Fitting sediment rating curves using regression analysis: a case study of Russian Arctic rivers

被引:0
|
作者
Tananaev, Nikita I. [1 ]
机构
[1] Igarka Geocryol Lab, Igarka 663200, Krasnoyarsk Kra, Russia
来源
SEDIMENT DYNAMICS FROM THE SUMMIT TO THE SEA | 2014年 / 367卷
基金
美国国家科学基金会;
关键词
suspended sediment load; suspended sediment rating curves; Russian Arctic; regression analysis; LOADS;
D O I
暂无
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
Published suspended sediment data for Arctic rivers is scarce. Suspended sediment rating curves for three medium to large rivers of the Russian Arctic were obtained using various curve-fitting techniques. Due to the biased sampling strategy, the raw datasets do not exhibit log-normal distribution, which restricts the applicability of a log-transformed linear fit. Non-linear (power) model coefficients were estimated using the Levenberg-Marquardt, Nelder-Mead and Hooke-Jeeves algorithms, all of which generally showed close agreement. A non-linear power model employing the Levenberg-Marquardt parameter evaluation algorithm was identified as an optimal statistical solution of the problem. Long-term annual suspended sediment loads estimated using the non-linear power model are, in general, consistent with previously published results.
引用
收藏
页码:193 / 198
页数:6
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