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Data assimilation system based on integrated transport simulation of Large Helical Device plasma

机译:基于大型螺旋装置等离子体综合输运模拟的数据同化系统

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摘要

A data assimilation technique is applied to the integrated transport simulation (TASK3D) of a plasma in Large Helical Device (LHD). We use the ensemble Kalman filter (EnKF) as a data assimilation method for the estimation of state variables composed of the electron and ion temperature, density, numerical coefficients of turbulence models, and NBI heat deposition. The time series data of experimentally measured temperature and density profiles are assimilated into TASK3D. The obtained electron and ion temperature profiles and temporal variations by the data assimilation system agree well with measured ones owing to the optimization of the employed turbulent transport model and the heat deposition. These results indicate the effectiveness and validity of the data assimilation approach for accurate prediction of the behavior of fusion plasmas and the possibility of advanced turbulence modeling.
机译:数据同化技术应用于大型螺旋设备(LHD)中等离子体的集成传输模拟(TASK3D)。我们使用集合卡尔曼滤波器(EnKF)作为数据同化方法来估计状态变量,该状态变量由电子和离子温度,密度,湍流模型的数值系数和NBI热沉积组成。将实验测量的温度和密度曲线的时间序列数据同化为TASK3D。数据同化系统获得的电子和离子温度分布图和时间变化与所测得的吻合得很好,这归因于所采用的湍流传输模型和热量沉积的优化。这些结果表明,数据同化方法对于准确预测聚变等离子体行为的有效性和先进湍流建模的可能性。

著录项

  • 来源
    《Nuclear fusion》 |2020年第5期|056001.1-056001.8|共8页
  • 作者单位

    Department of Nuclear Engineering Kyoto University Nishikyo Kyoto 615-8540 Japan;

    National Institute for Fusion Science National Institutes of Natural Science Toki 509-5292 Japan The Graduate University for Advanced Studies SOKENDAI Toki 509-5292 and Tokyo 190-8562 Japan;

    The Institute of Statistical Mathematics Research Organization of Information and Systems Tokyo 190-8562 Japan The Graduate University for Advanced Studies SOKENDAI Toki 509-5292 and Tokyo 190-8562 Japan The Joint Support-Center for Data Science Research Research Organization of Information and Systems Tokyo 190-0014 Japan;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);美国《生物学医学文摘》(MEDLINE);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    LHD; integrated transport simulation; data assimilation; NBI;

    机译:LHD;综合运输模拟;数据同化国家情报局;

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