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Stochastic Dynamics of Fusion Low-to-High Confinement Mode (L-H) Transition: Correlation and Causal Analyses Using
Eun-Jin Kim1, Abhiram Anand Thiruthummal1
1Centre for Fluids and Complex Systems, Coventry University, Coventry CV1 2TT, UK.
Stochastic noise in fusion plasmas causes gradual Low-to-High (L-H) confinement transitions, with H-mode characteristics appearing earlier and dithering persisting longer than predicted by deterministic models.
Area of Science:
- Plasma Physics
- Fusion Energy
- Nonlinear Dynamics
Background:
- The Low-to-High (L-H) confinement mode transition is crucial for achieving sustained fusion reactions.
- Deterministic models predict a sharp L-H transition, but experimental observations show more gradual behavior.
Purpose of the Study:
- To investigate the stochastic dynamics governing the L-H transition in magnetically confined fusion plasmas.
- To understand the role of noise in turbulence, zonal flows, and input power on the L-H transition.
- To explore the self-regulation mechanisms and causal relationships involved in the L-H transition.
Main Methods:
- Stochastic simulations of a prey-predator model for L-H transition dynamics.
- Inclusion of stochastic noise in turbulence and zonal flows.
- Simulation of constant and time-varying input power (Q) across over a million trajectories using GPU computing.
- Analysis using information geometry to interpret self-regulation and causality.
Main Results:
- Stochastic noise leads to a mixture of H-mode and dithering states, resulting in a gradual L-H transition.
- H-mode characteristics emerge at lower input power (Q
Qc). - A prominent bimodal probability density function (PDF) near the critical power (Qc) indicates coexistence of states and input power uncertainty.
- Time-varying input power increases trajectory variability and enhances the bimodal PDF.
Conclusions:
- Stochasticity fundamentally alters the L-H transition, explaining gradual transitions and power uncertainty observed experimentally.
- Information geometry provides insights into the interplay between zonal flows, turbulence, and causal relationships governing the L-H transition.
- The findings highlight the importance of incorporating stochastic effects for accurate modeling of fusion plasma confinement.
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