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Spatio-temporal variability of aerosols in the tropics relationship with atmospheric and oceanic environments.

机译:热带地区气溶胶的时空变化与大气和海洋环境的关系。

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摘要

Earth's radiation budget is directly influenced by aerosols through the absorption of solar radiation and subsequent heating of the atmosphere. Aerosols modulate the hydrological cycle indirectly by modifying cloud properties, precipitation and ocean heat storage. In addition, polluting aerosols impose health risks in local, regional and global scales. In spite of recent advances in the study of aerosols variability, uncertainty in their spatio-temporal distributions still presents a challenge in the understanding of climate variability. For example, aerosol loading varies not only from year to year but also on higher frequency intraseasonal time scales producing strong variability on local and regional scales. An assessment of the impact of aerosol variability requires long period measurements of aerosols at both regional and global scales.;The present dissertation compiles a large database of remotely sensed aerosol loading in order to analyze its spatio-temporal variability, and how this load interacts with different variables that characterize the dynamic and thermodynamic states of the environment. Aerosol Index (AI) and Aerosol Optical Depth (AOD) were used as measures of the atmospheric aerosol load. In addition, atmospheric and oceanic satellite observations, and reanalysis datasets is used in the analysis to investigate aerosol-environment interactions. A diagnostic study is conducted to produce global and regional aerosol satellite climatologies, and to analyze and compare the validity of aerosol retrievals. We find similarities and differences between the aerosol distributions over various regions of the globe when comparing the different satellite retrievals. A nonparametric approach is also used to examine the spatial distribution of the recent trends in aerosol concentration. A significant positive trend was found over the Middle East, Arabian Sea and South Asian regions strongly influenced by increases in dust events.;Spectral and composite analyses of surface temperature, atmospheric wind, geopotential height, outgoing longwave radiation, water vapor and precipitation together with the climatology of aerosols provide insight on how the variables interact. Different modes of variability, especially in intraseasonal time scales appear as strong modulators of the aerosol distribution. In particular, we investigate how two modes of variability related to the westward propagating synoptic African Easterly Waves of the Tropical Atlantic Ocean affect the horizontal and vertical structure of the environment. The statistical significance of these two modes is tested with the use of two different spectral techniques. The pattern of propagation of aerosol load shows good correspondence with the progression of the atmospheric and oceanic conditions suitable for dust mobilization over the Atlantic Ocean. We present extensions to previous studies related with dust variability over the Atlantic region by evaluating the performance of the long period satellite aerosol retrievals in determining modes of aerosol variability. Results of the covariability between aerosols-environment motivate the use of statistical regression models to test the significance of the forecasting skill of daily AOD time series. The regression models are calibrated using atmospheric variables as predictors from the reanalysis variables. The results show poor forecasting skill with significant error growing after the 3 rd day of the prediction. It is hypothesized that the simplicity of linear models results in an inability to provide a useful forecast.
机译:通过吸收太阳辐射以及随后加热大气,气溶胶直接影响着地球的辐射预算。气溶胶通过改变云的性质,降水和海洋储热来间接地调节水文循环。另外,污染的气溶胶在地方,区域和全球范围内都具有健康风险。尽管在气溶胶变异性研究方面取得了最新进展,但其时空分布的不确定性仍然对理解气候变异性提出了挑战。例如,气溶胶载量不仅每年变化,而且在较高频率的季节内时间尺度上也变化,从而在地方和区域尺度上产生很大的可变性。评估气溶胶变异性的影响需要对区域和全球范围内的气溶胶进行长期测量。本论文汇编了一个大型的遥感气溶胶负荷数据库,以分析其时空变异性,以及该负荷如何与环境相互作用。表征环境动态和热力学状态的不同变量。气溶胶指数(AI)和气溶胶光学深度(AOD)被用作大气气溶胶负荷的量度。此外,在分析中还使用了大气和海洋卫星观测以及再分析数据集来研究气溶胶与环境之间的相互作用。进行了诊断研究,以产生全球和区域的气溶胶卫星气候,并分析和比较气溶胶回收的有效性。比较不同的卫星检索结果时,我们发现全球不同地区的气溶胶分布之间存在异同。非参数方法也用于检查气溶胶浓度最新趋势的空间分布。受到尘埃事件增加的强烈影响,在中东,阿拉伯海和南亚地区发现了显着的积极趋势。;对地表温度,大气风,地势高度,外向长波辐射,水蒸气和降水以及气溶胶的气候学提供了有关变量如何相互作用的见解。不同的变化模式,尤其是在季节内的时间尺度上,表现为气溶胶分布的强调节剂。特别是,我们研究了与热带大西洋向西传播的非洲东风波有关的两种变化模式如何影响环境的水平和垂直结构。使用两种不同的光谱技术测试了这两种模式的统计显着性。气溶胶负荷的传播方式与适合在大西洋上空集尘的大气和海洋条件的发展表现出良好的对应关系。我们通过评估长期卫星气溶胶检索在确定气溶胶可变性模式方面的性能,提出了与大西洋地区尘埃多变性相关的先前研究的扩展。气溶胶与环境之间协方差的结果促使人们使用统计回归模型来检验每日AOD时间序列预测技能的重要性。使用大气变量作为重新分析变量的预测变量来校准回归模型。结果表明,预测能力很差,在预测的第3天之后误差显着增加。假设线性模型的简单性导致无法提供有用的预测。

著录项

  • 作者

    Zuluaga-Arias, Manuel D.;

  • 作者单位

    Georgia Institute of Technology.;

  • 授予单位 Georgia Institute of Technology.;
  • 学科 Meteorology.;Remote Sensing.;Atmospheric Sciences.
  • 学位 Ph.D.
  • 年度 2011
  • 页码 118 p.
  • 总页数 118
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

  • 入库时间 2022-08-17 11:44:42

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