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基于Copula的区域干旱空间分布特征分析
  • ISSN号:1007-7588
  • 期刊名称:资源科学
  • 时间:2011.11.11
  • 页码:2308-2313
  • 分类:P315.5[天文地球—地震学;天文地球—固体地球物理学;天文地球—地球物理学]
  • 作者机构:[1]南京水利科学研究院,南京210029, [2]合肥工业大学土木与水利工程学院,合肥230009, [3]水利部水利水电规划设计总院,北京100120
  • 相关基金:中国气象局成都高原气象开放实验室基金课题(编号:LPM2011002);水利部公益性行业科研专项经费项目(编号:201001043)国家自然科学基金项目(编号:51079037);水利部重大基建前期项目:“全国干旱区划及旱灾风险评估研究”.
  • 相关项目:流域水资源系统脆弱性智能诊断评价与调控理论和应用
中文摘要:

以邵阳市15个雨量站逐月降雨资料为基础,采用适线法估计干旱历时和干旱烈度的分布函数,利用3种Archimedean Copula函数分别构建了两干旱特征变量之间的联合分布,并比较了3种Copula函数的拟合效果,最后分析了邵阳市干旱重现期的空间分布特征。结果表明:Copula理论能够为多变量干旱特征分析提供有效的研究途径,Archimedean Copula函数中的Gumbel—Hougaard Copula和Frank Copula函数较好地描述各站干旱特征变量之间的相互关系;适线法避免了基于数据估计分布函数参数的不合理性,使基于Copula函数的频率分析结果更客观可靠;区域干旱具有显著的空间分布特性,各站干旱程度差异较大。

英文摘要:

In this paper, monthly rainfall data at 15 stations in Shaoyang City were used to analyze the characteristics of spatial distribution of regional drought. A drought event is defined as the monthly rainfall below the drought thresholds according to the classification of meteorological drought in China, and the drought event is described by two characteristic variables, i.e., drought duration and drought severity. Here, drought duration was fitted with the exponential distribution, while the gamma distribution was used for drought severity. The distribution function of each drought characteristic variable was determined by the curve fitting method instead of maximum likelihood estimation so as to avoid possible discrepancies. Furthermore, three kinds of Archimedean copulas, i.e., Gumbel-Hougaard copula, Clayton copula, as well as Frank copula, were employed to construct the joint distribution of drought characteristic variables. Then, the copulas' fitting results were compared, from which the copula of the best fitting results for the estimation of drought return period was selected. Finally, characteristics of the spatial distribution of drought return periods of Shaoyang City in typical drought years were analyzed. Empirical results show that copula theory provides an alternative for multivariable analysis of drought characteristic. The Gumbel-Hougaard copula as well as Frank copula can well reflect the relationships among drought characteristic variables, both of which have similar fitting results. The curve fitting method can avoid the ineffectiveness from estimation of parameters based on data, making the results of copula-based frequency analysis more reliable, with the fitting errors of copulas using the curve fitting method much smaller than those using maximum likelihood estimation. At the Baimaoping station, the average decreasing amplitude of 3 copulas' fitting errors employed in this paper reached up to 60.64%. Regional drought has a remarkable characteristic of spatial distribution, resulting in di

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期刊信息
  • 《资源科学》
  • 中国科技核心期刊
  • 主管单位:中国科学院
  • 主办单位:中国科学院地理科学与资源研究所
  • 主编:成升魁
  • 地址:北京安定门外大屯路甲11号
  • 邮编:100101
  • 邮箱:zykx@igsnrr.ac.cn
  • 电话:010-64889446
  • 国际标准刊号:ISSN:1007-7588
  • 国内统一刊号:ISSN:11-3868/N
  • 邮发代号:82-4
  • 获奖情况:
  • 国内外数据库收录:
  • 日本日本科学技术振兴机构数据库,中国中国人文社科核心期刊,中国中国科技核心期刊,中国北大核心期刊(2004版),中国北大核心期刊(2008版),中国北大核心期刊(2011版),中国北大核心期刊(2014版),中国北大核心期刊(2000版)
  • 被引量:42316