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Estimating the impact of extreme events on crude oil price: An EMD-based event analysis method

机译:估计极端事件对原油价格的影响:基于EMD的事件分析方法

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摘要

The impact of extreme events on crude oil markets is of great importance in crude oil price analysis due to the fact that those events generally exert strong impact on crude oil markets. For better estimation of the impact of events on crude oil price volatility, this study attempts to use an EMD-based event analysis approach for this task. In the proposed method, the time series to be analyzed is first decomposed into several intrinsic modes with different time scales from fine-to-coarse and an average trend. The decomposed modes respectively capture the fluctuations caused by the extreme event or other factors during the analyzed period. It is found that the total impact of an extreme event is included in only one or several dominant modes, but the secondary modes provide valuable information on subsequent factors. For overlapping events with influences lasting for different periods, their impacts are separated and located in different modes. For illustration and verification purposes, two extreme events, the Persian Gulf War in 1991 and the Iraq War in 2003, are analyzed step by step. The empirical results reveal that the EMD-based event analysis method provides a feasible solution to estimating the impact of extreme events on crude oil prices variation.
机译:极端事件对原油市场的影响在原油价格分析中非常重要,因为这些事件通常会对原油市场产生重大影响。为了更好地估计事件对原油价格波动的影响,本研究尝试针对此任务使用基于EMD的事件分析方法。在所提出的方法中,首先将要分析的时间序列分解为从细到粗和平均趋势不同时间尺度的几种固有模式。在分析期间,分解的模式分别捕获由极端事件或其他因素引起的波动。发现极端事件的总影响仅包括在一个或几个主导模式中,但是次要模式提供了有关后续因素的有价值的信息。对于影响持续时间不同的重叠事件,其影响是分开的并且位于不同的模式中。为了说明和验证目的,逐步分析了两个极端事件,即1991年的波斯湾战争和2003年的伊拉克战争。实证结果表明,基于EMD的事件分析方法为估算极端事件对原油价格波动的影响提供了可行的解决方案。

著录项

  • 来源
    《Energy economics》 |2009年第5期|768-778|共11页
  • 作者单位

    Institute of Systems Science, Academy of Mathematics and Systems Science, Chinese Academy of Sciences, Beijing 100190, China School of Mathematical Sciences, Graduate University of Chinese Academy of Sciences, Beijing 100190, China;

    Institute of Systems Science, Academy of Mathematics and Systems Science, Chinese Academy of Sciences, Beijing 100190, China;

    Institute of Systems Science, Academy of Mathematics and Systems Science, Chinese Academy of Sciences, Beijing 100190, China School of Mathematical Sciences, Graduate University of Chinese Academy of Sciences, Beijing 100190, China;

    Department of Management Sciences, City University of Hong Kong, Tat Chee Avenue, Kowloon, Hong Kong;

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

    crude oil price; event analysis; empirical mode decomposition; impact of extreme events;

    机译:原油价格;事件分析;经验模式分解极端事件的影响;

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