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
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页数:13
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共 28 条
  • [1] Magnetic field reversals in an experimental turbulent dynamo
    Berhanu, M.
    Monchaux, R.
    Fauve, S.
    Mordant, N.
    Petrelis, F.
    Chiffaudel, A.
    Daviaud, F.
    Dubrulle, B.
    Marie, L.
    Ravelet, F.
    Bourgoin, M.
    Odier, Ph.
    Pinton, J.-F.
    Volk, R.
    [J]. EPL, 2007, 77 (05)
  • [2] Dynamo regimes and transitions in the VKS experiment
    Berhanu, M.
    Verhille, G.
    Boisson, J.
    Gallet, B.
    Gissinger, C.
    Fauve, S.
    Mordant, N.
    Petrelis, F.
    Bourgoin, M.
    Odier, P.
    Pinton, J. -F.
    Plihon, N.
    Aumaitre, S.
    Chiffaudel, A.
    Daviaud, F.
    Dubrulle, B.
    Pirat, C.
    [J]. EUROPEAN PHYSICAL JOURNAL B, 2010, 77 (04) : 459 - 468
  • [3] Bistability between a stationary and an oscillatory dynamo in a turbulent flow of liquid sodium
    Berhanu, M.
    Gallet, B.
    Monchaux, R.
    Bourgoin, M.
    Odier, Ph.
    Pinton, J. -F.
    Plihon, N.
    Volk, R.
    Fauve, S.
    Mordant, N.
    Petrelis, F.
    Aumaitre, S.
    Chiffaudel, A.
    Daviaud, F.
    Dubrulle, B.
    Ravelet, F.
    [J]. JOURNAL OF FLUID MECHANICS, 2009, 641 : 217 - 226
  • [4] Symmetry and couplings in stationary Von Karman sodium dynamos
    Boisson, J.
    Aumaitre, S.
    Bonnefoy, N.
    Bourgoin, M.
    Daviaud, F.
    Dubrulle, B.
    Odier, Ph
    Pinton, J-F
    Plihon, N.
    Verhille, G.
    [J]. NEW JOURNAL OF PHYSICS, 2012, 14
  • [5] Magnetohydrodynamics measurements in the von Karman sodium experiment
    Bourgoin, M
    Marié, L
    Pétrélis, F
    Gasquet, C
    Guigon, A
    Luciani, JB
    Moulin, M
    Namer, F
    Burguete, J
    Chiffaudel, A
    Daviaud, F
    Fauve, S
    Odier, P
    Pinton, JF
    [J]. PHYSICS OF FLUIDS, 2002, 14 (09) : 3046 - 3058
  • [6] Coles S., 2001, An Introduction to Statistical Modelling of Extreme Values
  • [7] FUNDAMENTAL LIMITATIONS FOR ESTIMATING DIMENSIONS AND LYAPUNOV EXPONENTS IN DYNAMIC-SYSTEMS
    ECKMANN, JP
    RUELLE, D
    [J]. PHYSICA D, 1992, 56 (2-3): : 185 - 187
  • [8] On using extreme values to detect global stability thresholds in multi-stable systems: The case of transitional plane Couette flow
    Faranda, Davide
    Lucarini, Valerio
    Manneville, Paul
    Wouters, Jeroen
    [J]. CHAOS SOLITONS & FRACTALS, 2014, 64 : 26 - 35
  • [9] GENERALIZED EXTREME VALUE DISTRIBUTION PARAMETERS AS DYNAMICAL INDICATORS OF STABILITY
    Faranda, Davide
    Lucarini, Valerio
    Turchetti, Giorgio
    Vaienti, Sandro
    [J]. INTERNATIONAL JOURNAL OF BIFURCATION AND CHAOS, 2012, 22 (11):
  • [10] Numerical Convergence of the Block-Maxima Approach to the Generalized Extreme Value Distribution
    Faranda, Davide
    Lucarini, Valerio
    Turchetti, Giorgio
    Vaienti, Sandro
    [J]. JOURNAL OF STATISTICAL PHYSICS, 2011, 145 (05) : 1156 - 1180