Robust Confinement State Classification with Uncertainty Quantification through Ensembled Data-Driven Methods
Fuente:
arXiv
Saved in:
| Main Authors: | Poels, Yoeri, Venturini, Cristina, Pau, Alessandro, Sauter, Olivier, Menkovski, Vlado, team, the TCV, team, the WPTE |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Plasma State Monitoring and Disruption Characterization using Multimodal VAEs
by: Poels, Yoeri, et al.
Published: (2025)
by: Poels, Yoeri, et al.
Published: (2025)
Correlation of the L-mode density limit with edge collisionality
by: Maris, Andrew, et al.
Published: (2024)
by: Maris, Andrew, et al.
Published: (2024)
Learning Plasma Dynamics and Robust Rampdown Trajectories with Predict-First Experiments at TCV
by: Wang, Allen M., et al.
Published: (2025)
by: Wang, Allen M., et al.
Published: (2025)
Modelling of power exhaust in TCV positive and negative triangularity L-mode plasmas
by: Tonello, E., et al.
Published: (2024)
by: Tonello, E., et al.
Published: (2024)
Real-time Tomography-based Bayesian Inference from TCV Bolometry Data
by: Hamm, D., et al.
Published: (2026)
by: Hamm, D., et al.
Published: (2026)
Kinetic Equilibrium Prediction at TCV using RAPTOR and FBT
by: Contré, C. E., et al.
Published: (2026)
by: Contré, C. E., et al.
Published: (2026)
Accelerating Simulation of Two-Phase Flows with Neural PDE Surrogates
by: Poels, Yoeri, et al.
Published: (2024)
by: Poels, Yoeri, et al.
Published: (2024)
Equivariant Neural Simulators for Stochastic Spatiotemporal Dynamics
by: Minartz, Koen, et al.
Published: (2023)
by: Minartz, Koen, et al.
Published: (2023)
First experimental demonstration of plasma shape control in a tokamak through Model Predictive Control
by: Mele, Adriano, et al.
Published: (2025)
by: Mele, Adriano, et al.
Published: (2025)
Comparison of filament properties in real-size GBS simulations and experiments of TCV-X21
by: Wang, Y., et al.
Published: (2025)
by: Wang, Y., et al.
Published: (2025)
Applications of a novel model-based real-time observer for electron density profile control experiments in TCV
by: Pastore, F., et al.
Published: (2026)
by: Pastore, F., et al.
Published: (2026)
Validation of SOLPS-ITER Simulations against the TCV-X21 Reference Case
by: Wang, Y., et al.
Published: (2023)
by: Wang, Y., et al.
Published: (2023)
Towards Transparent and Accurate Plasma State Monitoring at JET
by: Bürli, Andrin, et al.
Published: (2025)
by: Bürli, Andrin, et al.
Published: (2025)
Impact of triangularity on edge transport and divertor detachment: a SOLPS-ITER study of TCV L-mode plasmas
by: Mombelli, Fabio, et al.
Published: (2025)
by: Mombelli, Fabio, et al.
Published: (2025)
Experimental and numerical investigation of suprathermal electron dynamics using vertical electron cyclotron emission
by: Votta, L., et al.
Published: (2025)
by: Votta, L., et al.
Published: (2025)
Implementation of an ITER-relevant QP-based Current Limit Avoidance algorithm in the TCV tokamak
by: Frattolillo, D., et al.
Published: (2025)
by: Frattolillo, D., et al.
Published: (2025)
EuroPED-NN: Uncertainty aware surrogate model
by: Alvarez, A. Panera, et al.
Published: (2024)
by: Alvarez, A. Panera, et al.
Published: (2024)
Plasma Confinement State Classification in Fusion Power Plants: Profile Reflectometer and Ensemble Diagnostics
by: Clark, Randall, et al.
Published: (2026)
by: Clark, Randall, et al.
Published: (2026)
Infrared Thermography in the Tokamak à Configuration Variable
by: Zurita, M., et al.
Published: (2026)
by: Zurita, M., et al.
Published: (2026)
Axisymmetric predictions for mitigated and vertically unstable disruptions in ITER with runaway electrons
by: Bandaru, V., et al.
Published: (2024)
by: Bandaru, V., et al.
Published: (2024)
Quantitative Magnetohydrodynamic Modelling of Flux Pumping in ASDEX Upgrade
by: Zhang, Haowei, et al.
