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Predicting hydrologic responses to climate changes in highly glacierized and mountainous region Upper Indus Basin

机译:预测高度冰川和山区山地盆地气候变化的水文反应

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摘要

The Upper Indus Basin (UIB) is a major source of supplying water to different areas because of snow and glaciers melt and is also enduring the regional impacts of global climate change. The expected changes in temperature, precipitation and snowmelt could be reasons for further escalation of the problem. Therefore, estimation of hydrological processes is critical for UIB. The objectives of this paper were to estimate the impacts of climate change on water resources and future projection for surface water under different climatic scenarios using soil and water assessment tool (SWAT). The methodology includes: (i) development of SWAT model using land cover, soil and meteorological data; (ii) calibration of the model using daily flow data from 1978 to 1993; (iii) model validation for the time 1994–2003; (iv) bias correction of regional climate model (RCM), and (v) utilization of bias-corrected RCM for future assessment under representative concentration pathways RCP4.5 and RCP8.5 for mid (2041–2070) and late century (2071–2100). The results of the study revealed a strong correlation between simulated and observed flow with R2 and Nash–Sutcliff efficiency (NSE) equal to 0.85 each for daily flow. For validation, R2 and NSE were found to be 0.84 and 0.80, respectively. Compared to baseline period (1976–2005), the result of RCM showed an increase in temperature ranging from 2.36°C to 3.50°C and 2.92°C to 5.23°C for RCP4.5 and RCP8.5 respectively, till the end of the twenty-first century. Likewise, the increase in annual average precipitation is 2.4% to 2.5% and 6.0% to 4.6% (mid to late century) under RCP4.5 and RCP8.5, respectively. The model simulation results for RCP4.5 showed increase in flow by 19.24% and 16.78% for mid and late century, respectively. For RCP8.5, the increase in flow is 20.13% and 15.86% during mid and late century, respectively. The model was more sensitive towards available moisture and snowmelt parameters. Thus, SWAT model could be used as effective tool for climate change valuation and for sustainable management of water resources in future.
机译:上部梧桐盆(UIB)是由于雪和冰川融化,也是融化水的主要来源,也持续存在全球气候变化的区域影响。温度,降水和雪花的预期变化可能是进一步升级问题的原因。因此,水文过程的估计对于UIB至关重要。本文的目的是估计使用土壤和水评估工具(SWAT)在不同气候情景下的水资源变化对水资源和未来投影的影响。该方法包括:(i)使用陆地覆盖,土壤和气象数据的开发SWAT模型; (ii)使用1978年至1993年的日常流量数据校准模型; (iii)1994-2003时间的模型验证; (iv)区域气候模型(rcm)的偏差纠正,(v)利用偏执型RCM,以便在代表浓度途径下的未来评估,rcp4.5和rcp8.5(2041-2070)和晚期(2071- 2100)。该研究的结果揭示了模拟和观察到的流量与R2和NSH-Sutcliff效率(NSE)之间的强相关性,每日流量等于0.85。对于验证,发现R2和NSE分别为0.84和0.80。与基线时期(1976-2005)相比,RCM的结果显现出从2.36℃至3.50°C和2.92℃的温度增加到5.23°C,分别为RCP4.5和RCP8.5,直到末端二十一世纪。同样,在RCP4.5和RCP8.5中,年平均降水量的增加2.4%至2.5%和6.0%至4.0%至4.6%,达到4.6%。 RCP4.5的模型仿真结果分别显示流量增加19.24%,分别为中期和深度增长16.78%。对于RCP8.5,流动的增加分别在中期和晚期期间增加了20.13%和15.86%。该模型对可用水分和散雪参数更敏感。因此,SWAT模型可作为气候变化估值的有效工具和未来水资源的可持续管理。

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