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Assessing the damming effects on runoff using a multiple linear regression model: A case study of the Manwan Dam on the Lancang River

机译:使用多元线性回归模型评估对径流的毁灭效应 - 以澜沧江人类大坝为例

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The Lancang River in Yunnan Province, with a length of 1170 km and a 1780-m drop from northwest to southeast, is the most controversial river in southwest China because 14 cascade hydropower stations have been planned on the main waterway. The Manwan Dam, the first of the 14 dams, began operating in 1993, and the associated downstream runoff may have been affected by its construction. To assess this impact, we first investigated the relationships between monthly runoff observed from the Gajiu station and meteorological data obtained from four meteorological gauging stations with a time-lag of 0-3 months over the pre-dam period (1957-2000). Second, we established and validated a multiple linear regression equation employing monthly meteorological and hydrological data during the pre-dam period. Finally, we simulated the monthly runoff after dam construction (1993-2000) using the established equations and assessed the impact of dam construction on runoff by comparing the observed actual monthly runoff with the simulated monthly runoff. Our results suggested a very high hydro-meteorological correlation for the pre-dam period, which opened up the possibility of runoff forecasting. Further, the multiple linear regression equation displayed good simulation performance as coefficient of determination (R2) and the Nash-Suttcliffe coefficient (NS) reached 0.84 and 0.82 respectively. By comparing the observed and the predicted monthly runoff, we found that construction of the Manwan Dam caused a visible disturbance on monthly runoff that, with the disturbance value, displayed a multi-peak fluctuation of up-down variation in the annual hydrologic regime circle.
机译:云南省澜沧江省,长度为1170公里,从西北到东南1780米下降,是中国西南最具争议的河流,因为在主要水路上计划了14个级联水电站。这座大坝中的第一个大坝开始于1993年开始运营,相关的下游径流可能受其建设的影响。为了评估这种影响,我们首先调查了从GAJIU站观察到的月间径流与来自四个气象测量站所获得的气象数据之间的关系,在预防前期(1957-2000)上时滞为0-3个月。其次,我们建立并验证了在坝前期间采用每月气象和水文数据的多元线性回归方程。最后,我们使用建立的方程式模拟了大坝建设(1993-2000)后的月径流,并评估了通过比较了模拟每月径流的观察到的实际月度径流对径流的影响。我们的结果表明,坝前期间的水 - 气象学相关性非常高,延迟了径流预测的可能性。此外,多元线性回归方程显示出良好的仿真性能作为确定系数(R2)和NASH-SUTTCLIFFE系数(NS)分别达到0.84和0.82。通过比较观察到的每月径流,我们发现人类坝的建设对每月径流导致可见的干扰,随着干扰值,展示了年度水文制度圈的上下上下变化的多峰值波动。

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