Cover Image

A physics-constrained deep learning surrogate model of the runaway electron avalanche growth rate

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Arnaud, Jonathan S., Mark, Tyler, McDevitt, Christopher J.
Format:	Preprint
Published:	2024
Subjects:	Plasma Physics
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

The Impact of Collisionality on the Runaway Electron Avalanche during a Tokamak Disruption
by: Arnaud, Jonathan, et al.
Published: (2024)

An Adjoint Formulation of Energetic Particle Confinement
by: McDevitt, Christopher J., et al.
Published: (2025)

A Physics-Informed Deep Learning Model of the Hot Tail Runaway Electron Seed
by: McDevitt, Christopher
Published: (2023)

A Runaway Electron Avalanche Surrogate for Partially Ionized Plasmas
by: Arnaud, Jonathan S., et al.
Published: (2025)

A Physics-Constrained Deep Learning Treatment of Runaway Electron Dynamics
by: McDevitt, Christopher J., et al.
Published: (2024)

An Efficient Surrogate Model of Secondary Electron Formation and Evolution
by: McDevitt, Christopher J., et al.
Published: (2024)

A Physics-Informed Neural Network for Solving the Quasi-static Magnetohydrodynamic Equations
by: Arnaud, Jonathan S., et al.
Published: (2026)

A Physics-Informed Deep Learning Description of Knudsen Layer Reactivity Reduction
by: McDevitt, Christopher J., et al.
Published: (2024)

A Deep Learning Approach to Describing the Plasma Sheath
by: Webb, Ethan, et al.
Published: (2026)

A reduced kinetic method for investigating non-local ion heat transport in ideal multi-species plasmas
by: Mitchell, Nicholas, et al.
Published: (2024)

Thermal modeling of runaway electron induced damage in the SPARC tokamak
by: Rizzi, T., et al.
Published: (2026)

Expulsion of runaway electrons using ECRH in the TCV tokamak
by: Decker, J., et al.
Published: (2024)

Orbit-averaging and deposition accuracy for runaway electron beams in hybrid kinetic-MHD simulations of the runaway plateau
by: López, O. E., et al.
Published: (2025)

Reduced modeling of scrape-off losses of runaway electrons during tokamak disruptions
by: Vallhagen, Oskar, et al.
Published: (2024)

Modeling of runaway electron induced damage on boron-nitride tiles in WEST
by: Rizzi, Tommaso, et al.
Published: (2025)

Efficient calculation of the moments of runaway electron distribution functions
by: Buchholz, Benjamin
Published: (2024)

Inelastic collisions facilitating runaway electron generation in weakly-ionized plasmas
by: Lee, Y., et al.
Published: (2023)

Axisymmetric predictions for mitigated and vertically unstable disruptions in ITER with runaway electrons
by: Bandaru, V., et al.
Published: (2024)

Synthetic measurements of runaway electron synchrotron emission in the SPARC tokamak
by: Tinguely, R. A., et al.
Published: (2024)

Collision operator for electron runaway in cold weakly-ionized plasmas
by: Lee, Yeongsun, et al.
Published: (2025)

An analytical criterion for significant runaway electron generation in activated tokamaks
by: Zaar, Björn, et al.
Published: (2026)

First numerical analysis of runaway electron generation in tungsten-rich plasmas towards ITER
by: Walkowiak, J., et al.
Published: (2024)

Thermal resilience of the ITER tungsten first wall to runaway electron impact
by: Ratynskaia, S., et al.
Published: (2025)

Coupled 2-D MHD and runaway electron fluid simulations of SPARC disruptions
by: Datta, R., et al.
Published: (2025)

Modeling the effect of MHD activity on runaway electron generation during SPARC disruptions
by: Datta, R, et al.
Published: (2025)

Excitation of whistler and slow-X waves by runaway electrons in a collisional plasma
by: Zhang, Qile, et al.
Published: (2025)

An upper pressure limit for low-Z benign termination of runaway electron beams in TCV
by: Hoppe, M, et al.
Published: (2024)

Self-consistent modelling and qualitative comparison of mildly relativistic runaway electron dynamics with a closed flux surface formation model during tokamak startup
by: Lee, Y., et al.
Published: (2026)

Advanced surrogate model for electron-scale turbulence in tokamak pedestals
by: Farcas, Ionut-Gabriel, et al.
Published: (2024)

A generative machine learning surrogate model of plasma turbulence
by: Clavier, B., et al.
Published: (2024)

Runaway electron avalanche and macroscopic beam formation: simulations of the DTT full power scenario
by: Emanuelli, E., et al.
Published: (2025)

Self-mediation of runaway electrons via self-excited wave-wave and wave-particle interactions
by: Zhang, Qile, et al.
Published: (2024)

Dreicer electric field definition and runaway electrons in solar flares
by: Tsap, Yu. T., et al.
Published: (2024)

Edge-localized-mode heat load effects on plasma-facing materials studied using runaway electrons in the Damavand tokamak
by: Masoudi, Ali, et al.
Published: (2025)

Non-thermal electron cyclotron emission during runaway plateau in tokamak disruptions from an analytic hot plasma dispersion tensor
by: Lee, Yeongsun, et al.
Published: (2026)

Accelerating integrated modeling with surrogate-based optimization: the MAESTRO workflow
by: Rodriguez-Fernandez, P., et al.
Published: (2026)

Neural operator surrogate models of plasma edge simulations: feasibility and data efficiency
by: Carey, N., et al.
Published: (2025)

Mesoscopic transport in KSTAR plasmas: avalanches and the $E \times B$ staircase
by: Choi, Minjun J., et al.
Published: (2022)

Runaway electron generation in ITER mitigated disruptions with improved physics models
by: Votta, L., et al.
Published: (2026)

Embedding physical symmetries into machine-learned reduced plasma physics models via data augmentation
by: McGrae-Menge, Madox C., et al.
Published: (2025)