A comprehensive database of TJ-II signals and diagnostics for statistically based models

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Authors: A. González Ganzábal, G.A. Rattá, T. Estrada, J. Martínez-Fernández, N. Panadero, Á. Cappa, B. López-Miranda, A. Baciero, F. Martín, D. Tafalla, B.P. Van Milligen, F. Medina
+2 more Á. de la Peña, S. Dormido-Canto
Cited by: 2
References: 30

Abstract

Starting in 1997, the stellarator TJ-II has produced valuable scientific data crucial in the study of plasma physics and confinement. In this work, we present a stand-alone, comprehensive database that focuses on the statistical value of the TJ-II data. For this purpose, and comprising 4800 discharges, all the signals and parameters required to characterise the device before a discharge, and the diagnostics that better describe the produced plasma have been included in a database. All these different signals have been curated according to the needs of each signal and synchronised into a unified time frame of interest of 1 ms. Thus, this paper and the presented database fulfil two objectives: an introduction to several TJ-II key signals and diagnostics and a common framework for future works that rely on a strong, statistically tested database, such as the creation of models based on machine learning or data simulations. • We present a curated database for statistically based models for TJ-II. • The database includes all operational inputs and diagnostics for plasma study. • Signals from all instruments were synchronised to a common 1 ms time interval. • All the signals and parameters have been curated according to the responsible team. • Additional tools identify signal similarities across multiple discharges.

Fields of Study & Subjects

Magnetic confinement fusion research Ionosphere and magnetosphere dynamics Laser-Plasma Interactions and Diagnostics

Publication details

Journal / source
Fusion Engineering and Design
Publisher
Elsevier BV
Volume
224
Pages
115613–115613
Publication date
9 January 2026
Language
EN