Robust estimate of dynamo thresholds in the von Karman sodium experiment using the extreme value theory

被引:6
|
作者
Faranda, Davide [1 ]
Bourgoin, Mickael [2 ,3 ,4 ,5 ]
Miralles, Sophie [2 ,3 ]
Odier, Philippe [2 ,3 ]
Pinton, Jean-Francois [2 ,3 ]
Plihon, Nicolas [2 ,3 ]
Daviaud, Francois [1 ]
Dubrulle, Berengere [1 ]
机构
[1] CEA Saclay, CNRS, DSM, Serv Phys Etat Condense,Lab SPHYNX,URA 2464, F-91191 Gif Sur Yvette, France
[2] Ecole Normale Super Lyon, Phys Lab, CNRS, F-69364 Lyon 07, France
[3] Univ Lyon, F-69364 Lyon 07, France
[4] CNRS, Lab Ecoulements Geophys & Ind, F-38041 Grenoble 9, France
[5] Univ Grenoble 1, F-38041 Grenoble 9, France
来源
NEW JOURNAL OF PHYSICS | 2014年 / 16卷
关键词
extreme value theory; turbulent dynamo; early warnings; critical transitions; SYSTEMS; CONVERGENCE; FLOW;
D O I
10.1088/1367-2630/16/8/083001
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
We apply a new threshold detection method based on the extreme value theory (EVT) to the von Karman sodium (VKS) experiment data. The VKS experiment is a successful attempt to get a dynamo magnetic field in a laboratory liquid-metal experiment. We first show that the dynamo threshold is associated with a change of the probability density function of the extreme values of the magnetic field. This method does not require the measurement of response functions from applied external perturbations and thus provides a simple threshold estimate. We apply our method to different configurations in the VKS experiment, showing that it yields a robust indication of the dynamo threshold as well as evidence of hysteretic behaviors. Moreover, for the experimental configurations in which a dynamo transition is not observed, the method provides a way to extrapolate an interval of possible threshold values.
引用
收藏
页数:13
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