Development of a flood water level estimation method using satellite images and a digital elevation model for the Mekong floodplain

被引:7
作者
Tanaka, Kenji [1 ]
Fujihara, Yoichi [1 ]
Hoshikawa, Keisuke [2 ]
Fujii, Hideto [3 ]
机构
[1] Ishikawa Prefectural Univ, Fac Bioresources & Environm Sci, Nonoichi, Ishikawa, Japan
[2] Toyama Prefectural Univ, Fac Engn, Toyama, Japan
[3] Yamagata Univ, Fac Agr, Yamagata, Japan
来源
HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES | 2019年 / 64卷 / 02期
关键词
lower Mekong River; flood water level; floodplain; synthetic aperture radar images; optical images; digital elevation model; INUNDATION AREA; ALTIMETRY DATA; RIVER FLOOD; SYSTEMS; EXTENT; DELTA; SAR; VALIDATION; IMPACT; VOLUME;
D O I
10.1080/02626667.2019.1578463
中图分类号
TV21 [水资源调查与水利规划];
学科分类号
081501 ;
摘要
We have developed a flood water level estimation method that only employs satellite images and a DEM. The method involves three steps: (1) discriminating flood areas and identifying clumps of each flood area, (2) extracting the edges of the identified flood area using a buffering technique, and (3) performing spatial interpolation to transform the extracted elevation to flood water levels. We compared the estimated flood water levels with the observed ones. The RMSE using the RADARSAT was 1.99 and 1.30 m at river and floodplain points, respectively, whereas the RMSE using the MODIS was 4.33 and 1.33 m at the river and floodplain points, respectively. Given that most errors are attributed to the DEM, the method exhibited good performance. Furthermore, the method reproduced the flow directions and flood water level changes during the flooding period. Thus, we demonstrated that the characteristics of flood inundation can be understood even when ground observation data cannot be obtained.
引用
收藏
页码:241 / 253
页数:13
相关论文
共 46 条
[1]  
[Anonymous], 2015, GLOB ASS REP DIS RIS
[2]  
[Anonymous], 2014, GLOB RISKS 2014, VNinth
[3]   Combining high-resolution satellite images and altimetry to estimate the volume of small lakes [J].
Baup, F. ;
Frappart, F. ;
Maubant, J. .
HYDROLOGY AND EARTH SYSTEM SCIENCES, 2014, 18 (05) :2007-2020
[4]   Using satellite altimetry data to augment flow estimation techniques on the Mekong River [J].
Birkinshaw, S. J. ;
O'Donnell, G. M. ;
Moore, P. ;
Kilsby, C. G. ;
Fowler, H. J. ;
Berry, P. A. M. .
HYDROLOGICAL PROCESSES, 2010, 24 (26) :3811-3825
[5]   Changing climate shifts timing of European floods [J].
Bloeschl, Guenter ;
Hall, Julia ;
Parajka, Juraj ;
Perdigao, Rui A. P. ;
Merz, Bruno ;
Arheimer, Berit ;
Aronica, Giuseppe T. ;
Bilibashi, Ardian ;
Bonacci, Ognjen ;
Borga, Marco ;
Canjevac, Ivan ;
Castellarin, Attilio ;
Chirico, Giovanni B. ;
Claps, Pierluigi ;
Fiala, Kaÿroly ;
Frolova, Natalia ;
Gorbachova, Liudmyla ;
Gul, Ali ;
Hannaford, Jamie ;
Harrigan, Shaun ;
Kireeva, Maria ;
Kiss, Andrea ;
Kjeldsen, Thomas R. ;
Kohnova, Silvia ;
Koskela, Jarkko J. ;
Ledvinka, Ondrej ;
Macdonald, Neil ;
Mavrova-Guirguinova, Maria ;
Mediero, Luis ;
Merz, Ralf ;
Molnar, Peter ;
Montanari, Alberto ;
Murphy, Conor ;
Osuch, Marzena ;
Ovcharuk, Valeryia ;
Radevski, Ivan ;
Rogger, Magdalena ;
Salinas, Jose L. ;
Sauquet, Eric ;
Sraj, Mojca ;
Szolgay, Jan ;
Viglione, Alberto ;
Volpi, Elena ;
Wilson, Donna ;
Zaimi, Klodian ;
Zivkovic, Nenad .
SCIENCE, 2017, 357 (6351) :588-590
[6]  
Burrough P.A., 1998, PRINCIPLES GEOGRAPHI
[7]   Using LiDAR surveys to document floods: A case study of the 2008 Iowa flood [J].
Chen, Bo ;
Krajewski, Witold F. ;
Goska, Radek ;
Young, Nathan .
JOURNAL OF HYDROLOGY, 2017, 553 :338-349
[8]   A Bayesian Network for Flood Detection Combining SAR Imagery and Ancillary Data [J].
D'Addabbo, Annarita ;
Refice, Alberto ;
Pasquariello, Guido ;
Lovergine, Francesco P. ;
Capolongo, Domenico ;
Manfreda, Salvatore .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2016, 54 (06) :3612-3625
[9]   Water volume change in the lower Mekong from satellite altimetry and imagery data [J].
Frappart, F. ;
Do Minh, K. ;
L'Hermitte, J. ;
Cazenave, A. ;
Ramillien, G. ;
Le Toan, T. ;
Mognard-Campbell, N. .
GEOPHYSICAL JOURNAL INTERNATIONAL, 2006, 167 (02) :570-584
[10]   Analysis and attribution of trends in water levels in the Vietnamese Mekong Delta [J].
Fujihara, Y. ;
Hoshikawa, K. ;
Fujii, H. ;
Kotera, A. ;
Nagano, T. ;
Yokoyama, S. .
HYDROLOGICAL PROCESSES, 2016, 30 (06) :835-845