Impact of Climate Change on Flood Frequency Using Different Climate Models and Downscaling Approaches

被引:78
作者
Camici, S. [1 ]
Brocca, L. [1 ]
Melone, F. [1 ]
Moramarco, T. [1 ]
机构
[1] CNR, Res Inst Geohydrol Protect, I-06128 Perugia, Italy
关键词
Climate changing; Flood frequency; Downscaling method; Global circulation model (GCM); Weather generator; ASSESSING UNCERTAINTIES; BIAS CORRECTION; POINT PROCESS; RAINFALL; PRECIPITATION; SIMULATIONS; SCENARIOS; REGIMES;
D O I
10.1061/(ASCE)HE.1943-5584.0000959
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
The analysis of the climate change impact on flood frequency represents an important issue for water resources management and flood risk mitigation. However, for small/medium catchments (< 1,000 km(2)), the spatial-temporal resolution of global circulation models (GCMs) output is not adequate (> 40,000 km(2)) and downscaling procedures are required. In this paper, two different GCMs selected among the Coupled Model Intercomparison Project 3 models, the Hadley Center Coupled Model, the Parallel Climate Model, and two statistical downscaling approaches, (1) delta change, and (2) quantile mapping, are compared. For the generation of long hourly time series of rainfall, temperature, and discharge, stochastic weather generators coupled with a continuous rainfall-runoff model are employed. Therefore, the frequency of annual maxima rainfall and discharge is projected for the future period 2070-2099 over three small subcatchments in the Upper Tiber River Basin, central Italy. Results reveal that both the GCMs and downscaling methods play a significant role in the determination of the climate change impact for future scenarios, mainly in terms of annual maxima values. By comparing the future (2070-2099) with the baseline period (1961-1990), all GCMs project a decrease of mean annual rainfall (similar to 30%) and an increase of mean annual temperature (similar to 40%). However, in terms of annual maxima (of rainfall and discharge) the results are found to be dependent on the selected GCM and downscaling method. On one hand, through the application of the delta change method, both GCMs project a decrease in the flood frequency curves. On the other hand, if the quantile mapping downscaling method is considered, the Hadley Center Coupled Model 3 projects a decrease in the frequency of annual maxima discharge; the opposite occurs for the Parallel Climate Model. The hydrological characteristics of the study catchments play an important role in the assessment of the climate change impacts. For that, the need to use ensemble GCM results and multiple downscaling methods is underlined. (C) 2014 American Society of Civil Engineers.
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页数:15
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共 55 条
[41]   Comparison of three downscaling methods in simulating the impact of climate change on the hydrology of Mediterranean basins [J].
Quintana Segui, P. ;
Ribes, A. ;
Martin, E. ;
Habets, F. ;
Boe, J. .
JOURNAL OF HYDROLOGY, 2010, 383 (1-2) :111-124
[42]   Precipitation pattern analysis in the Tiber River basin (central Italy) using standardized indices [J].
Romano, Emanuele ;
Preziosi, Elisabetta .
INTERNATIONAL JOURNAL OF CLIMATOLOGY, 2013, 33 (07) :1781-1792
[43]   Spatial and Time Analysis of Rainfall in the Tiber River Basin (Central Italy) in relation to Discharge Measurements (1920-2010) [J].
Romano, Emanuele ;
Petrangeli, Anna Bruna ;
Preziosi, Elisabetta .
SPATIAL STATISTICS 2011: MAPPING GLOBAL CHANGE, 2011, 7 :258-263
[44]  
Samadi S., 2012, HYDROL EARTH SYST SC, V9, P4869, DOI DOI 10.5194/HESSD-9-4869-2012
[45]   Statistical and dynamical downscaling of precipitation: An evaluation and comparison of scenarios for the European Alps [J].
Schmidli, J. ;
Goodess, C. M. ;
Frei, C. ;
Haylock, M. R. ;
Hundecha, Y. ;
Ribalaygua, J. ;
Schmith, T. .
JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2007, 112 (D4)
[46]   Analysis of the impact of climate change on groundwater related hydrological fluxes: a multi-model approach including different downscaling methods [J].
Stoll, S. ;
Franssen, H. J. Hendricks ;
Butts, M. ;
Kinzelbach, W. .
HYDROLOGY AND EARTH SYSTEM SCIENCES, 2011, 15 (01) :21-38
[47]   A comparison of different regional climate models and statistical downscaling methods for extreme rainfall estimation under climate change [J].
Sunyer, M. A. ;
Madsen, H. ;
Ang, P. H. .
ATMOSPHERIC RESEARCH, 2012, 103 :119-128
[48]   Bias correction of regional climate model simulations for hydrological climate-change impact studies: Review and evaluation of different methods [J].
Teutschbein, Claudia ;
Seibert, Jan .
JOURNAL OF HYDROLOGY, 2012, 456 :12-29
[49]   Evaluation of different downscaling techniques for hydrological climate-change impact studies at the catchment scale [J].
Teutschbein, Claudia ;
Wetterhall, Fredrik ;
Seibert, Jan .
CLIMATE DYNAMICS, 2011, 37 (9-10) :2087-2105
[50]   Empirical-statistical downscaling and error correction of daily precipitation from regional climate models [J].
Themessl, Matthias Jakob ;
Gobiet, Andreas ;
Leuprecht, Armin .
INTERNATIONAL JOURNAL OF CLIMATOLOGY, 2011, 31 (10) :1530-1544