Towards scalable large-scale model validation with data science

Aaro Järvinen; Adam Kit; Amanda Bruncrona; Daniel Jordan; Anna Niemelä; Luigi Acerbi; Ayush Bharti; Tünde Fülöp; Mathias Hoppe; Eric Nardon; Scott Silburn; Lorenzo Zanisi; JET Contributors

Towards scalable large-scale model validation with data science

Aaro Järvinen^*
, Adam Kit
, Amanda Bruncrona
, Daniel Jordan
, Anna Niemelä
, Luigi Acerbi
, Ayush Bharti
, Tünde Fülöp
, Mathias Hoppe
, Eric Nardon
, Scott Silburn
, Lorenzo Zanisi
, JET Contributors

^*Corresponding author for this work

BA4511 Fusion energy

Research output: Chapter in Book/Report/Conference proceeding › Conference abstract in proceedings › Scientific

Original language	English
Title of host publication	9th Asia-Pacific Conference on Plasma Physics
Subtitle of host publication	AAPPS-DPP2025 Program Book
Number of pages	1
Publication status	Published - 2025
MoE publication type	Not Eligible
Event	9th Asia-Pacific Conference on Plasma Physics, AAPPS-DPP2025 - Fukuoka, Japan Duration: 21 Sept 2025 → 26 Sept 2025

Conference

Conference	9th Asia-Pacific Conference on Plasma Physics, AAPPS-DPP2025
Country/Territory	Japan
City	Fukuoka
Period	21/09/25 → 26/09/25

Funding

This work has been carried out within the framework of the EUROfusion Consortium, funded by the European Union via the Euratom Research and Training Programme (Grant Agreement No 101052200 — EUROfusion). The work of Aaro Järvinen, Adam Kit, and Amanda Bruncrona has been partially supported by the Research Council of Finland grant no. 355460, and the work of Daniel Jordan and Anna Niemelä by the Research Council of Finland grant no. 358941.

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119995_aapps-dpp2025abstract_aej_june30_2025Final published version, 234 KB

Cite this

@inbook{ad524433013d459e940e80314dfd44cc,

title = "Towards scalable large-scale model validation with data science",

author = "Aaro J{\"a}rvinen and Adam Kit and Amanda Bruncrona and Daniel Jordan and Anna Niemel{\"a} and Luigi Acerbi and Ayush Bharti and T{\"u}nde F{\"u}l{\"o}p and Mathias Hoppe and Eric Nardon and Scott Silburn and Lorenzo Zanisi and \{JET Contributors\}",

year = "2025",

language = "English",

booktitle = "9th Asia-Pacific Conference on Plasma Physics",

note = "9th Asia-Pacific Conference on Plasma Physics, AAPPS-DPP2025 ; Conference date: 21-09-2025 Through 26-09-2025",

}

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, Towards scalable large-scale model validation with data science. in 9th Asia-Pacific Conference on Plasma Physics : AAPPS-DPP2025 Program Book. 9th Asia-Pacific Conference on Plasma Physics, AAPPS-DPP2025, Fukuoka, Japan, 21/09/25.

TY - CHAP

T1 - Towards scalable large-scale model validation with data science

AU - Järvinen, Aaro

AU - Kit, Adam

AU - Bruncrona, Amanda

AU - Jordan, Daniel

AU - Niemelä, Anna

AU - Acerbi, Luigi

AU - Bharti, Ayush

AU - Fülöp, Tünde

AU - Hoppe, Mathias

AU - Nardon, Eric

AU - Silburn, Scott

AU - Zanisi, Lorenzo

AU - JET Contributors

PY - 2025

Y1 - 2025

UR - https://www.aappsdpp.org/mail_download/2025Program_Book_final1031.pdf

M3 - Conference abstract in proceedings

BT - 9th Asia-Pacific Conference on Plasma Physics

T2 - 9th Asia-Pacific Conference on Plasma Physics, AAPPS-DPP2025

Y2 - 21 September 2025 through 26 September 2025

ER -

Towards scalable large-scale model validation with data science

Conference

Funding

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DEEPlasma: Physics-Informed Deep Learning for Plasma Turbulence Predictions in Fusion Reactors

DEEPfusion: Artificial Intelligence for Fusion Reactor Predictions

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Towards scalable large-scale model validation with data science

Conference

Funding

Access to Document

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Projects

DEEPlasma: Physics-Informed Deep Learning for Plasma Turbulence Predictions in Fusion Reactors

DEEPfusion: Artificial Intelligence for Fusion Reactor Predictions

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