Assessing future rainfall projections using multiple GCMs and a multi-site stochastic downscaling model

被引:43
|
作者
Mehrotra, R. [1 ]
Sharma, Ashish [1 ]
Kumar, D. Nagesh [2 ]
Reshmidevi, T. V. [2 ]
机构
[1] Univ New S Wales, Water Res Ctr, Sch Civil & Env Engn, Sydney, NSW 2052, Australia
[2] Indian Inst Sci, Dept Civil Engn, Bangalore 560012, Karnataka, India
关键词
Climate change; Daily rainfall; Statistical downscaling; Multiple GCMs; Malaprabha catchment; Modified Markov model; INDIAN-SUMMER MONSOON; PRECIPITATION OCCURRENCE; EXTREME PRECIPITATION; DOUBLED CO2; CLIMATE; GENERATION; BASIN;
D O I
10.1016/j.jhydrol.2013.02.046
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
Impact of global warming on daily rainfall is examined using atmospheric variables from five General Circulation Models (GCMs) and a stochastic downscaling model. Daily rainfall at eleven raingauges over Malaprabha catchment of India and National Center for Environmental Prediction (NCEP) reanalysis data at grid points over the catchment for a continuous time period 1971-2000 (current climate) are used to calibrate the downscaling model. The downscaled rainfall simulations obtained using GCM atmospheric variables corresponding to the IPCC-SRES (Intergovernmental Panel for Climate Change - Special Report on Emission Scenarios) A2 emission scenario for the same period are used to validate the results. Following this, future downscaled rainfall projections are constructed and examined for two 20 year time slices viz. 2055 (i.e. 2046-2065) and 2090 (i.e. 2081-2100). The model results show reasonable skill in simulating the rainfall over the study region for the current climate. The downscaled rainfall projections indicate no significant changes in the rainfall regime in this catchment in the future. More specifically, 2% decrease by 2055 and 5% decrease by 2090 in monsoon (HAS) rainfall compared to the current climate (1971-2000) under global warming conditions are noticed. Also, pre-monsoon (JFMAM) and post-monsoon (OND) rainfall is projected to increase respectively, by 2% in 2055 and 6% in 2090 and, 2% in 2055 and 12% in 2090, over the region. On annual basis slight decreases of 1% and 2% are noted for 2055 and 2090, respectively. Crown Copyright (C) 2013 Published by Elsevier B.V. All rights reserved.
引用
收藏
页码:84 / 100
页数:17
相关论文
共 50 条
  • [21] Projections of future rainfall and temperature using statistical downscaling techniques in Tana Basin, Ethiopia
    Birara, Hailu
    Pandey, R. P.
    Mishra, S. K.
    SUSTAINABLE WATER RESOURCES MANAGEMENT, 2020, 6 (05)
  • [22] Minimizing Geographical Basis Risk of Weather Derivatives Using A Multi-Site Rainfall Model
    Ritter, M.
    Musshoff, O.
    Odening, M.
    COMPUTATIONAL ECONOMICS, 2014, 44 (01) : 67 - 86
  • [23] A multivariate multi-site statistical downscaling model for daily maximum and minimum temperatures
    Jeong, D. I.
    St-Hilaire, A.
    Ouarda, T. B. M. J.
    Gachon, P.
    CLIMATE RESEARCH, 2012, 54 (02) : 129 - 148
  • [24] A multi-site statistical downscaling model for daily precipitation using global scale GCM precipitation outputs
    Jeong, D. I.
    St-Hilaire, A.
    Ouarda, T. B. M. J.
    Gachon, P.
    INTERNATIONAL JOURNAL OF CLIMATOLOGY, 2013, 33 (10) : 2431 - 2447
  • [25] A weather-type conditioned multi-site stochastic rainfall model for the generation of scenarios of climatic variability and change
    Fowler, HJ
    Kilsby, CG
    O'Connell, PE
    Burton, A
    JOURNAL OF HYDROLOGY, 2005, 308 (1-4) : 50 - 66
  • [26] Multi-site doubly stochastic Poisson process models for fine-scale rainfall
    Ramesh, N. I.
    Thayakaran, R.
    Onof, C.
    STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT, 2013, 27 (06) : 1383 - 1396
  • [27] Multi-site doubly stochastic Poisson process models for fine-scale rainfall
    N. I. Ramesh
    R. Thayakaran
    C. Onof
    Stochastic Environmental Research and Risk Assessment, 2013, 27 : 1383 - 1396
  • [28] Projections of future rainfall for the upper Ping River Basin using regression-based downscaling
    Saengsawang, Sirikanya
    Pankhao, Phaotep
    Kaprom, Chanphit
    Sriwongsitanon, Nutchanart
    ADVANCES IN CLIMATE CHANGE RESEARCH, 2017, 8 (04) : 256 - 267
  • [29] 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
    19TH INTERNATIONAL CONGRESS ON MODELLING AND SIMULATION (MODSIM2011), 2011, : 2789 - 2795
  • [30] Multi-site downscaling of maximum and minimum daily temperature using support vector machine
    Srinivas, V. V.
    Basu, Bidroha
    Kumar, D. Nagesh
    Jain, Sanjay K.
    INTERNATIONAL JOURNAL OF CLIMATOLOGY, 2014, 34 (05) : 1538 - 1560