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首页> 外文期刊>Journal of the American Water Resources Association >ESTIMATION OF STREAMFLOW, BASE FLOW, AND NITRATE-NITROGEN LOADS IN IOWA USING MULTIPLE LINEAR REGRESSION MODELS
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ESTIMATION OF STREAMFLOW, BASE FLOW, AND NITRATE-NITROGEN LOADS IN IOWA USING MULTIPLE LINEAR REGRESSION MODELS

机译:使用多个线性回归模型估算爱荷华州的水流,基流和硝态氮负荷

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Nineteen variables, including precipitation, soils and geology, land use, and basin morphologic characteristics, were evaluated to develop Iowa regression models to predict total streamflow (Q), base flow (Qb), storm flow (Qs) and base flow percentage (%Qb) in gauged and ungauged watersheds in the state. Discharge records from a set of 33 watersheds across the state for the 1980 to 2000 period were separated into Qb and Qs. Multiple linear regression found that 75.5 percent of long term average Q was explained by rainfall, sand content, and row crop percentage variables, whereas 88.5 percent of Qb was explained by these three variables plus permeability and floodplain area variables. Qs was explained by average rainfall and %Qb was a function of row crop percentage, permeability, and basin slope variables. Regional regression models developed for long term average Q and Qb were adapted to annual rainfall and showed good correlation between measured and predicted values. Combining the regression model for Q with an estimate of mean annual nitrate concentration, a map of potential nitrate loads in the state was produced. Results from this study have important implications for understanding geomorphic and land use controls on streamflow and base flow in Iowa watersheds and similar agriculture dominated watersheds in the glaciated Midwest.
机译:评估了19个变量,包括降水,土壤和地质,土地利用和盆地形态特征,以开发爱荷华州回归模型,以预测总流量(Q),基本流量(Qb),暴风雨流量(Qs)和基本流量百分比(%) Qb)在该州已规范和未规范的流域中。 1980年至2000年期间,全州33个集水区的排放记录分为Qb和Qs。多元线性回归发现,长期平均Q的75.5%由降雨,含沙量和大田作物百分比变量解释,而Qb的88.5%由这三个变量以及渗透率和洪泛区面积变量解释。 Qs由平均降雨量解释,%Qb是大田作物百分比,渗透率和盆地坡度变量的函数。为长期平均Q和Qb开发的区域回归模型适用于年降水量,并显示了实测值与预测值之间的良好相关性。将Q的回归模型与年均硝酸盐浓度的估计值相结合,可以得出该州潜在的硝酸盐负荷图。这项研究的结果对于了解爱荷华州流域和中西部冰川样农业流域的地流和基流对地貌和土地利用的控制具有重要意义。

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