Published: (2025)
by: Zhang, Haowei, et al.
Published: (2025)
Edge Radial Electric Field in Positive and Negative Triangularity Plasmas in the TCV Tokamak
by: Rienäcker, S., et al.
Published: (2025)
by: Rienäcker, S., et al.
Published: (2025)
On learning latent dynamics of the AUG plasma state
by: Kit, A., et al.
Published: (2023)
by: Kit, A., et al.
Published: (2023)
Sensitivity of External Magnetic Field on the Change in Cross-section of a Toroidal Current
by: Aich, Suman, et al.
Published: (2026)
by: Aich, Suman, et al.
Published: (2026)
Towards fully predictive gyrokinetic full-f simulations: validation and triangularity studies in TCV
by: Hoffmann, A. C. D., et al.
Published: (2025)
by: Hoffmann, A. C. D., et al.
Published: (2025)
Technical Aspects of Plasma Operational Simulation (POPSIM): A Framework for Data-Driven Simulation and Control
by: Wang, Allen M., et al.
Published: (2025)
by: Wang, Allen M., et al.
Published: (2025)
On the timescales of controlled termination of tokamak plasmas
by: Van Mulders, Simon, et al.
Published: (2026)
by: Van Mulders, Simon, et al.
Published: (2026)
Nonlinear MHD modeling of soft $β$ limits in W7-AS
by: Ramasamy, Rohan, et al.
Published: (2024)
by: Ramasamy, Rohan, et al.
Published: (2024)
Plasma Confinement State Classification via FPP Relevant Microwave Diagnostics
by: Clark, Randall, et al.
Published: (2025)
by: Clark, Randall, et al.
Published: (2025)
A comparison of low-n Mercier unstable Wendelstein stellarators and quasi-interchange modes in tokamaks
by: Ramasamy, Rohan, et al.
Published: (2025)
by: Ramasamy, Rohan, et al.
Published: (2025)
3D MHD modelling of plasmoid drift following massive material injection in a tokamak
by: Kong, M., et al.
Published: (2024)
by: Kong, M., et al.
Published: (2024)
First demonstration of Super-X divertor exhaust control for transient heat load management in compact fusion reactors
by: Kool, B., et al.
Published: (2024)
by: Kool, B., et al.
Published: (2024)
Gyrokinetic investigation of the nonlinear interaction of Alfvén instabilities and energetic-particle driven geodesic acoustic modes
by: Vannini, F., et al.
Published: (2021)
by: Vannini, F., et al.
Published: (2021)
Parallel flows as a key component to interpret Super-X divertor experiments
by: Carpita, M., et al.
Published: (2023)
by: Carpita, M., et al.
Published: (2023)
Data-Driven Approach to Model the Influence of Magnetic Geometry in the Confinement of Fusion Devices
by: Laia, R., et al.
Published: (2025)
by: Laia, R., et al.
Published: (2025)
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)
An upper pressure limit for low-Z benign termination of runaway electron beams in TCV
by: Hoppe, M, et al.
Published: (2024)
by: Hoppe, M, et al.
Published: (2024)
Inferring the scrape-off layer heat flux width in a divertor with a low degree of axisymmetry
by: Marsden, C., et al.
Published: (2024)
by: Marsden, C., et al.
Published: (2024)
Impact of spatially varying transport coefficients in EMC3-Eirene simulations of W7-X and assessment of drifts
by: Bold, David, et al.
Published: (2024)
by: Bold, David, et al.
Published: (2024)
FGE: A Fast Free-Boundary Grad-Shafranov Evolutive Solver
by: Heiß, Cosmas, et al.
Published: (2025)
by: Heiß, Cosmas, et al.
Published: (2025)
Similar Items
-
Plasma State Monitoring and Disruption Characterization using Multimodal VAEs
by: Poels, Yoeri, et al.
Published: (2025) -
Correlation of the L-mode density limit with edge collisionality
by: Maris, Andrew, et al.
Published: (2024) -
Learning Plasma Dynamics and Robust Rampdown Trajectories with Predict-First Experiments at TCV
by: Wang, Allen M., et al.
Published: (2025) -
Modelling of power exhaust in TCV positive and negative triangularity L-mode plasmas
by: Tonello, E., et al.
Published: (2024) -
Real-time Tomography-based Bayesian Inference from TCV Bolometry Data
by: Hamm, D., et al.
Published: (2026)