An Attempt to Take Into Account Natural Variability in 1D Bedload Prediction

IF 3.5 2区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Journal of Geophysical Research: Earth Surface Pub Date : 2024-07-13 DOI:10.1029/2023JF007601
A. Recking, A. Johannot, K. Horita, M. Nasr, D. Vázquez-Tarrío, S. Zanker, F. Fontaine, G. Melun
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Abstract

Bedload transport can fluctuate considerably over relatively short periods of time and for a given quasi-constant flow rate. What are the implications of replacing the fluctuating signal with a smoothed signal when calculating bedload transport using averaged values, as is common practice? This question was investigated with the BedloadR code, which allows 1D bedload calculation as well as Monte Carlo simulations using a new data set collected in the Severaisse River (French Ecrins massif). Four bedload equations (Camenen & Larson, 2005, https://doi.org/10.1016/j.ecss.2004.10.019; Meyer-Peter & Mueller, 1948; Parker, 1990, https://doi.org/10.1080/00221689009499058; Recking, 2013a, https://doi.org/10.1061/(asce)hy.1943-7900.0000653) were selected for their performance relative to the measured bedload (except for and Meyer-Peter and Mueller) and because each equation has a different mathematical form and degree of nonlinearity. They were used in a Monte Carlo approach, with input probability distributions fitted to the measured river width, slope, bed grain-size distribution, and to the associated (computed) Shields stress. The results show that accounting for natural variability in the calculation reproduces bedload fluctuations well. But overall, when calculating the bedload volume transported by a flow event, accounting for variability systematically leads to higher estimated volumes (of the order of 20%) than those obtained with a deterministic approach using average input parameters. This is a direct consequence of the nonlinearity of the equations.

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在一维床面负荷预测中考虑自然变化的尝试
在给定的准恒定流速下,在相对较短的时间内,床面负荷迁移量会有很大波动。按照通常的做法,在使用平均值计算床载运移时,用平滑信号取代波动信号会产生什么影响?我们使用 BedloadR 代码对这一问题进行了研究,该代码可以进行一维床面负荷计算,也可以使用在塞韦莱塞河(法国埃克林山丘)收集的新数据集进行蒙特卡罗模拟。我们选择了四个床面负荷方程(Camenen & Larson, 2005, https://doi.org/10.1016/j.ecss.2004.10.019; Meyer-Peter & Mueller, 1948; Parker, 1990, https://doi.org/10.1080/00221689009499058; Recking, 2013a, https://doi.org/10.1061/(asce)hy.1943-7900.0000653),因为它们相对于实测床面负荷的性能(Meyer-Peter 和 Mueller 除外)以及每个方程都具有不同的数学形式和非线性程度。它们被用于蒙特卡罗方法,输入概率分布与测量的河宽、坡度、河床粒径分布以及相关的(计算的)希尔兹应力相适应。结果表明,在计算中考虑到自然变化,可以很好地再现床面负荷的波动。但总体而言,在计算一个水流事件搬运的床面负荷量时,考虑变化因素会导致估算的体积比使用平均输入参数的确定性方法得出的体积高(约 20%)。这是方程非线性的直接结果。
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来源期刊
Journal of Geophysical Research: Earth Surface
Journal of Geophysical Research: Earth Surface Earth and Planetary Sciences-Earth-Surface Processes
CiteScore
6.30
自引率
10.30%
发文量
162
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