Fast modeling of turbulent transport in fusion plasmas using neural networks

Growth rates of ITG modes in the presence of flow shear

(2019) V. I. Dagnelie et al.   PHYSICS OF PLASMAS

Application of Gaussian process regression to plasma turbulent transport model validation via integrated modelling

(2019) A. Ho et al.   NUCLEAR FUSION

Real-time capable modeling of neutral beam injection on NSTX-U using neural networks

(2019) M.D. Boyer et al.   NUCLEAR FUSION

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

(2019) M. Marin et al.   NUCLEAR FUSION

First principle integrated modeling of multi-channel transport including Tungsten in JET

(2018) S. Breton et al.   NUCLEAR FUSION

Real-time-capable prediction of temperature and density profiles in a tokamak using RAPTOR and a first-principle-based transport model

(2018) F. Felici et al.   NUCLEAR FUSION

Integrated Tokamak modeling: When physics informs engineering and research planning

(2018) Francesca Maria Poli   PHYSICS OF PLASMAS

Flux-driven integrated modelling of main ion pressure and trace tungsten transport in ASDEX Upgrade

(2018) O. Linder et al.   NUCLEAR FUSION

Self-consistent core-pedestal transport simulations with neural network accelerated models

(2017) O. Meneghini et al.   NUCLEAR FUSION

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

(2017) J Citrin et al.   PLASMA PHYSICS AND CONTROLLED FUSION

Comparison between measured and predicted turbulence frequency spectra in ITG and TEM regimes

(2017) J Citrin et al.   PLASMA PHYSICS AND CONTROLLED FUSION

Transport analysis and modelling of the evolution of hollow density profiles plasmas in JET and implication for ITER

(2015) B. Baiocchi et al.   NUCLEAR FUSION

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

(2015) J. Citrin et al.   NUCLEAR FUSION

Core turbulent transport in tokamak plasmas: bridging theory and experiment with QuaLiKiz

(2015) C Bourdelle et al.   PLASMA PHYSICS AND CONTROLLED FUSION

Angular momentum transport modeling: achievements of a gyrokinetic quasi-linear approach

(2013) P Cottier et al.   PLASMA PHYSICS AND CONTROLLED FUSION

Quasilinear transport modelling at low magnetic shear

(2012) J. Citrin et al.   PHYSICS OF PLASMAS

The NumPy Array: A Structure for Efficient Numerical Computation

(2011) Stéfan van der Walt et al.   COMPUTING IN SCIENCE & ENGINEERING

Validating a quasi-linear transport model versus nonlinear simulations

(2009) A. Casati et al.   NUCLEAR FUSION