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Analysis of stochastic characteristics of the Benue River flow process

机译:贝努埃河水流过程的随机性分析

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Stochastic characteristics of the Benue River streamflow process are examined under conditions of data austerity.The streamflow process is investigated for trend,non-stationarity and seasonality for a time period of 26 years.Results of trend analyses with Mann-Kendall test show that there is no trend in the annual mean discharges.Monthly flow series examined with seasonal Kendall test indicate the presence of positive change in the trend for some months,especially the months of August,January,and February.For the stationarity test,daily and monthly flow series appear to be stationary whereas at 1%,5%,and 10% significant levels,the stationarity alternative hypothesis is rejected for the annual flow series.Though monthly flow appears to be stationary going by this test,because of high seasonality,it could be said to exhibit periodic stationarity based on the seasonality analysis.The following conclusions are drawn:(1) There is seasonality in both the mean and variance with unimodal distribution.(2) Days with high mean also have high variance.(3) Skewness coefficients for the months within the dry season period are greater than those of the wet season period,and seasonal autocorrelations for streamflow during dry season are generally larger than those of the wet season.Precisely,they are significantly different for most of the months.(4) The autocorrelation functions estimated "over time" are greater in the absolute value for data that have not been deseasonalised but were initially normalised by logarithmic transformation only,while autocorrelation functions for i=1,2,…,365 estimated "over realisations" have their coefficients significantly different from other coefficients.
机译:在数据紧缩的条件下检查了Benue河水流过程的随机特征。研究了26年期间水流过程的趋势,非平稳性和季节性.Mann-Kendall检验的趋势分析结果表明存在年度平均流量没有趋势。通过季节性Kendall检验检查的月流量序列表明在某些月份(尤其是八月,一月和二月的月份)趋势存在正变化。对于平稳性检验,日流量和月流量序列似乎是平稳的,而在1%,5%和10%的显着水平上,平稳性替代假设对于年度流量序列是被拒绝的。尽管月流量在此检验看来是平稳的,但由于季节性高,它可能是得出以下结论:(1)单峰分布的均值和方差均存在季节性。 (2)均值高的日子也具有较高的方差。(3)旱季期间月份的偏度系数大于雨季期间的偏度系数,并且旱季期间流量的季节性自相关性通常大于那些。确切地说,在大多数月份中,它们之间存在显着差异。(4)对于尚未经过季节分解但仅通过对数转换进行归一化处理的数据,“随时间推移”估计的自相关函数的绝对值更大,当i = 1,2,…,365的自相关函数估计的“过实现”的系数与其他系数有显着差异。

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