Personal profile
Research interests
Daniel works in the area of Nuclear Fusion research. He specialises in data-driven approaches and is currently working with plasma edge turbulence simulations for plasma instability detection. This is a key component to improving fusion performance and device safety for power plant scale reactors.
Education/Academic qualification
Science, Master, Physics of Data, University of Padua
4 Sept 2021 → 16 Apr 2024
Award Date: 16 Apr 2024
Science, Master, MPhys Master of Physics , University of Liverpool
1 Sept 2013 → 20 Jul 2017
Award Date: 20 May 2017
External positions
Research Scientist, University of Helsinki
1 Jan 2024
Skills and expertise
- PyTorch
- Git
- HPC
- Plasma Physics
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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DEEPlasma: Physics-Informed Deep Learning for Plasma Turbulence Predictions in Fusion Reactors
Järvinen, A. (Manager) & Jordan, D. (Participant)
1/01/24 → 31/12/26
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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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 AccessFile123 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) -
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 AccessFile5 Downloads (Pure) -
Scalable simulation-based inference framework for large-scale model validation in fusion
Järvinen, A., Kit, A., Bruncrona, A., Jordan, D., Niemelä, A., Acerbi, L., Bharti, A., Fülöp, T., Hoppe, M., Nardon, E., Silburn, S. & Zanisi, L., 2025, Proceedings of the 51st EPS Conference on Plasma Physics. Duval, B. P. (ed.). European Physical Society, 4 p. P2.062. (Europhysics Conference Abstracts, Vol. 51A).Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific
Open AccessFile11 Downloads (Pure) -
Towards scalable large-scale model validation with data science
Järvinen, A., Kit, A., Bruncrona, A., Jordan, D., Niemelä, A., Acerbi, L., Bharti, A., Fülöp, T., Hoppe, M., Nardon, E., Silburn, S., Zanisi, L. & JET Contributors, 2025, 9th Asia-Pacific Conference on Plasma Physics : AAPPS-DPP2025 Program Book. 1 p.Research output: Chapter in Book/Report/Conference proceeding › Conference abstract in proceedings › Scientific
Open AccessFile5 Downloads (Pure)