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首页> 外文期刊>Australian journal of water resources >Design flood estimation in ungauged catchments: A comparison between the probabilistic rational method and quantile regression technique for NSW
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Design flood estimation in ungauged catchments: A comparison between the probabilistic rational method and quantile regression technique for NSW

机译:非流域集水设计洪水估算:新南威尔士州概率合理方法与分位数回归技术的比较

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摘要

Design flood estimation for ungauged catchments is often required in hydrologic design. The most commonly adopted regional flood frequency analysis methods used for this purpose include the index flood method, regression based techniques and various forms of the rational method. This paper first examines the similarities and differences between the probabilistic rational method (PRM) (the currently recommended method for Victoria and eastern NSW in Australian Rainfall and Runoff) and the generalised least squares (GLS) based quantile regression technique (QRT). It then uses data from 107 catchments in NSW to compare the performance of these two methods. To make a valid comparison, the same predictor variables and data set have been used for both methods. Based on one-at-a-time and split sample validation tests and a range of evaluation statistics, it has been found that the GLS-based QRT performs better than the PRM. The particular advantage of the QRT is that it does not require a contour map of the runoff coefficient as with the PRM. The QRT also offers potential for improvement through inclusion of additional predictor variables. The QRT can also be integrated with the region of influence approach, where a region can be formed around an ungauged catchment by selecting an "appropriate number" of neighbouring gauged catchments. Overall, the QRT offers much greater flexibility and potential in terms of error analysis and further development as compared to the PRM.
机译:在水文设计中通常需要对未泄洪的集水区进行设计洪水估算。为此目的,最常用的区域洪水频率分析方法包括指数洪水方法,基于回归的技术和各种形式的有理方法。本文首先研究了概率有理方法(PRM)(目前澳大利亚维多利亚州降雨和径流中维多利亚州和东部新南威尔士州目前推荐的方法)与基于广义最小二乘(GLS)的分位数回归技术(QRT)之间的异同。然后,它使用来自新南威尔士州107个流域的数据来比较这两种方法的性能。为了进行有效的比较,两种方法都使用了相同的预测变量和数据集。根据一次和分开的样本验证测试以及一系列评估统计数据,已经发现基于GLS的QRT的性能优于PRM。 QRT的特殊优势在于,它不需要像PRM一样具有径流系数的轮廓图。 QRT还通过包含其他预测变量来提供改进的潜力。 QRT还可以与影响区域方法集成在一起,在该区域中,可以通过选择“适当数量”的相邻已测量集水区在未测量的集水区周围形成区域。总体而言,与PRM相比,QRT在错误分析和进一步开发方面具有更大的灵活性和潜力。

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