Comparison of Continuous and Quantile-Based Downscaling Approaches to Evaluate the Climate Change Impacts on Characteristics of Extreme Rainfall

被引:0
|
作者
Hassanzadeh, Elmira [1 ]
Nazemi, Ali [2 ]
Adamowski, Jan [3 ]
机构
[1] Polytech Montreal, Dept Civil Geol & Min Engn, Montreal, PQ, Canada
[2] Concordia Univ, Dept Bldg Civil & Environm Engn, Montreal, PQ, Canada
[3] McGill Univ, Dept Bioresource Engn, Ste Anne De Bellevue, PQ, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
DURATION-FREQUENCY CURVES; LARS-WG; PRECIPITATION; RISK;
D O I
暂无
中图分类号
P5 [地质学];
学科分类号
0709 ; 081803 ;
摘要
Extreme precipitation events can cause flooding leading to severe socioeconomic and environmental impacts. Drawing on General Climate Model (GCMs) projections, an assessment of the potential impacts of climate change on the characteristics of extreme precipitation events was undertaken. Statistical downscaling approaches, along with temporal disaggregation techniques, were implemented to estimate continuous precipitation series at fine spatiotemporal scales, allowing extreme precipitation events to be extracted. Quantile-based downscaling approaches have recently been applied to estimate future extreme precipitation quantiles through empirical relationships between GCM and observed precipitation quantiles. It remains unclear how these two approaches differ from one another in terms of their projections. In this study, two quantile- and one continuous-based approaches were employed to estimate the future extreme precipitation quantiles in Montreal, Canada. These downscaling approaches provided an acceptable performance during the historical period; however, their estimates of the sign and magnitude of future extreme precipitation quantile changes differed considerably.
引用
收藏
页码:343 / 351
页数:9
相关论文
共 50 条
  • [41] Assessing future rainfall uncertainties of climate change in Taiwan with a bootstrapped neural network-based downscaling model
    Li, Chi-Yu
    Lin, Shiu-Shin
    Chuang, Chia-Min
    Hu, Yen-Li
    WATER AND ENVIRONMENT JOURNAL, 2020, 34 (01) : 77 - 92
  • [42] On snowmelt computations in the climate change context: comparison of single-site and multisite downscaling of extreme daily temperature processes
    Rahman, Mahzabeen
    Nguyen, V. -T. -V.
    CANADIAN JOURNAL OF CIVIL ENGINEERING, 2024, 51 (11) : 1290 - 1301
  • [43] Adaptation to the vulnerability of paddy cultivation to climate change based on seasonal rainfall characteristics
    Chithranayana, R. D.
    Punyawardena, B. V. R.
    JOURNAL OF THE NATIONAL SCIENCE FOUNDATION OF SRI LANKA, 2014, 42 (02): : 119 - 127
  • [44] Differences in climate change impacts between weather patterns: possible effects on spatial heterogeneous changes in future extreme rainfall
    Ohba, Masamichi
    Sugimoto, Soichiro
    CLIMATE DYNAMICS, 2019, 52 (7-8) : 4177 - 4191
  • [45] Differences in climate change impacts between weather patterns: possible effects on spatial heterogeneous changes in future extreme rainfall
    Masamichi Ohba
    Soichiro Sugimoto
    Climate Dynamics, 2019, 52 : 4177 - 4191
  • [46] Expected climate change impacts on rainfall erosivity over Iran based on CMIP5 climate models
    Azari, Mahmood
    Oliaye, Alireza
    Nearing, Mark A.
    JOURNAL OF HYDROLOGY, 2021, 593
  • [47] Impacts of rainfall and air temperature variations due to climate change upon hydrological characteristics: a case study
    Ouyang, Ying
    Zhang, Jia-En
    Li, Yide
    Parajuli, Prem
    Feng, Gary
    JOURNAL OF WATER AND CLIMATE CHANGE, 2015, 6 (04) : 865 - 879
  • [48] Planning for climate change: The need for mechanistic systems-based approaches to study climate change impacts on diarrheal diseases
    Mellor, Jonathan E.
    Levy, Karen
    Zimmerman, Julie
    Elliott, Mark
    Bartram, Jamie
    Carlton, Elizabeth
    Clasen, Thomas
    Dillingham, Rebecca
    Eisenberg, Joseph
    Guerrant, Richard
    Lantagne, Daniele
    Mihelcic, James
    Nelson, Kara
    SCIENCE OF THE TOTAL ENVIRONMENT, 2016, 548 : 82 - 90
  • [49] Dynamical Downscaling in Seasonal Climate Forecasts: Comparison between RegCM- and WRF-Based Approaches
    Sangelantoni, Lorenzo
    Ricchi, Antonio
    Ferretti, Rossella
    Redaelli, Gianluca
    ATMOSPHERE, 2021, 12 (06)
  • [50] A Weather Generator-Based Statistical Downscaling Tool for Site-Specific Assessment of Climate Change Impacts
    Chen, J.
    Zhang, X. J.
    Li, X.
    TRANSACTIONS OF THE ASABE, 2018, 61 (03) : 977 - 993