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首页> 外文期刊>Statistical Methodology >3D dynamic forward modeling of polar plumes using Hidden Markov Trees
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3D dynamic forward modeling of polar plumes using Hidden Markov Trees

机译:使用隐马尔可夫树对极地羽进行3D动态正向建模

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摘要

The polar plumes are very fine structures of the solar K-corona lying around the poles and visible during the period of minimum of activity. These poorly known structures are linked with the solar magnetic field and with numerous coronal phenomena such as the fast solar wind and the coronal holes. The SOHO space mission has provided some continuous observations to high cadence (each 10 min). From these observations the images of the K-corona have been derived and preprocessed with an adapted anisotropic filtering. Then, a peculiar type of sinogram called Time Intensity Diagram (TID) has been built. It is adapted to the evolution of polar plumes with the time. A multiresolution wavelet analysis of the TID has then revealed that the spatial distribution of the polar plumes as well as their temporal evolution were fractal. The present study consists in simulating polar plumes by forward modeling techniques in order to validate several assumptions concerning their nature and their temporal evolution. Our work involves two main steps. The first one concerns the simulation of polar plumes and the computation of their corresponding TID. The second one concerns the estimation of analysis criteria in order to compare the original TID and the simulated ones. Static and dynamic models were both used in order to confirm the fractal behavior of the temporal evolution of plumes. The most recent and promising model is based on a Hidden Markov Tree. It allows us to control the fractal parameters of the TID.
机译:极地烟羽是极极细致的太阳K电晕结构,围绕两极,在活动最少的时期内可见。这些鲜为人知的结构与太阳磁场以及许多日冕现象有关,例如快速的太阳风和日冕洞。 SOHO太空任务已对高节奏进行了连续观察(每次10分钟)。从这些观察结果中,得出了K冠的图像,并通过自适应各向异性滤波对其进行了预处理。然后,建立了一种特殊的正弦图,称为时间强度图(TID)。随着时间的流逝,它适应了极羽的演变。 TID的多分辨率小波分析表明,极羽的空间分布及其时间演化是分形的。本研究包括通过正向建模技术模拟极羽,以验证有关其性质和时间演变的几个假设。我们的工作涉及两个主要步骤。第一个涉及极羽的仿真及其相应TID的计算。第二个问题涉及分析标准的估计,以便比较原始TID和模拟TID。静态和动态模型都被用来确认烟羽的时间演化的分形行为。最新和有希望的模型基于隐马尔可夫树。它使我们能够控制TID的分形参数。

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