Controls on Flood Trends Across the United States

被引:6
|
作者
Kemter, Matthias [1 ,2 ,3 ]
Marwan, Norbert [3 ]
Villarini, Gabriele [4 ]
Merz, Bruno [1 ,2 ]
机构
[1] Univ Potsdam, Inst Environm Sci & Geog, Potsdam, Germany
[2] GFZ German Res Ctr Geosci, Helmholtz Ctr Potsdam, Sect Hydrol, Potsdam, Germany
[3] Leibniz Assoc, Potsdam Inst Climate Impact Res PIK, Potsdam, Germany
[4] Univ Iowa, IIHR Hydrosci & Engn, Iowa City, IA USA
关键词
annual maximum flood; magnitude trends; drivers; Random Forest; clustering; climate change; HYDROLOGICAL IMPACTS; ATMOSPHERIC RIVERS; PEAK FLOWS; CLIMATE; FREQUENCY; RAINFALL; URBANIZATION; ATTRIBUTION; COVER; PRECIPITATION;
D O I
10.1029/2021WR031673
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Trends in flood magnitudes vary across the conterminous USA (CONUS). There have been attempts to identify what controls these regionally varying trends, but these attempts were limited to certain-for example, climatic-variables or to smaller regions, using different methods and datasets each time. Here we attribute the trends in annual maximum streamflow for 4,390 gauging stations across the CONUS in the period 1960-2010, while using a novel combination of methods and an unprecedented variety of potential controlling variables to allow large-scale comparisons and minimize biases. Using process-based flood classification and complex networks, we find 10 distinct clusters of catchments with similar flood behavior. We compile a set of 31 hydro-climatological and land use variables as predictors for 10 separate Random Forest models, allowing us to find the main controls the flood magnitude trends for each cluster. By using Accumulated Local Effect plots, we can understand how these controls influence the trends in the flood magnitude. We show that hydro-climatologic changes and land use are of similar importance for flood magnitude trends across the CONUS. Static land use variables are more important than their trends, suggesting that land use is able to attenuate (forested areas) or amplify (urbanized areas) the effects of climatic changes on flood magnitudes. For some variables, we find opposing effects in different regions, showing that flood trend controls are highly dependent on regional characteristics and that our novel approach is necessary to attribute flood magnitude trends reliably at the continental scale while maintaining sensitivity to regional controls.
引用
收藏
页数:21
相关论文
共 50 条
  • [1] Dominant flood generating mechanisms across the United States
    Berghuijs, Wouter R.
    Woods, Ross A.
    Hutton, Christopher J.
    Sivapalan, M.
    [J]. GEOPHYSICAL RESEARCH LETTERS, 2016, 43 (09) : 4382 - 4390
  • [2] An Examination of Flood Damage Data Trends in the United States
    Cartwright, Lauren
    [J]. JOURNAL OF CONTEMPORARY WATER RESEARCH & EDUCATION, 2005, 130 (01) : 20 - 25
  • [3] A Unified Flash Flood Database across the United States
    Gourley, Jonathan J.
    Hong, Yang
    Flamig, Zachchary L.
    Arthur, Ami
    Clark, Robert
    Calianno, Martin
    Ruin, Isabelle
    Ortel, Terry
    Wieczorek, Michchael E.
    Kirstetter, Pierre-Emmanuel
    Clark, Edward
    Krajewski, Witold F.
    [J]. BULLETIN OF THE AMERICAN METEOROLOGICAL SOCIETY, 2013, 94 (06) : 799 - 805
  • [4] Fragmented patterns of flood change across the United States
    Archfield, S. A.
    Hirsch, R. M.
    Viglione, A.
    Bloeschl, G.
    [J]. GEOPHYSICAL RESEARCH LETTERS, 2016, 43 (19) : 10232 - 10239
  • [5] TRENDS OF DEPRESSION ACROSS REGIONS IN THE UNITED STATES
    Crum, Anthony B.
    Birmingham, Wendy C.
    Bounsanga, Jerry
    Voss, Maren
    Chen, Wei
    Hung, Man
    [J]. ANNALS OF BEHAVIORAL MEDICINE, 2016, 50 : S306 - S306
  • [6] Predicting flood damage probability across the conterminous United States
    Collins, Elyssa L.
    Sanchez, Georgina M.
    Terando, Adam
    Stillwell, Charles C.
    Mitasova, Helena
    Sebastian, Antonia
    Meentemeyer, Ross K.
    [J]. ENVIRONMENTAL RESEARCH LETTERS, 2022, 17 (03)
  • [7] River flood seasonality in the Northeast United States: Characterization and trends
    Collins, Mathias J.
    [J]. HYDROLOGICAL PROCESSES, 2019, 33 (05) : 687 - 698
  • [8] Pediatric Antimicrobial Susceptibility Trends across the United States
    Tamma, Pranita D.
    Robinson, Gwen L.
    Gerber, Jeffrey S.
    Newland, Jason G.
    DeLisle, Chloe M.
    Zaoutis, Theoklis E.
    Milstone, Aaron M.
    [J]. INFECTION CONTROL AND HOSPITAL EPIDEMIOLOGY, 2013, 34 (12): : 1244 - 1251
  • [9] Trends in the use of radiation for meningioma across the United States
    Matani, Hirsch
    Abel, Stephen
    Alexander, Yu
    Karlovits, Stephen M.
    Wegner, Rodney E.
    [J]. RADIATION ONCOLOGY JOURNAL, 2022, 40 (01): : 29 - 36
  • [10] Trends in Vegetation Ordinances across the Southern United States
    Neupane, Kripa
    Grebner, Donald L.
    Gordon, Jason S.
    Jacobson, Michael G.
    [J]. FORESTS, 2022, 13 (09):