Unraveling the hydrology of a Himalayan catchment through integration of high resolution in situ data and remote sensing with an advanced simulation model

被引:151
作者
Ragettli, S. [1 ]
Pellicciotti, F. [1 ]
Immerzeel, W. W. [1 ,2 ]
Miles, E. S. [3 ]
Petersen, L. [1 ]
Heynen, M. [1 ]
Shea, J. M. [4 ]
Stumm, D. [4 ]
Joshi, S. [4 ]
Shrestha, A. [4 ]
机构
[1] ETH, Inst Environm Engn, CH-8093 Zurich, Switzerland
[2] Univ Utrecht, Dept Phys Geog, Utrecht, Netherlands
[3] Univ Cambridge, Scott Polar Res Inst, Cambridge CB2 1ER, England
[4] Int Ctr Integrated Mt Dev, Kathmandu, Nepal
关键词
Himalayas; Mountain hydrology; Debris covered glaciers; Glacier mass balance; In situ measurements; Runoff modeling; DEBRIS-COVERED GLACIERS; MODIS SNOW-COVER; ENERGY-BALANCE; SENSITIVITY-ANALYSIS; KARAKORAM-HIMALAYA; NEPAL HIMALAYA; MASS BALANCES; YALA GLACIER; RUNOFF MODEL; MELT MODELS;
D O I
10.1016/j.advwatres.2015.01.013
中图分类号
TV21 [水资源调查与水利规划];
学科分类号
081501 ;
摘要
The hydrology of high- elevation watersheds of the Hindu Kush-Himalaya region (HKH) is poorly known. The correct representation of internal states and process dynamics in glacio-hydrological models can often not be verified due to missing in situ measurements. We use a new set of detailed ground data from the upper Langtang valley in Nepal to systematically guide a state-of-the art glacio-hydrological model through a parameter assigning process with the aim to understand the hydrology of the catchment and contribution of snow and ice processes to runoff. 14 parameters are directly calculated on the basis of local data, and 13 parameters are calibrated against 5 different datasets of in situ or remote sensing data. Spatial fields of debris thickness are reconstructed through a novel approach that employs data from an Unmanned Aerial Vehicle (UAV), energy balance modeling and statistical techniques. The model is validated against measured catchment runoff (Nash-Sutcliffe efficiency 0.87) and modeled snow cover is compared to Landsat snow cover. The advanced representation of processes allowed assessing the role played by avalanching for runoff for the first time for a Himalayan catchment (5% of annual water inputs to the hydrological system are due to snow redistribution) and to quantify the hydrological significance of sub-debris ice melt (9% of annual water inputs). Snowmelt is the most important contributor to total runoff during the hydrological year 2012/2013 (representing 40% of all sources), followed by rainfall (34%) and ice melt (26%). A sensitivity analysis is used to assess the efficiency of the monitoring network and identify the timing and location of field measurements that constrain model uncertainty. The methodology to set up a glacio-hydrological model in high-elevation regions presented in this study can be regarded as a benchmark for modelers in the HKH seeking to evaluate their calibration approach, their experimental setup and thus to reduce the predictive model uncertainty. (C) 2015 Elsevier Ltd. All rights reserved.
引用
收藏
页码:94 / 111
页数:18
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