Incorporating uncertainty of groundwater modeling in sea-level rise assessment: a case study in South Florida

被引:23
|
作者
Cooper, Hannah M. [1 ]
Zhang, Caiyun [1 ]
Selch, Donna [1 ]
机构
[1] Florida Atlantic Univ, Dept Geosci, Boca Raton, FL 33431 USA
关键词
Root Mean Square Error; Ordinary Kriging; Geographic Weighted Regression; Inverse Distance Weight; Vertical Data;
D O I
10.1007/s10584-015-1334-1
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Researchers can assist in effective decision making by reducing uncertainty in marine and groundwater inundation due to Sea-level Rise (SLR). A majority of studies consider marine inundation, but only recently has groundwater inundation been incorporated into the SLR mapping. However, the effect of including uncertainty in groundwater modeling is still not well understood. In this study, we evaluate the effect of considering groundwater modeling uncertainty in assessing land area inundated vulnerable to marine and groundwater inundation in South Florida. Six Water Table Elevation Model (WTEM) techniques (Multiple Linear Regression (MLR), Geographic Weighted Regression (GWR), Global Polynomial Interpolation (GPI), Inverse Distance Weighted (IDW), Ordinary Kriging (OK), and Empirical Bayesian Kriging (EBK)) are tested to identify the best approach. Simple inundation models excluding uncertainty with and without WTEM are examined. Refined inundation models using Monte Carlo simulation that include uncertainty in future SLR estimates, LiDAR elevation, vertical datums and the transformations made between datums with and without WTEM uncertainty are evaluated. GPI and EBK are recognized as the best for producing WTEMs in two primary physiographic regions (the Southern Slope and Atlantic Coastal Ridge). Excluding uncertainty without WTEM underestimates total land area by 14 %, while including uncertainty without WTEM overestimates total vulnerable land area by 16 % at the 95 % probability threshold. It is significant to include WTEM uncertainty in SLR vulnerability analysis for more effective adaptation decisions.
引用
收藏
页码:281 / 294
页数:14
相关论文
共 50 条
  • [41] An assessment of the physical impacts of sea-level rise and coastal adaptation: a case study of the eastern coast of Ghana
    Boateng, Isaac
    [J]. CLIMATIC CHANGE, 2012, 114 (02) : 273 - 293
  • [42] Groundwater reorganization in the Floridan aquifer following Holocene sea-level rise
    Morrissey, Sheila K.
    Clark, Jordan F.
    Bennett, Michael
    Richardson, Emily
    Stute, Martin
    [J]. NATURE GEOSCIENCE, 2010, 3 (10) : 683 - 687
  • [43] Past and future contribution of global groundwater depletion to sea-level rise
    Wada, Yoshihide
    van Beek, Ludovicus P. H.
    Weiland, Frederiek C. Sperna
    Chao, Benjamin F.
    Wu, Yun-Hao
    Bierkens, Marc F. P.
    [J]. GEOPHYSICAL RESEARCH LETTERS, 2012, 39
  • [44] An assessment of the physical impacts of sea-level rise and coastal adaptation: a case study of the eastern coast of Ghana
    Isaac Boateng
    [J]. Climatic Change, 2012, 114 : 273 - 293
  • [45] Implications of sea-level rise for overwash enhancement at South Portugal
    Ferreira, Oscar
    Kupfer, Sunna
    Costas, Susana
    [J]. NATURAL HAZARDS, 2021, 109 (03) : 2221 - 2239
  • [46] Implications of sea-level rise for overwash enhancement at South Portugal
    Óscar Ferreira
    Sunna Kupfer
    Susana Costas
    [J]. Natural Hazards, 2021, 109 : 2221 - 2239
  • [47] Composite Modeling for Evaluation of Groundwater and Soil Salinization on the Multiple Reclaimed Land Due to Sea-Level Rise
    Jung, Euntae
    Park, Namsik
    Park, Jihoon
    [J]. TRANSPORT IN POROUS MEDIA, 2021, 136 (01) : 271 - 293
  • [48] Composite Modeling for Evaluation of Groundwater and Soil Salinization on the Multiple Reclaimed Land Due to Sea-Level Rise
    Euntae Jung
    Namsik Park
    Jihoon Park
    [J]. Transport in Porous Media, 2021, 136 : 271 - 293
  • [49] RATE OF SEA-LEVEL RISE AS A CONTROL ON PHYSICAL VERSUS BIOLOGICAL SEDIMENTATION - EXAMPLES FROM HOLOCENE OF SOUTH FLORIDA
    PARKINSON, RW
    [J]. AAPG BULLETIN-AMERICAN ASSOCIATION OF PETROLEUM GEOLOGISTS, 1987, 71 (05): : 600 - 600
  • [50] Epistemic uncertainty in predicting shorebird biogeography affected by sea-level rise
    Convertino, Matteo
    Welle, Paul
    Muñoz-Carpena, Rafael
    Kiker, Gregory A.
    Chu-Agor, Ma.L.
    Fischer, Richard A.
    Linkov, Igor
    [J]. Ecological Modelling, 2012, 240 : 1 - 15