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Real|time model|based plasma state estimation


Real-time model-based plasma state estimation, monitoring and ...

Real-time model-based plasma state estimation, monitoring and integrated control in TCV, ASDEX-Upgrade and. ITER. F. Felici1, T. Blanken1, E. Maljaars1, H ...

Model-based real-time plasma electron density profile estimation ...

... time plasma state estimation codes including Electron Cyclotron ray tracing codes, contributing to a complete real-time estimation of the entire plasma state.

Model-based real-time plasma electron density profile estimation ...

At every iteration of the observer, a one-sample ahead prediction is made based on the nonlinear model (2) and a forward diagnostics model (3) given the state ...

Real-time model-based plasma state estimation, monitoring and ...

Real-time model-based plasma state estimation, monitoring and integrated control in TCV,. ASDEX-Upgrade and ITER. Friday, 21 October 2016 14:00 (4h 45m). To ...

Real-Time State Estimation in Plasma Modeling Applications

The focus of this doctoral research is the development of a state estimation technique that uses experimental measurements to improve plasma physics models.

Real-time state estimation of low-frequency plasma oscillations in ...

A physics-based model is used to continuously propagate the state estimates and associated covariances, while discrete measurement data are ...

Real-time Estimation of Plasma Dynamics using an Extended ...

The estimator predicts the time history of the input signal, as applied to a zero dimensional predator-prey model of a Hall effect thruster and ...

AI for Real-time Fusion Plasma Behavior Prediction and Manipulation

In model-predictive control, a realtime model predicts the way the plasma state will evolve given various settings on actuators, then chooses settings which ...

Real-time Estimation of Plasma Parameters using an ... - NASA ADS

High-fidelity physics-based models are used for such research, but the complexities and computational cost of state-of-the-art models leave room for data-driven ...

Model-based real-time plasma electron density profile estimation ...

Additionally, the real-time density profiles provide an essential input for other real-time plasma state estimation codes including Electron ...

Model-based electron density estimation using multiple diagnostics ...

The electron density observer provided not only a reference for the gas-valve feedback controller but also an input for other real-time plasma state estimation ...

Real-time plasma state reconstruction and fault detection using a ...

40th EPS Conference on Plasma Physics. P2.147. Page 2. [Real-time control]. Controller. Model-based, dynamic state estimator ("observer"). Tokamak. Simulation.

Real-time plasma state monitoring and supervisory control on TCV

All algorithms that estimate the continuous real- valued state of the plasma and actuators based on the specific diagnostic and actuator signals are grouped in ...

Thesis - Plasma Dynamics Modeling Laboratory - Stanford University

PhD. Christine Greve, Real-Time State Estimation in Plasma Modeling Applications, Texas A&M University, 2022. MS. Christine Greve, The Development of a Data ...

First demonstration of predictive control of fusion plasma by digital twin

This system optimizes a predictive model based on real-time ... plasma state based on predictions by the improved model. Because the ...

Real-Time State Estimation of Plasma Parameters in Hall Effect ...

... model based on the underlying physics of these processes has yet to emerge. Hybrid-PIC simulations of the Hall thruster have typically depended on semi ...

Real-Time State Estimation and Long-Term Model Adaptation - NCBI

A real-time estimation of states (such as plasma insulin I) and parameters ... model-based predictions in real time. The corresponding structure is ...

State estimation of the dynamic behavior of plasma properties in a ...

The model is applied to investigate the plasma behavior at various thruster operating conditions, i.e. at varying discharge voltages and ...

Research - Plasma Dynamics Modeling Laboratory

Such particle-based kinetic methods can model non-Maxwellian nature of the gas ... Real-Time State Estimation of Plasma Dynamics. Coupled physical and chemical ...

Estimation of plasma properties using an extended Kalman filter with ...

Real-time state estimation of low-frequency plasma oscillations in Hall effect thrusters ... Spatially averaged (global) model of time modulated ...