Testing the skill of numerical hydraulic modeling to simulate spatiotemporal flooding patterns in the Logone floodplain, Cameroon

被引:28
作者
Fernandez, Alfonso [1 ,2 ]
Najafi, Mohammad Reza [3 ]
Durand, Michael [4 ,5 ]
Mark, Bryan G. [6 ,7 ]
Moritz, Mark [8 ]
Jung, Hahn Chul [9 ,10 ]
Neal, Jeffrey [11 ]
Shastry, Apoorva [5 ]
Laborde, Sarah [12 ]
Phang, Sui Chian [13 ]
Hamilton, Ian M. [13 ,14 ]
Xiao, Ningchuan [15 ]
机构
[1] Ohio State Univ, Dept Geog, 136 Scott Hall,1090 Carmack Rd, Columbus, OH 43210 USA
[2] Ohio State Univ, Byrd Polar & Climate Res Ctr, 136 Scott Hall,1090 Carmack Rd, Columbus, OH 43210 USA
[3] Univ Victoria, Pacific Climate Impacts Consortium, POB 1700 Stn CSC, Victoria, BC V8W 2Y2, Canada
[4] Ohio State Univ, Byrd Polar & Climate Res Ctr, Mendenhall Lab 275, 125 South Oval Mall, Columbus, OH 43214 USA
[5] Ohio State Univ, Sch Earth Sci, Mendenhall Lab 275, 125 South Oval Mall, Columbus, OH 43214 USA
[6] Ohio State Univ, Dept Geog, 1136 Derby Hall,154 North Oval Mall, Columbus, OH 43210 USA
[7] Ohio State Univ, Byrd Polar & Climate Res Ctr, 1136 Derby Hall,154 North Oval Mall, Columbus, OH 43210 USA
[8] Ohio State Univ, Dept Anthropol, Smith Lab 4058, 174 W 18th Ave, Columbus, OH 43210 USA
[9] Sci Syst & Applicat Inc SSAI, 10210 Greenbelt Rd, Lanham, MD 20706 USA
[10] NASA Goddard Space, Hydrol Sci Lab, Flight Ctr, 8800 Greenbelt Rd, Greenbelt, MD 20771 USA
[11] Univ Bristol, Sch Geog Sci, Off 1-8 Bn,Univ Rd, Bristol BS8 1SS, Avon, England
[12] Ohio State Univ, Dept Anthropol, Smith Lab 4100, 174 W 18th Ave, Columbus, OH 43210 USA
[13] Ohio State Univ, Dept Evolut Ecol & Organismal Biol, Aronoff Lab 390, 318 W 12th Ave, Columbus, OH 43210 USA
[14] Ohio State Univ, Dept Math, Aronoff Lab 390, 318 W 12th Ave, Columbus, OH 43210 USA
[15] Ohio State Univ, Dept Geog, 1036 Derby Hall,154 North Oval Mall, Columbus, OH 43210 USA
基金
美国国家科学基金会;
关键词
Flooding modeling; Flood inundation mapping; Logone floodplain; Hydroclimatic changes; DIFFERENCE WATER INDEX; SCALE; MODIS; RISK; ACCURACY; RAINFALL; EXTENT; RADAR; SAHEL; NDWI;
D O I
10.1016/j.jhydrol.2016.05.026
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
Recent innovations in hydraulic modeling have enabled global simulation of rivers, including simulation of their coupled wetlands and floodplains. Accurate simulations of floodplains using these approaches may imply tremendous advances in global hydrologic studies and in biogeochernical cycling. One such innovation is to explicitly treat sub-grid channels within two-dimensional models, given only remotely sensed data in areas with limited data availability. However, predicting inundated area in floodplains using a sub-grid model has not been rigorously validated. In this study, we applied the LISFLOOD-FP hydraulic model using a sub-grid channel parameterization to simulate inundation dynamics on the Logone River floodplain, in northern Cameroon, from 2001 to 2007. Our goal was to determine whether floodplain dynamics could be simulated with sufficient accuracy to understand human and natural contributions to current and future inundation patterns. Model inputs in this data-sparse region include in situ river discharge, satellite-derived rainfall, and the shuttle radar topography mission (SRTM) flood plain elevation. We found that the model accurately simulated total floodplain inundation, with a Pearson correlation coefficient greater than 0.9, and RMSE less than 700 km(2), compared to peak inundation greater than 6000 km(2). Predicted discharge downstream of the floodplain matched measurements (Nash-Sutcliffe efficiency of 0.81), and indicated that net flow from the channel to the floodplain was modeled accurately. However, the spatial pattern of inundation was not well simulated, apparently due to uncertainties in SRTM elevations. We evaluated model results at 250, 500 and 1000-m spatial resolutions, and found that results are insensitive to spatial resolution. We also compared the model output against results from a run of LISFLOOD-FP in which the sub-grid channel parameterization was disabled, finding that the sub-grid parameterization simulated more realistic dynamics. These results suggest that analysis of global inundation is feasible using a sub-grid model, but that spatial patterns at sub-kilometer resolutions still need to be adequately predicted. (C) 2016 Elsevier B.V. All rights reserved.
引用
收藏
页码:265 / 280
页数:16
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