Plasma GraphRAG: Physics-Grounded Parameter Selection for Gyrokinetic Simulations
Fuente:
arXiv
Saved in:
| Main Authors: | Zhang, Ruichen, AlMuhisen, Feda, Wan, Chenguang, Qu, Zhisong, Li, Kunpeng, Cho, Youngwoo, Lim, Kyungtak, Grandgirard, Virginie, Garbet, Xavier |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Reconstructing High-fidelity Plasma Turbulence with Data-driven Tuning of Diffusion in Low Resolution Grids
by: Li, Kunpeng, et al.
Published: (2025)
by: Li, Kunpeng, et al.
Published: (2025)
A high-fidelity surrogate model for the ion temperature gradient (ITG) instability using a small expensive simulation dataset
by: Wan, Chenguang, et al.
Published: (2025)
by: Wan, Chenguang, et al.
Published: (2025)
Machine learning prediction of plasma behavior from discharge configurations on WEST
by: Wan, Chenguang, et al.
Published: (2026)
by: Wan, Chenguang, et al.
Published: (2026)
Optimal-Transport-Guided Functional Flow Matching for Turbulent Field Generation in Hilbert Space
by: Kunpeng, Li, et al.
Published: (2026)
by: Kunpeng, Li, et al.
Published: (2026)
Extracting a stochastic model for predator-prey dynamic of turbulence and zonal flows with limited data
by: Huang, J. C., et al.
Published: (2025)
by: Huang, J. C., et al.
Published: (2025)
Effect of negative triangularity on SOL plasma turbulence in double-null L-mode plasmas
by: Lim, Kyungtak, et al.
Published: (2024)
by: Lim, Kyungtak, et al.
Published: (2024)
Zonal fields as catalysts and inhibitors of turbulence-driven magnetic islands
by: Villa, Daniele, et al.
Published: (2024)
by: Villa, Daniele, et al.
Published: (2024)
The interaction of turbulence, magnetic islands and zonal fields in fluid plasma models with cubic non-linearities
by: Villa, Daniele, et al.
Published: (2025)
by: Villa, Daniele, et al.
Published: (2025)
The Viriato Protocol: Isomorphic Stabilization of Artificial General Intelligence via Reduced Gyrokinetics
by: Al-Zawahreh, Mohamad
Published: (2025)
by: Al-Zawahreh, Mohamad
Published: (2025)
Gyselalib++: A Portable C++ Library for Semi-Lagrangian Kinetic and Gyrokinetic Simulations
by: BOURNE, Emily, et al.
Published: (2025)
by: BOURNE, Emily, et al.
Published: (2025)
Prediction of Performance and Turbulence in ITER Burning Plasmas via Nonlinear Gyrokinetic Profile Prediction
by: Howard, N. T., et al.
Published: (2024)
by: Howard, N. T., et al.
Published: (2024)
Coupling Fluid Neutrals to Gyrokinetic Plasma Dynamics for Edge and SOL Turbulence Simulations
by: Sabine Ogier‐Collin, et al.
Published: (2026)
by: Sabine Ogier‐Collin, et al.
Published: (2026)
Shear Alfvén Waves in Chaotic Magnetic Fields
by: Thomas, Matthew, et al.
Published: (2025)
by: Thomas, Matthew, et al.
Published: (2025)
Stability and Transport of Gyrokinetic Critical Pedestals
by: Parisi, J. F., et al.
Published: (2024)
by: Parisi, J. F., et al.
Published: (2024)
On Magnetic Compression in Gyrokinetic Field Theory
by: Scott, Bruce D.
Published: (2024)
by: Scott, Bruce D.
Published: (2024)
A Subgrid Model for Electron-Scale Turbulent Transport in Global Ion-Scale Gyrokinetic Simulations of Tokamak Plasmas
by: Tirkas, Stefan, et al.
Published: (2024)
by: Tirkas, Stefan, et al.
Published: (2024)
5D Neural Surrogates for Nonlinear Gyrokinetic Simulations of Plasma Turbulence
by: Galletti, Gianluca, et al.
Published: (2025)
by: Galletti, Gianluca, et al.
Published: (2025)
GyroSwin: 5D Surrogates for Gyrokinetic Plasma Turbulence Simulations
by: Paischer, Fabian, et al.
Published: (2025)
by: Paischer, Fabian, et al.
Published: (2025)
Optimisation of Gyrokinetic Microstability Using Adjoint Methods
by: Acton, Georgia, et al.
Published: (2024)
by: Acton, Georgia, et al.
Published: (2024)
On Magnetic Compression in Gyrokinetic Field Theory
by: Bruce D. Scott
Published: (2026)
by: Bruce D. Scott
Published: (2026)
Gyrokinetic equilibria of high temperature superconducting magnetic mirrors
by: Rosen, Maxwell H., et al.
Published: (2026)
by: Rosen, Maxwell H., et al.
