Image de couverture de livre

A proof-of-concept for automated AI-driven stellarator coil optimization with in-the-loop finite-element calculations

Fuente: arXiv

Enregistré dans:

Détails bibliographiques
Auteurs principaux:	Kaptanoglu, Alan A., Gil, Pedro F.
Format:	Preprint
Publié:	2026
Sujets:	Plasma Physics Machine Learning Computational Physics
Accès en ligne:	Acceder al recurso
Tags:	Ajouter un tag Pas de tags, Soyez le premier à ajouter un tag!

Documents similaires

Permanent magnet optimization of stellarators with coupling from finite permeability and demagnetization effects
par: Ulrich, Armin, et autres
Publié: (2025)

Electromagnetic coil optimization for reduced Lorentz forces
par: Hurwitz, Siena, et autres
Publié: (2024)

A flexible and differentiable coil proxy for stellarator equilibrium optimization
par: Fu, Lanke, et autres
Publié: (2025)

Augmented Lagrangian methods produce cutting-edge magnetic coils for stellarator fusion reactors
par: Gil, Pedro F., et autres
Publié: (2025)

Reactor-scale stellarators with force and torque minimized dipole coils
par: Kaptanoglu, Alan A., et autres
Publié: (2024)

Optimization of passive superconductors for shaping stellarator magnetic fields
par: Kaptanoglu, Alan A., et autres
Publié: (2025)

Improved stellarator permanent magnet designs through combined discrete and continuous optimizations
par: Hammond, K. C., et autres
Publié: (2023)

A framework for discrete optimization of stellarator coils
par: Hammond, K. C.
Publié: (2024)

Optical analogy for stellarators: Ridges as caustics and coils as singularities
par: Sengupta, Wrick, et autres
Publié: (2026)

Stochastic single-stage stellarator optimization using fixed-boundary equilibria
par: Gil, Pedro F., et autres
Publié: (2026)

ConStellaration: A dataset of QI-like stellarator plasma boundaries and optimization benchmarks
par: Cadena, Santiago A., et autres
Publié: (2025)

A neoclassically optimized compact stellarator with four planar coils
par: Yu, Guodong, et autres
Publié: (2021)

Efficient calculation of magnetic fields from ferromagnetic materials near strong electromagnets, and application to stellarator coil optimization
par: Landreman, Matt, et autres
Publié: (2025)

Computational boundary specification in 3D fixed-boundary magnetohydrodynamic equilibrium modeling
par: Kaptanoglu, Alan, et autres
Publié: (2026)

Transfer learning driven design optimization for inertial confinement fusion
par: Humbird, K. D., et autres
Publié: (2022)

Enhancing predictive capabilities in fusion burning plasmas through surrogate-based optimization in core transport solvers
par: Rodriguez-Fernandez, P., et autres
Publié: (2023)

Data-driven local operator finding for reduced-order modelling of plasma systems: I. Concept and verifications
par: Faraji, Farbod, et autres
Publié: (2024)

Data-driven local operator finding for reduced-order modelling of plasma systems: II. Application to parametric dynamics
par: Faraji, Farbod, et autres
Publié: (2024)

Including the vacuum energy in stellarator coil design
par: Guinchard, S., et autres
Publié: (2024)

Runaway electrons during a coil quench in stellarators
par: Aleynikov, Pavel, et autres
Publié: (2025)

Stochastic hierarchical data-driven optimization: application to plasma-surface kinetics
par: Afonso, José, et autres
Publié: (2026)

Data-driven construction of a generalized kinetic collision operator from molecular dynamics
par: Zhao, Yue, et autres
Publié: (2025)

Surrogate models to optimize plasma assisted atomic layer deposition in high aspect ratio features
par: Yanguas-Gil, Angel, et autres
Publié: (2025)

Numerical proof-of-concept of a photon, proton, and positron laser-driven source with nanostructured targets
par: Galbiati, Marta, et autres
Publié: (2025)

Machine Learning Applications to Computational Plasma Physics and Reduced-Order Plasma Modeling: A Perspective
par: Faraji, Farbod, et autres
Publié: (2024)

Equilibrium of a simplified coil quasi-axisymmetric stellarator: Free boundary approach
par: Salguero-Martínez, Kassandra, et autres
Publié: (2026)

Efficient single-stage optimization of islands in finite-$β$ stellarator equilibria
par: Smiet, Christopher Berg, et autres
Publié: (2024)

Global Stellarator Coil Optimization with Quadratic Constraints and Objectives
par: Fu, Lanke, et autres
Publié: (2024)

Learning collision operators from plasma phase space data using differentiable simulators
par: Carvalho, Diogo D., et autres
Publié: (2026)

Physics-tailored machine learning reveals unexpected physics in dusty plasmas
par: Yu, Wentao, et autres
Publié: (2023)

Learning the dynamics of a one-dimensional plasma model with graph neural networks
par: Carvalho, Diogo D, et autres
Publié: (2023)

Particle-based plasma simulation using a graph neural network
par: Mlinarević, Marin, et autres
Publié: (2025)

Electron neural closure for turbulent magnetosheath simulations: energy channels
par: Miloshevich, George, et autres
Publié: (2025)

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

Initial evaluation of miniature ultra-high-field commercial stellarator reactors with breeding external to resistive coils
par: Queral, V., et autres
Publié: (2025)

Exploring the operational limits of poloidal and helical arrays of Mirnov coils in stellarators by means of a synthetic diagnostic
par: Pons-Villalonga, P., et autres
Publié: (2024)

Diagnosing electric and magnetic fields in laser-driven coil targets
par: Zhang, Yang, et autres
Publié: (2025)

Diffusion for Fusion: Designing Stellarators with Generative AI
par: Padidar, Misha, et autres
Publié: (2025)

Stellarator divertor design by optimizing coils for surfaces with sharp corners
par: Elder, Todd, et autres
Publié: (2025)

Characterization and automated optimization of laser-driven proton beams from converging liquid sheet jet targets
par: Glenn, G. D., et autres
Publié: (2025)