Physics of Plasmas · 2022 · 32 citations · 34 references
Natural SciencesNuclear EngineeringPhysicsFusion EngineeringPlasma PhysicsTransport PhenomenaElectron TransportHigh-temperature PlasmasModel Physics ParameterizationPlasma SimulationPlasma TransportTransport PropertiesGyrokinetic SimulationsGyrokinetic TransportMagnetic Confinement Fusion ModelingPlasma Transport SimulationQuasilinear TransportSaturationSymbolic RegressionTemperature Gradient Effects
This paper reports on the development of reduced models for electron temperature gradient (ETG) driven transport in the pedestal. Model development is enabled by a set of 61 nonlinear gyrokinetic simulations with input parameters taken from pedestals in a broad range of experimental scenarios. The simulation data have been consolidated in a new database for gyrokinetic simulation data, the multiscale gyrokinetic database (MGKDB), facilitating the analysis. The modeling approach may be considered a generalization of the standard quasilinear mixing length procedure. The parameter η, the ratio of the density to temperature gradient scale length, emerges as the key parameter for formulating an effective saturation rule. With a single order-unity fitting coefficient, the model achieves an error of 15%. A similar model for ETG particle flux is also described. We also present simple algebraic expressions for the transport informed by an algorithm for symbolic regression.
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Electron temperature gradient driven turbulence
F. Jenko, W. Dorland, M. Kotschenreuther et al. · Physics of Plasmas · 2000 · 1.1K citations
Electron Temperature Gradient Turbulence
W. Dorland, F. Jenko, M. Kotschenreuther et al. · Physical Review Letters · 2000 · 644 citations
Development and validation of a predictive model for the pedestal height
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Pedestal stability comparison and ITER pedestal prediction
P.B. Snyder, N. Aiba, M. Beurskens et al. · Nuclear Fusion · 2009 · 228 citations