Published: (2026)
Gyrokinetic simulations of the effects of magnetic islands on microturbulence in KSTAR
by: Wei, Xishuo, et al.
Published: (2024)
by: Wei, Xishuo, et al.
Published: (2024)
Gyrokinetic simulations on zonal flow-turbulence spreading coupling
by: Jung, Min Ki, et al.
Published: (2026)
by: Jung, Min Ki, et al.
Published: (2026)
Gyrokinetic investigation of toroidal Alfven eigenmode (TAE) turbulence
by: J., Ajay C., et al.
Published: (2024)
by: J., Ajay C., et al.
Published: (2024)
Near-ideal relaxed MHD in slab geometry
by: Tavassoli, Arash, et al.
Published: (2024)
by: Tavassoli, Arash, et al.
Published: (2024)
gyaradax: Local Gyrokinetics JAX Code
by: Galletti, Gianluca, et al.
Published: (2026)
by: Galletti, Gianluca, et al.
Published: (2026)
Direct Comparison of Gyrokinetic and Fluid Scrape-Off Layer Simulations
by: Shukla, A., et al.
Published: (2025)
by: Shukla, A., et al.
Published: (2025)
Turbulence and Transport in Spectrally Accelerated full-f Gyrokinetic Simulations
by: Frei, B. J., et al.
Published: (2025)
by: Frei, B. J., et al.
Published: (2025)
Validation of the GFS model for Gyrokinetic Stability of NSTX Pedestal Data
by: Yang, M., et al.
Published: (2025)
by: Yang, M., et al.
Published: (2025)
Spectrally Accelerated Edge and Scrape-Off Layer Gyrokinetic Turbulence Simulations
by: Frei, B. J., et al.
Published: (2024)
by: Frei, B. J., et al.
Published: (2024)
Gyrokinetic simulation of the spontaneous toroidal rotation of plasma in a stochastic magnetic field
by: You, Jinxiang, et al.
Published: (2024)
by: You, Jinxiang, et al.
Published: (2024)
iGENE: A Differentiable Flux-Tube Gyrokinetic Code in TensorFlow
by: Artigues, Victor, et al.
Published: (2026)
by: Artigues, Victor, et al.
Published: (2026)
Gyrokinetic prediction of core tungsten peaking in a WEST plasma with nitrogen impurities
by: Dominski, J., et al.
Published: (2024)
by: Dominski, J., et al.
Published: (2024)
Gyrokinetic turbulent transport simulations on steady burning condition in D-T-He plasmas
by: Nakata, Motoki, et al.
Published: (2026)
by: Nakata, Motoki, et al.
Published: (2026)
GKFieldFlow: A Spatio-Temporal Neural Surrogate for Nonlinear Gyrokinetic Turbulence
by: Ashourvan, Arash
Published: (2026)
by: Ashourvan, Arash
Published: (2026)
Gyrokinetic simulation of the effect of transient fueling on plasma turbulence in ADITYA-U tokamak
by: Alageshan, Jaya Kumar, et al.
Published: (2026)
by: Alageshan, Jaya Kumar, et al.
Published: (2026)
Comprehensive Gyrokinetic Study of Eigenstate Transitions in Fast Ion-Driven Electrostatic Drift Instabilities
by: Kang, ByungJun, et al.
Published: (2024)
by: Kang, ByungJun, et al.
Published: (2024)
Gyrokinetic global simulation of Alfvenic ion temperature gradient mode in reversed magnetic shear
by: Li, Gengxian, et al.
Published: (2026)
by: Li, Gengxian, et al.
Published: (2026)
Linear and Nonlinear Dynamics of Self-Consistent Collisionless Tearing Modes in Toroidal Gyrokinetic Simulations
by: Widmer, Fabien, et al.
Published: (2024)
by: Widmer, Fabien, et al.
Published: (2024)
Constructing Field Aligned Coordinate Systems for Gyrokinetic Simulations of Tokamaks in X-point Geometries
by: Shukla, Akash, et al.
Published: (2025)
by: Shukla, Akash, et al.
Published: (2025)
Similar Items
-
Reconstructing High-fidelity Plasma Turbulence with Data-driven Tuning of Diffusion in Low Resolution Grids
by: Li, Kunpeng, et al.
Published: (2025) -
A high-fidelity surrogate model for the ion temperature gradient (ITG) instability using a small expensive simulation dataset
by: Wan, Chenguang, et al.
Published: (2025) -
Machine learning prediction of plasma behavior from discharge configurations on WEST
by: Wan, Chenguang, et al.
Published: (2026) -
Optimal-Transport-Guided Functional Flow Matching for Turbulent Field Generation in Hilbert Space
by: Kunpeng, Li, et al.
Published: (2026) -
Extracting a stochastic model for predator-prey dynamic of turbulence and zonal flows with limited data
by: Huang, J. C., et al.
Published: (2025)