinetti, L., Nyström, H., Hatch, D., Schmidt, J., Stephens, C., Leppin, L., Menkovski, V., Poels, Y. R. J., Saarelma, S., Zanisi, L. & Wiesen, S., 2025.Research output: Contribution to conference › Conference article › Scientific › peer-review
Open AccessFile64 Downloads (Pure) -
Efficient uncertainty quantification in plasma microinstability simulations with mode transitions
Jordan, D., Järvinen, A., Kit, A., Niemelä, A., Farcas, I., Görler, T., Hatch, D., Schmidt, J. & Stephens, C., 2025, Proceedings of the 51st EPS Conference on Plasma Physics. Duval, B. P. (ed.). European Physical Society, 4 p. P5.237. (Europhysics Conference Abstracts, Vol. 51A).Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific
Open AccessFile4 Downloads (Pure) -
Ion-Mediated Tearing and Kink Instabilities in the Earth's Magnetosphere: Hybrid-Vlasov Simulations
Zaitsev, I., Cozzani, G., Alho, M., Horaites, K., Zhou, H., Kit, A., Pfau-Kempf, Y., Hoilijoki, S., Ganse, U., Battarbee, M., Papadakis, K., Suni, J., Dubart, M., Tesema-Kebede, F., Workayehu, A., Tarvus, V., Kotipalo, L., Koikkalainen, V., Turc, L. & Palmroth, M., Jan 2025, In: Journal of Geophysical Research: Space Physics. 130, 1, e2024JA032615.Research output: Contribution to journal › Article › Scientific › peer-review
Open Access6 Link opens in a new tab Citations (Scopus) -
Machine learning methods for modelling local, linear gyrokinetic simulations of MAST-U pedestal turbulence
Niemelä, A., Järvinen, A., Jordan, D., Bruncrona, A., Kit, A., Frassinetti, L., Hatch, D. & Saarelma, S., 2025, Proceedings of the 51st EPS Conference on Plasma Physics. Duval, B. P. (ed.). European Physical Society, 4 p. P2.140. (Europhysics Conference Abstracts, Vol. 51A).Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific
Open AccessFile1 Downloads (Pure)