Application of Satellite Rainfall Products for Flood Inundation Modelling in Kelantan River Basin, Malaysia

被引:19
|
作者
Tam, Tze Huey [1 ]
Abd Rahman, Muhammad Zulkarnain [2 ]
Harun, Sobri [2 ]
Hanapi, Muhammad Nassir [2 ]
Kaoje, Ismaila Usman [1 ]
机构
[1] Univ Teknol Malaysia, Fac Built Environm & Survey, TropicalMap, Johor Baharu 81310, Johor, Malaysia
[2] Univ Teknol Malaysia, Dept Water & Environm Engn, Sch Civil Engn, Johor Baharu 81310, Johor, Malaysia
关键词
rainfall-runoff; flood inundation; satellite rainfall products; Kelantan River Basin; RRI model; HIGH-RESOLUTION SATELLITE; 2010 PAKISTAN FLOOD; PRECIPITATION PRODUCTS; BIAS CORRECTION; SOIL-MOISTURE; PASSIVE MICROWAVE; HYDRAULIC MODEL; NEURAL-NETWORK; SIMULATION; IMAGERY;
D O I
10.3390/hydrology6040095
中图分类号
TV21 [水资源调查与水利规划];
学科分类号
081501 ;
摘要
The advent of satellite rainfall products can provide a solution to the scarcity of observed rainfall data. The present study aims to evaluate the performance of high spatial-temporal resolution satellite rainfall products (SRPs) and rain gauge data in hydrological modelling and flood inundation mapping. Four SRPs, Integrated Multi-satellitE Retrievals for Global Precipitation Measurement (GPM) - Early, - Late (IMERG-E, IMERG-L), Global Satellite Mapping of Precipitation-Near Real Time (GSMaP-NRT), and Precipitation Estimation from Remotely Sensed Information using Artificial Neural Networks- Cloud Classification System (PERSIANN-CCS) and rain gauge data were used as the primary input to a hydrological model, Rainfall-Runoff-Inundation (RRI) and the simulated flood level and runoff were compared with the observed data using statistical metrics. GSMaP showed the best performance in simulating hourly runoff with the lowest relative bias (RB) and the highest Nash-Sutcliffe efficiency (NSE) of 4.9% and 0.79, respectively. Meanwhile, the rain gauge data was able to produce runoff with -12.2% and 0.71 for RB and NSE, respectively. The other three SRPs showed acceptable results in daily discharge simulation (NSE value between 0.42 and 0.49, and RB value between -23.3% and -31.2%). The generated flood map also agreed with the published information. In general, the SRPs, particularly the GSMaP, showed their ability to support rapid flood forecasting required for early warning of floods.
引用
收藏
页数:19
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