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20122025
most citedFast modeling of turbulent transport in fusion plasmas using neural networks

113 citations · 522 across the 14 of their papers we have counts for

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14 papers · 1 filter

physics.plasm-ph2025

A high-fidelity surrogate model for the ion temperature gradient (ITG) instability using a small expensive simulation dataset

Chenguang Wan, Youngwoo Cho, Zhisong Qu +7

One of the main challenges in building high-fidelity surrogate models of tokamak turbulence is the substantial demand for high-quality data. Typically, producing high-quality data…

physics.plasm-ph2022★ 43 cited

Transport barrier onset and edge turbulence shortfall in fusion plasmas

Guilhem Dif-Pradalier, Philippe Ghendrih, Yanick Sarazin +7

Turbulent plasmas notably self-organize to higher energy states upon application of additional free energy sources or modification of edge operating conditions. Mechanisms whereby…

physics.plasm-ph2021★ 39 cited

Neural network surrogate of QuaLiKiz using JET experimental data to populate training space

Aaron Ho, Jonathan Citrin, Clarisse Bourdelle +5

Within integrated tokamak plasma modelling, turbulent transport codes are typically the computational bottleneck limiting their routine use outside of post-discharge analysis. Neur…

physics.plasm-ph2021★ 24 cited

First-principles-based multiple-isotope particle transport modelling at JET

M. Marin, J. Citrin, C. Bourdelle +6

Core turbulent particle transport with multiple isotopes can display observable differences in behaviour between the electron and ion particle channels. Experimental observations a…

physics.plasm-ph2021★ 22 cited

Multiple-isotope pellet cycles captured by turbulent transport modelling in the JET tokamak

M. Marin, J. Citrin, L. Garzotti +8

For the first time the pellet cycle of a multiple-isotope plasma is successfully reproduced with reduced turbulent transport modelling, within an integrated simulation framework. F…

physics.plasm-ph2020★ 13 cited

Spatially resolved determination of the electronic density and temperature by a visible spectrotomography diagnostic in a linear magnetized plasma

V. Gonzalez-Fernandez, P. David, R. Baude +2

In this work, a non-intrusive, spatially resolved, spectro-tomographic optical diagnostic of the electronic density and temperature on the linear plasma column Mistral is presented…

physics.plasm-ph2019★ 113 cited

Fast modeling of turbulent transport in fusion plasmas using neural networks

Karel Lucas van de Plassche, Jonathan Citrin, Clarisse Bourdelle +7

We present an ultrafast neural network (NN) model, QLKNN, which predicts core tokamak transport heat and particle fluxes. QLKNN is a surrogate model based on a database of 300 mill…

physics.plasm-ph2019★ 5 cited

Global scaling of the heat transport in fusion plasmas

Sara Moradi, Johan Anderson, Michele Romanelli +2

A global heat flux model based on a fractional derivative of plasma pressure is proposed for the heat transport in fusion plasmas. The degree of the fractional derivative of the he…

physics.plasm-ph2017★ 99 cited

Tractable flux-driven temperature, density, and rotation profile evolution with the quasilinear gyrokinetic transport model QuaLiKiz

J Citrin, C Bourdelle, F J Casson +14

Quasilinear turbulent transport models are a successful tool for prediction of core tokamak plasma profiles in many regimes. Their success hinges on the reproduction of local nonli…

physics.plasm-ph2015★ 77 cited

Real-time capable first principle based modelling of tokamak turbulent transport

J. Citrin, S. Breton, F. Felici +7

A real-time capable core turbulence tokamak transport model is developed. This model is constructed from the regularized nonlinear regression of quasilinear gyrokinetic transport c…

physics.plasm-ph2013★ 8 cited

Analysis of Lithium Driven Electron Density Peaking in FTU Liquid Lithium Limiter Experiments

G. Szepesi, M. Romanelli, F. Militello +7

The impact of lithium impurities on the microstability and turbulent transport characteristics in the core of a typical FTU Liquid Lithium Limiter (LLL)(Mazzitelli et al., Nucl. Fu…

physics.plasm-ph2012★ 16 cited

Ion temperature gradient instability at sub-Larmor radius scales with non-zero ballooning angle

Pierluigi Migliano, Yann Camenen, Francis Casson +2

Linear gyro-kinetic stability calculations predict unstable toroidal Ion Temperature Gradient modes with normalised poloidal wave vectors well above one () for standard…

physics.plasm-ph2012★ 60 cited

Validation of gyrokinetic modelling of light impurity transport including rotation in ASDEX Upgrade

F. J. Casson, R. M. McDermott, C. Angioni +9

Upgraded spectroscopic hardware and an improved impurity concentration calculation allow accurate determination of boron density in the ASDEX Upgrade tokamak. A database of boron m…

physics.plasm-ph2012★ 3 cited

Estimate of convection-diffusion coefficients from modulated perturbative experiments as an inverse problem

F. Sattin, D. F. Escande, Y. Camenen +2

The estimate of coefficients of the Convection-Diffusion Equation (CDE) from experimental measurements belongs in the category of inverse problems, which are known to come with iss…