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Modeling of Earth's ionosphere and variational approach for data assimilation.

机译:地球电离层建模和数据同化变化方法。

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摘要

The Earth's ionosphere plays an important role in wireless communication. One of the primary goals of this research is to improve the techniques for monitoring and forecasting of the conditions of the Earth's ionosphere. The work in this thesis focuses on modeling of the ion and electron density changes in the Earth's ionosphere and the assimilation of remote sensing measurements into the numerical model. The governing equations of the ionosphere consist of equations of fluid for chemically active plasma in the ionosphere. These equations form a system of coupled nonlinear convection-diffusion equations. In this thesis, we establish the well-posedness of the equations in some special cases. We also establish the numerical stability and consistency of the approximation. The resulting numerical model of the ionosphere produces stable and physically meaningful predictions of densities for all major ion species in the ionosphere. The numerical method is used in this research as a basis for the development of a 4-dimensional variational (4DVAR) data assimilation approach to help in the estimation of the driving forces in the ionosphere. The 4DVAR technique uses the adjoint approach in the computation of the gradient of performance functional.;In addition to theoretical discussions on the mathematical properties of the basic ionospheric model and its numerical implementation, extensive work has been devoted to the validation of both the basic ionospheric model and 4DVAR implementation. In this work we demonstrate that the new model can accurately reproduce all major characteristics of the ionosphere and the 4DVAR approach can be effective in determining the crucial drivers of the Earth's ionosphere.
机译:地球的电离层在无线通信中起着重要的作用。这项研究的主要目标之一是改进用于监视和预测地球电离层状况的技术。本文的工作重点是对地球电离层中离子和电子密度变化的建模以及将遥感测量结果吸收到数值模型中。电离层的控制方程由电离层中化学活性等离子体的流体方程组成。这些方程形成了耦合的非线性对流扩散方程组。本文建立了在某些特殊情况下方程的适定性。我们还建立了近似的数值稳定性和一致性。由此产生的电离层数值模型对电离层中所有主要离子物种的密度产生了稳定且对物理意义重大的密度预测。数值方法在本研究中用作开发4维变分(4DVAR)数据同化方法的基础,以帮助估算电离层中的驱动力。 4DVAR技术在性能函数梯度的计算中使用了伴随方法。;除了对基本电离层模型的数学性质及其数值实现进行理论讨论以外,还对基础电离层的验证进行了大量工作。模型和4DVAR实现。在这项工作中,我们证明了新模型可以准确地重现电离层的所有主要特征,而4DVAR方法可以有效地确定地球电离层的关键驱动因素。

著录项

  • 作者

    Akopian, Vardan.;

  • 作者单位

    University of Southern California.;

  • 授予单位 University of Southern California.;
  • 学科 Atmospheric Sciences.
  • 学位 Ph.D.
  • 年度 2007
  • 页码 145 p.
  • 总页数 145
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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