Statistical Analysis of Plasma Dynamics in Gyrokinetic Simulations of Stellarator Turbulence
Artikel i vetenskaplig tidskrift, 2023

A geometrical method for assessing stochastic processes in plasma turbulence is investigated in this study. The thermodynamic length methodology allows using a Riemannian metric on the phase space; thus, distances between thermodynamic states can be computed. It constitutes a geometric methodology to understand stochastic processes involved in, e.g., order–disorder transitions, where a sudden increase in distance is expected. We consider gyrokinetic simulations of ion-temperature-gradient (ITG)-mode-driven turbulence in the core region of the stellarator W7-X with realistic quasi-isodynamic topologies. In gyrokinetic plasma turbulence simulations, avalanches, e.g., of heat and particles, are often found, and in this work, a novel method for detection is investigated. This new method combines the singular spectrum analysis algorithm with a hierarchical clustering method such that the time series is decomposed into two parts: useful physical information and noise. The informative component of the time series is used for the calculation of the Hurst exponent, the information length, and the dynamic time. Based on these measures, the physical properties of the time series are revealed.

gyrokinetic simulations

stochastic theory

information geometry

drift waves

time series analysis

Författare

Aristeides D. Papadopoulos

National Technical University of Athens (NTUA)

Johan Anderson

Chalmers, Rymd-, geo- och miljövetenskap

Eun-jin Kim

Coventry University

M. Mavridis

Aristotelio Panepistimio Thessalonikis

H. Isliker

Aristotelio Panepistimio Thessalonikis

Entropy

10994300 (eISSN)

Vol. 25 6 942

Implementation of activities described in the Roadmap to Fusion during Horizon 2020 through a Joint programme of the members of the EUROfusion consortium (EUROfusion)

Europeiska kommissionen (EU) (EC/H2020/633053), 2014-01-01 -- 2019-01-01.

Ämneskategorier

Annan fysik

Strömningsmekanik och akustik

Fusion, plasma och rymdfysik

DOI

10.3390/e25060942

PubMed

37372286

Mer information

Senast uppdaterat

2024-01-16