Can satellite land surface temperature data be used similarly to river discharge measurements for distributed hydrological model calibration?

被引:33
作者
Corbari, C. [1 ]
Mancini, M. [1 ]
Li, J. [2 ]
Su, Z. [3 ]
机构
[1] Politecn Milan, Dept Civil & Environm Engn, I-20133 Milan, Italy
[2] China Inst Water Resources & Hydropower Res, Beijing, Peoples R China
[3] Univ Twente, Dept Water Resources, NL-7500 AE Enschede, Netherlands
来源
HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES | 2015年 / 60卷 / 02期
关键词
energy water balance model; river discharge measurements; satellite land surface temperature; SOIL-MOISTURE; HETEROGENEOUS AREA; ENERGY FLUXES; BALANCE MODEL; HEAT FLUXES; WATER; ASSIMILATION; MODIS; PARAMETERIZATION; RUNOFF;
D O I
10.1080/02626667.2013.866709
中图分类号
TV21 [水资源调查与水利规划];
学科分类号
081501 ;
摘要
A new methodology is proposed for the calibration of distributed hydrological models at the basin scale by constraining an internal model variable using satellite data of land surface temperature (LST). The model algorithm solves the system of energy and mass balances in terms of a representative equilibrium temperature that governs the fluxes of energy and mass over the basin domain. This equilibrium surface temperature, which is a critical model state variable, is compared to operational satellite LST, while calibrating soil hydraulic parameters and vegetation variables differently in each pixel, minimizing the errors. This procedure is compared to the traditional calibration using only discharge measurements. The distributed energy water balance model, Flash-flood Event-based Spatially-distributed rainfall-runoff Transformation - Energy Water Balance model (FEST-EWB), is used to test this approach. This methodology is applied to the Upper Yangtze River basin (China) using MODIS LST retrieved from satellite data in the framework of the NRSCC-ESA DRAGON-2 Programme. The calibration procedure based on LST seems to outperform the calibration based on discharge, with lower relative error and higher Nash-Sutcliffe efficiency index on cumulated volume. [GRAPHICS] Editor D. Koutsoyiannis; Associate editor C. Perrin
引用
收藏
页码:202 / 217
页数:16
相关论文
共 70 条
[1]   SELF-CALIBRATING METHOD FOR ESTIMATING SOLAR RADIATION FROM AIR TEMPERATURE [J].
Allen, Richard G. .
JOURNAL OF HYDROLOGIC ENGINEERING, 1997, 2 (02) :56-67
[2]  
[Anonymous], 2009, Harmonized World Soil Database version 1.1
[3]   GlobCover ESA service for Global land cover from MERIS [J].
Arino, Olivier ;
Gross, Dorit ;
Ranera, Franck ;
Leroy, Marc ;
Bicheron, Patrice ;
Brockman, Carsten ;
Defourny, Pierre ;
Vancutsem, Christelle ;
Achard, Frederic ;
Durieux, Laurent ;
Bourg, Ludovic ;
Latham, John ;
Di Gregorio, Antonio ;
Witt, Ron ;
Herold, Martin ;
Sambale, Jacqueline ;
Plummer, Stephen ;
Weber, Jean-Louis .
IGARSS: 2007 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, VOLS 1-12: SENSING AND UNDERSTANDING OUR PLANET, 2007, :2412-+
[4]  
Baig A., 1991, Renewable Energy, V1, P119, DOI 10.1016/0960-1481(91)90112-3
[5]   Prelaunch characteristics of the Moderate Resolution Imaging Spectroradiometer (MODIS) on EOS-AM1 [J].
Barnes, WL ;
Pagano, TS ;
Salomonson, VV .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 1998, 36 (04) :1088-1100
[6]  
Bastiaanssen WGM, 1998, J HYDROL, V212, P198, DOI [10.1016/S0022-1694(98)00253-4, 10.1016/S0022-1694(98)00254-6]
[7]   A manifesto for the equifinality thesis [J].
Beven, K .
JOURNAL OF HYDROLOGY, 2006, 320 (1-2) :18-36
[8]   THE FUTURE OF DISTRIBUTED MODELS - MODEL CALIBRATION AND UNCERTAINTY PREDICTION [J].
BEVEN, K ;
BINLEY, A .
HYDROLOGICAL PROCESSES, 1992, 6 (03) :279-298
[9]   Analysis of the effects of different scenarios of historical data availability on the calibration of a spatially-distributed hydrological model [J].
Brath, A ;
Montanari, A ;
Toth, E .
JOURNAL OF HYDROLOGY, 2004, 291 (3-4) :232-253
[10]  
Brath A., 1998, WORKSH NAT DIS EUR M, P469