Weck P J, Schaffner D A, Brown M R, Wicks R T
Swarthmore College, Swarthmore, Pennsylvania 19081, USA.
NASA Goddard Space Flight Center, Greenbelt, Maryland 20771, USA.
Phys Rev E Stat Nonlin Soft Matter Phys. 2015 Feb;91(2):023101. doi: 10.1103/PhysRevE.91.023101. Epub 2015 Feb 4.
The Bandt-Pompe permutation entropy and the Jensen-Shannon statistical complexity are used to analyze fluctuating time series of three different turbulent plasmas: the magnetohydrodynamic (MHD) turbulence in the plasma wind tunnel of the Swarthmore Spheromak Experiment (SSX), drift-wave turbulence of ion saturation current fluctuations in the edge of the Large Plasma Device (LAPD), and fully developed turbulent magnetic fluctuations of the solar wind taken from the Wind spacecraft. The entropy and complexity values are presented as coordinates on the CH plane for comparison among the different plasma environments and other fluctuation models. The solar wind is found to have the highest permutation entropy and lowest statistical complexity of the three data sets analyzed. Both laboratory data sets have larger values of statistical complexity, suggesting that these systems have fewer degrees of freedom in their fluctuations, with SSX magnetic fluctuations having slightly less complexity than the LAPD edge I(sat). The CH plane coordinates are compared to the shape and distribution of a spectral decomposition of the wave forms. These results suggest that fully developed turbulence (solar wind) occupies the lower-right region of the CH plane, and that other plasma systems considered to be turbulent have less permutation entropy and more statistical complexity. This paper presents use of this statistical analysis tool on solar wind plasma, as well as on an MHD turbulent experimental plasma.
班特 - 庞贝排列熵和詹森 - 香农统计复杂度被用于分析三种不同湍流等离子体的波动时间序列:斯沃斯莫尔球形马克实验(SSX)的等离子体风洞中的磁流体动力学(MHD)湍流、大型等离子体装置(LAPD)边缘离子饱和电流波动的漂移波湍流,以及取自“风”号航天器的太阳风充分发展的湍流磁波动。熵值和复杂度值以CH平面上的坐标形式呈现,以便在不同等离子体环境和其他波动模型之间进行比较。在所分析的三个数据集中,发现太阳风具有最高的排列熵和最低的统计复杂度。两个实验室数据集的统计复杂度值都较大,这表明这些系统在其波动中具有较少的自由度,其中SSX的磁波动复杂度略低于LAPD边缘的离子饱和电流(I(sat))。将CH平面坐标与波形频谱分解的形状和分布进行比较。这些结果表明,充分发展的湍流(太阳风)占据CH平面的右下角区域,而其他被认为是湍流的等离子体系统具有较少的排列熵和较多的统计复杂度。本文展示了这种统计分析工具在太阳风等离子体以及MHD湍流实验等离子体上的应用。