Imagen de Portada

Data-driven modeling of shock physics by physics-informed MeshGraphNets

Fuente: arXiv

Guardado en:

Detalles Bibliográficos
Autores principales:	Zhang, S., Mallon, M., Luo, M., Thiyagalingam, J., Tzeferacos, P., Bingham, R., Gregori, G.
Formato:	Preprint
Publicado:	2026
Materias:	Plasma Physics
Acceso en línea:	Acceder al recurso
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

Ejemplares similares

Measurement of ion acceleration and diffusion in a laser-driven magnetized plasma
por: Chu, J. T. Y., et al.
Publicado: (2025)

Resolution-Independent Machine Learning Heat Flux Closure for ICF Plasmas
por: Luo, M., et al.
Publicado: (2026)

An electron-beam based Compton scattering x-ray source for probing high-energy-density physics
por: Rinderknecht, H. G., et al.
Publicado: (2022)

Testing strong-field QED with the avalanche precursor
por: Mironov, A. A., et al.
Publicado: (2025)

Particle-in-cell simulations of expanding high energy density plasmas with laser ray tracing
por: Lezhnin, K. V., et al.
Publicado: (2024)

Ionic structure, Liquid-liquid phase transitions, X-Ray diffraction, and X-Ray Thomson scattering in shock compressed liquid Silicon in the 100-200 GPa regime
por: Dharma-wardana, M. W. C., et al.
Publicado: (2024)

Data-driven sparse modeling of oscillations in plasma space propulsion
por: Bayón-Buján, B., et al.
Publicado: (2024)

Collisionless ion-electron energy exchange in magnetized shocks
por: Zhang, Y., et al.
Publicado: (2025)

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

Exploring the Physics of the Plasma Liner Experiment: A Multi-dimensional Study with FLASH, OSIRIS, and HELIOS
por: Hansen, E. C., et al.
Publicado: (2025)

A physics-informed neural network approach to solve the spatially inhomogeneous electron Boltzmann equation
por: Siffa, Ihda Chaerony, et al.
Publicado: (2026)

SPLEND1D, a reduced one-dimensional model to investigate the physics of plasma detachment
por: Février, O., et al.
Publicado: (2024)

Design of experiments characterising heat conduction in magnetised, weakly collisional plasma
por: Vincent, T. A., et al.
Publicado: (2026)

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

Biermann-battery driven magnetized collisionless shock precursors in laser produced plasmas
por: Johnson, Timothy, et al.
Publicado: (2024)

The physics of ELM-free regimes in EUROfusion tokamaks
por: Dunne, M. G., et al.
Publicado: (2026)

Proton Radiography Inversions with Source Extraction and Comparison to Mesh Methods
por: Griff-McMahon, J., et al.
Publicado: (2024)

Validation of the GFS model for Gyrokinetic Stability of NSTX Pedestal Data
por: Yang, M., et al.
Publicado: (2025)

Resistive diffusion and radiative cooling effects in magnetized oblique shocks
por: Datta, R., et al.
Publicado: (2025)

Characterization of foam-filled hohlraums for inertial fusion experiments
por: Iaquinta, Sam, et al.
Publicado: (2024)

Data-driven reduced modeling of streamer discharges in air
por: Teunissen, Jannis, et al.
Publicado: (2025)

Scaling laws of multi-shock implosions toward the quasi-isentropic limit
por: Murakami, M.
Publicado: (2026)

Roadmap for warm dense matter physics
por: Vorberger, Jan, et al.
Publicado: (2025)

Data-driven methods to discover stable linear models of the helicity injectors on HIT-SIU
por: Daniel, Zachary L., et al.
Publicado: (2025)

A quasi-linear model of electromagnetic turbulent transport and its application to flux-driven transport predictions for STEP
por: Giacomin, M., et al.
Publicado: (2024)

Combing physics-based and data-driven predictions for quantitatively accurate models that extrapolate well; with application to DIII-D, AUG, and ITER tokamak fusion reactors
por: Abbate, Joseph, et al.
Publicado: (2024)

Cyclic reformation of subcritical perpendicular fast magnetosonic shocks due to oblique Whistler waves
por: Dieckmann, ME, et al.
Publicado: (2026)

Acceleration and focusing of multispecies ion beam using a converging laser-driven shock
por: Kim, Jihoon, et al.
Publicado: (2023)

Delayed current sheet formation due to an external field in pulsed-power-driven reconnection experiments
por: Varnish, T. W. O., et al.
Publicado: (2026)

Fast physics-based launcher optimization for electron cyclotron current drive
por: Lopez, N A, et al.
Publicado: (2025)

Suppression of temperature-gradient-driven turbulence by sheared flows in fusion plasmas
por: Ivanov, P. G., et al.
Publicado: (2024)

Ponderomotive electron physics captured in single-fluid extended MHD model
por: Young, James R., et al.
Publicado: (2024)

Multi-messenger dynamic imaging of laser-driven shocks in water using a plasma wakefield accelerator
por: Balcazar, Mario D., et al.
Publicado: (2025)

Modelling of warm dense hydrogen via explicit real time electron dynamics: Electron transport properties
por: Svensson, Pontus, et al.
Publicado: (2024)

A physics-constrained deep learning surrogate model of the runaway electron avalanche growth rate
por: Arnaud, Jonathan S., et al.
Publicado: (2024)

Ion-motion-driven enhancement of energy coupling and stability in relativistic laser-microchannel interaction
por: Weichman, K., et al.
Publicado: (2026)

Learning Heat Transport Kernels Using a Nonlocal Heat Transport Theory-Informed Neural Network
por: Luo, Mufei, et al.
Publicado: (2025)

Time-Embedded Convolutional Neural Networks for Modeling Plasma Heat Transport
por: Luo, Mufei, et al.
Publicado: (2025)

Validation of FLASH for magnetically driven inertial confinement fusion target design
por: Ellison, C. Leland, et al.
Publicado: (2025)

Insensitivity of a turbulent laser-plasma dynamo to initial conditions
por: Bott, A. F. A., et al.
Publicado: (2022)