Assessing rainfall availability over the Sydney region in a future climate using stochastic downscaling

被引:0
|
作者
Mehrotra, R. [1 ]
Sharma, A. [1 ]
机构
[1] Univ New S Wales, Water Res Ctr, Sch Civil & Environm Engn, Sydney, NSW, Australia
关键词
Multisite rainfall; stochastic downscaling; modified Markov model (MMM); kernel density estimation (KDE);
D O I
暂无
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Coarse resolution of General Circulation Model (GCM) necessitates use of downscaling approaches for transfer of GCM output to finer spatial resolutions for climate change impact assessment studies. This paper presents an application of a stochastic downscaling framework for simulation of multi-site daily rainfall occurrences and amounts for the year 2070. The downscaling framework is developed using current climate reanalysis data and rainfall records at a network of 45 raingauge stations around Sydney in Australia, while information about the atmospheric variables of the CSIRO Mk3.0 GCM (corresponding to the SRES B1, A1B and A2 emission scenarios) is used for downscaling of rainfall for current and future climates. The model calibration and verification results for the baseline period (1960- 2002) indicate that the proposed downscaling model simulates fairly accurately not only the standard rainfall attributes, such as the average number of wet days and rainfall amounts, but also rainfall extremes and the longer time scale variations and, therefore, can be used with confidence for assessing rainfall in a future climate. Downscaled rainfall results for 2070 show large variations across the seasons and emission scenarios ( Table 1). In general, wetter autumn and summer and drier winter and spring with regions along the coast getting wetter and inland regions becoming drier are projected. An increase of 2% by 2070 in annual rainfall is estimated. Amount per wet day also shows a minor increase of 4%. Increased instances of longer dry and wet spells with lighter rains are expected in future. [GRAPHICS] .
引用
收藏
页码:3948 / 3961
页数:14
相关论文
共 50 条
  • [1] Stochastic Rainfall Downscaling of Climate Models
    D'Onofrio, D.
    Palazzi, E.
    von Hardenberg, J.
    Provenzale, A.
    Calmanti, S.
    [J]. JOURNAL OF HYDROMETEOROLOGY, 2014, 15 (02) : 830 - 843
  • [2] Assessing future rainfall projections using multiple GCMs and a multi-site stochastic downscaling model
    Mehrotra, R.
    Sharma, Ashish
    Kumar, D. Nagesh
    Reshmidevi, T. V.
    [J]. JOURNAL OF HYDROLOGY, 2013, 488 : 84 - 100
  • [3] Evaluation of regional climate model simulated rainfall over Indonesia and its application for downscaling future climate projections
    Chandrasa, Ganesha T.
    Montenegro, Alvaro
    [J]. INTERNATIONAL JOURNAL OF CLIMATOLOGY, 2020, 40 (04) : 2026 - 2047
  • [4] Evaluation of downscaled daily rainfall hindcasts over Sydney, Australia using statistical and dynamical downscaling approaches
    Mehrotra, R.
    Evans, J. P.
    Sharma, A.
    Sivakumar, B.
    [J]. HYDROLOGY RESEARCH, 2014, 45 (02): : 226 - 249
  • [5] Assessing historical and future runoff modelled using rainfall from the analogue downscaling method
    Teng, Jin
    Chiew, Francis
    Timbal, Bertrand
    Vaze, Jai
    Wang, Yang
    Wang, Bill
    Evans, Alex
    Kent, David
    Kirono, Dewi
    Post, David
    [J]. 19TH INTERNATIONAL CONGRESS ON MODELLING AND SIMULATION (MODSIM2011), 2011, : 2789 - 2795
  • [6] 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
    [J]. WATER AND ENVIRONMENT JOURNAL, 2020, 34 (01) : 77 - 92
  • [7] Evaluation of the Tourism Climate Index over Japan in a Future Climate Using a Statistical Downscaling Method
    Kubokawa, Hiroyasu
    Inoue, Tsuyoshi
    Satoh, Masaki
    [J]. JOURNAL OF THE METEOROLOGICAL SOCIETY OF JAPAN, 2014, 92 (01) : 37 - 54
  • [8] Spatial Interpolation of Daily Rainfall Data for Local Climate Impact Assessment over Greater Sydney Region
    Yang, Xihua
    Xie, Xiaojin
    Liu, De Li
    Ji, Fei
    Wang, Lin
    [J]. ADVANCES IN METEOROLOGY, 2015, 2015
  • [9] Assessment of dynamic downscaling of the extreme rainfall over East Asia using a regional climate model
    Yanhong Gao
    Yongkang Xue
    Wen Peng
    Hyun-Suk Kang
    Duane Waliser
    [J]. Advances in Atmospheric Sciences, 2011, 28 : 1077 - 1098
  • [10] Assessment of dynamic downscaling of the extreme rainfall over East Asia using a regional climate model
    Gao Yanhong
    Xue, Yongkang
    Peng Wen
    Kang, Hyun-Suk
    Waliser, Duane
    [J]. ADVANCES IN ATMOSPHERIC SCIENCES, 2011, 28 (05) : 1077 - 1098