Intercomparison of gridded precipitation datasets for prospective hydrological applications in Sri Lanka

被引:10
作者
Bandara, Upeakshika [1 ]
Agarwal, Anshul [1 ]
Srinivasan, Govindarajalu [1 ]
Shanmugasundaram, Jothiganesh [1 ]
Jayawardena, I. M. Shiromani [2 ]
机构
[1] Reg Integrated Multihazard Early Warning Syst RIM, Klongluang, Thailand
[2] Dept Meteorol, Colombo, Sri Lanka
关键词
climate zones; climatology; gridded precipitation; Sri Lanka; NORTHEAST MONSOON RAINFALL; GPM IMERG; FLOOD; PRODUCTS; REANALYSIS; DROUGHT; NETWORK; IMPACT; SERIES; ERA5;
D O I
10.1002/joc.7421
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
The aim of this study was to assess the application of gridded precipitation datasets for applications in Sri Lanka and to identify suitable products that can be used for hydrological applications in data sparse regions. Here, nine global datasets were considered for this study, and after initial screening, four datasets, such as Integrated Multi-Satellite Retrievals for GPM (IMERG) early run calibrated, Climate Hazards Group InfraRed Precipitation with Station data (CHIRPS), European Center for Medium range Weather Forecasting (ECMWF)-ReAnalysis (ERA5) and Indian Monsoon Data Assimilation and Reanalysis (IMDAA), were selected for detailed comparison. These data products were analysed at monthly, seasonal and annual time scale for whole Sri Lanka and also for three distinguished climate zones (wet, intermediate and dry) for the period 2001-2015. The datasets were further evaluated based on their ability to capture the extreme events, based on recent designated dry year and wet year. All four datasets represent the annual and monthly climatology of Sri Lanka well; however, discrepancies are seen at seasonal scale. CHIRPS had the best performance in the wet zone and ERA5 in dry and intermediate zones. Although all datasets distinctly identified the wet year and dry year with respect to the normal average, the interannual variability was explicitly identified by CHIRPS and ERA5. Therefore, for replicating the national and zonal climatology, both ERA5 (dry and intermediate zones) and CHIRPS (wet zone) are suitable. With the perspective of hydrological applications, both datasets can be used in development of hydrological models for applications such as flood forecasting, reservoir management and climate change impact assessment as an alternative to observed rainfall data in data scarce regions.
引用
收藏
页码:3378 / 3396
页数:19
相关论文
共 64 条
[1]   Spatial Variability of Rainfall Trends in Sri Lanka from 1989 to 2019 as an Indication of Climate Change [J].
Alahacoon, Niranga ;
Edirisinghe, Mahesh .
ISPRS INTERNATIONAL JOURNAL OF GEO-INFORMATION, 2021, 10 (02)
[2]   A Decadal Historical Satellite Data and Rainfall Trend Analysis (2001-2016) for Flood Hazard Mapping in Sri Lanka [J].
Alahacoon, Niranga ;
Matheswaran, Karthikeyan ;
Pani, Peejush ;
Amarnath, Giriraj .
REMOTE SENSING, 2018, 10 (03)
[3]   IMDAA Regional Reanalysis: Performance Evaluation During Indian Summer Monsoon Season [J].
Ashrit, Raghavendra ;
Rani, S. Indira ;
Kumar, Sushant ;
Karunasagar, S. ;
Arulalan, T. ;
Francis, Timmy ;
Routray, Ashish ;
Laskar, S. I. ;
Mahmood, Sana ;
Jermey, Peter ;
Maycock, Adam ;
Renshaw, Richard ;
George, John P. ;
Rajagopal, E. N. .
JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2020, 125 (02)
[4]   Why People Live in Flood-Prone Areas in Akuressa, Sri Lanka [J].
Askman, Johan ;
Nilsson, Olof ;
Becker, Per .
INTERNATIONAL JOURNAL OF DISASTER RISK SCIENCE, 2018, 9 (02) :143-156
[5]   Assessment of high-resolution satellite rainfall estimation products in a streamflow model for flood prediction in the Bagmati basin, Nepal [J].
Bajracharya, S. R. ;
Shrestha, M. S. ;
Shrestha, A. B. .
JOURNAL OF FLOOD RISK MANAGEMENT, 2017, 10 (01) :5-16
[6]   Systematic Evaluation of Satellite-Based Rainfall Products over the Brahmaputra Basin for Hydrological Applications [J].
Bajracharya, Sagar Ratna ;
Palash, Wahid ;
Shrestha, Mandira Singh ;
Khadgi, Vijay Ratan ;
Duo, Chu ;
Das, Partha Jyoti ;
Dorji, Chhimi .
ADVANCES IN METEOROLOGY, 2015, 2015
[7]  
Banacos P.C., 2011, Box and Whisker Plots for Local Climate Datasets: Interpretation and Creation using Excel 2007/2010
[8]   Evaluation of Satellite-Based Rainfall Estimates and Application to Monitor Meteorological Drought for the Upper Blue Nile Basin, Ethiopia [J].
Bayissa, Yared ;
Tadesse, Tsegaye ;
Demisse, Getachew ;
Shiferaw, Andualem .
REMOTE SENSING, 2017, 9 (07)
[9]   Near-Real-Time Flood Forecasting Based on Satellite Precipitation Products [J].
Belabid, Nasreddine ;
Zhao, Feng ;
Brocca, Luca ;
Huang, Yanbo ;
Tan, Yumin .
REMOTE SENSING, 2019, 11 (03)
[10]   Barycentric Lagrange interpolation [J].
Berrut, JP ;
Trefethen, LN .
SIAM REVIEW, 2004, 46 (03) :501-517