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On accuracy of upper quantiles estimation

机译:上分位数估计的准确性

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摘要

Flood frequency analysis (FFA) entails the estimation of the uppertail of a probability density function (PDF) of annual peak flowsobtained from either the annual maximum series or partial durationseries. In hydrological practice, the properties of various methodsof upper quantiles estimation are identified with the case of knownpopulation distribution function. In reality, the assumedhypothetical model differs from the true one and one cannot assessthe magnitude of error caused by model misspecification in respectto any estimated statistics. The opinion about the accuracy of themethods of upper quantiles estimation formed from the case of knownpopulation distribution function is upheld. The above-mentionedissue is the subject of the paper. The accuracy of large quantileassessments obtained from the four estimation methods is compared totwo-parameter log-normal and log-Gumbel distributions and theirthree-parameter counterparts, i.e., three-parameter log-normal andGEV distributions. The cases of true and false hypothetical modelsare considered. The accuracy of flood quantile estimates depends onthe sample size, the distribution type (both true and hypothetical),and strongly depends on the estimation method. In particular, themaximum likelihood method loses its advantageous properties in caseof model misspecification.
机译:洪水频率分析(FFA)需要估计从年度最大序列或部分持续时间序列获得的年度峰值流量的概率密度函数(PDF)的上尾。在水文实践中,以已知的人口分布函数为例来确定各种上分位数估计方法的性质。实际上,假设的模型不同于真实的模型,并且一个模型无法评估任何估计的统计数据因模型错误指定而导致的误差幅度。关于从已知的人口分布函数的情况形成的上分位数估计方法的准确性的观点得到了支持。上述问题是本文的主题。将通过四种估计方法获得的大分位数评估的准确性与两参数对数正态和对数Gumbel分布以及它们的三参数对应物(即三参数对数正态和GEV分布)进行比较。考虑真假假设模型的情况。洪水分位数估计的准确性取决于样本大小,分布类型(真实的和假设的),并强烈取决于估计方法。特别是在模型规格不正确的情况下,最大似然法会失去其优势。

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