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.
引用
收藏
页数:15
相关论文
共 55 条
[1]   Soil moisture estimation through ASCAT and AMSR-E sensors: An intercomparison and validation study across Europe [J].
Brocca, L. ;
Hasenauer, S. ;
Lacava, T. ;
Melone, F. ;
Moramarco, T. ;
Wagner, W. ;
Dorigo, W. ;
Matgen, P. ;
Martinez-Fernandez, J. ;
Llorens, P. ;
Latron, J. ;
Martin, C. ;
Bittelli, M. .
REMOTE SENSING OF ENVIRONMENT, 2011, 115 (12) :3390-3408
[2]   Distributed rainfall-runoff modelling for flood frequency estimation and flood forecasting [J].
Brocca, L. ;
Melone, F. ;
Moramarco, T. .
HYDROLOGICAL PROCESSES, 2011, 25 (18) :2801-2813
[3]   Analysis of Climate Change Effects on Floods Frequency Through a Continuous Hydrological Modelling [J].
Brocca, Luca ;
Camici, Stefania ;
Tarpanelli, Angelica ;
Melone, Florisa ;
Moramarco, Tommaso .
CLIMATE CHANGE AND ITS EFFECTS ON WATER RESOURCES: ISSUES OF NATIONAL AND GLOBAL SECURITY, 2011, :97-104
[4]   Design soil moisture estimation by comparing continuous and storm-based rainfall-runoff modeling [J].
Camici, S. ;
Tarpanelli, A. ;
Brocca, L. ;
Melone, F. ;
Moramarco, T. .
WATER RESOURCES RESEARCH, 2011, 47
[5]   Climate change scenarios for the California region [J].
Cayan, Daniel R. ;
Maurer, Edwin P. ;
Dettinger, Michael D. ;
Tyree, Mary ;
Hayhoe, Katharine .
CLIMATIC CHANGE, 2008, 87 (Suppl 1) :S21-S42
[6]   Comparison and evaluation of multiple GCMs, statistical downscaling and hydrological models in the study of climate change impacts on runoff [J].
Chen, Hua ;
Xu, Chong-Yu ;
Guo, Shenglian .
JOURNAL OF HYDROLOGY, 2012, 434 :36-45
[7]   Uncertainty of downscaling method in quantifying the impact of climate change on hydrology [J].
Chen, Jie ;
Brissette, Francois P. ;
Leconte, Robert .
JOURNAL OF HYDROLOGY, 2011, 401 (3-4) :190-202
[8]   Impact of climate change on the water resources of the eastern Mediterranean and Middle East region: Modeled 21st century changes and implications [J].
Chenoweth, Jonathan ;
Hadjinicolaou, Panos ;
Bruggeman, Adriana ;
Lelieveld, Jos ;
Levin, Zev ;
Lange, Manfred A. ;
Xoplaki, Elena ;
Hadjikakou, Michalis .
WATER RESOURCES RESEARCH, 2011, 47
[9]   Comparison of runoff modelled using rainfall from different downscaling methods for historical and future climates [J].
Chiew, F. H. S. ;
Kirono, D. G. C. ;
Kent, D. M. ;
Frost, A. J. ;
Charles, S. P. ;
Timbal, B. ;
Nguyen, K. C. ;
Fu, G. .
JOURNAL OF HYDROLOGY, 2010, 387 (1-2) :10-23
[10]   FURTHER DEVELOPMENTS OF THE NEYMAN-SCOTT CLUSTERED POINT PROCESS FOR MODELING RAINFALL [J].
COWPERTWAIT, PSP .
WATER RESOURCES RESEARCH, 1991, 27 (07) :1431-1438