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.
机构:
NOAA, Natl Severe Storms Lab, Norman, OK 73069 USANOAA, Natl Severe Storms Lab, Norman, OK 73069 USA
Gourley, Jonathan J.
Hong, Yang
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Univ Oklahoma, Dept Civil Engn & Environm Sci, Norman, OK 73019 USA
Univ Oklahoma, Atmospher Radar Res Ctr, Norman, OK 73019 USANOAA, Natl Severe Storms Lab, Norman, OK 73069 USA
Hong, Yang
Flamig, Zachchary L.
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机构:
NOAA, Natl Severe Storms Lab, Norman, OK 73069 USA
Univ Oklahoma, Atmospher Radar Res Ctr, Norman, OK 73019 USANOAA, Natl Severe Storms Lab, Norman, OK 73069 USA
Flamig, Zachchary L.
Arthur, Ami
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机构:
NOAA, Natl Severe Storms Lab, Norman, OK 73069 USA
Univ Oklahoma, Cooperat Inst Mesoscale Meteorol Studies, Norman, OK 73019 USANOAA, Natl Severe Storms Lab, Norman, OK 73069 USA
Arthur, Ami
Clark, Robert
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机构:
Univ Oklahoma, Cooperat Inst Mesoscale Meteorol Studies, Norman, OK 73019 USA
Univ Oklahoma, Atmospher Radar Res Ctr, NOAA, Natl Severe Storms Lab, Norman, OK 73019 USANOAA, Natl Severe Storms Lab, Norman, OK 73069 USA
Clark, Robert
Calianno, Martin
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机构:
Lab Etud Transferts Hydrol & Environm, Grenoble, FranceNOAA, Natl Severe Storms Lab, Norman, OK 73069 USA
Calianno, Martin
Ruin, Isabelle
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机构:
Lab Etud Transferts Hydrol & Environm, Grenoble, FranceNOAA, Natl Severe Storms Lab, Norman, OK 73069 USA
Ruin, Isabelle
Ortel, Terry
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机构:
US Geol Survey, Illinois Water Sci Ctr, Urbana, IL USANOAA, Natl Severe Storms Lab, Norman, OK 73069 USA
Ortel, Terry
Wieczorek, Michchael E.
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US Geol Survey, Maryland DE DC Water Sci Ctr, Baltimore, MD USANOAA, Natl Severe Storms Lab, Norman, OK 73069 USA
Wieczorek, Michchael E.
Kirstetter, Pierre-Emmanuel
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机构:
NOAA, Natl Severe Storms Lab, Norman, OK 73069 USA
Univ Oklahoma, Atmospher Radar Res Ctr, Norman, OK 73019 USANOAA, Natl Severe Storms Lab, Norman, OK 73069 USA
Kirstetter, Pierre-Emmanuel
Clark, Edward
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机构:
NOAA, Natl Weather Serv, Off Climate Water & Weather Serv, Silver Spring, MD 20910 USANOAA, Natl Severe Storms Lab, Norman, OK 73069 USA
Clark, Edward
Krajewski, Witold F.
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机构:
Univ Iowa, IIHR Hydrosci & Engn, Iowa City, IA USANOAA, Natl Severe Storms Lab, Norman, OK 73069 USA
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US Geol Survey, Natl Res Program, 959 Natl Ctr, Reston, VA 22092 USAUS Geol Survey, Natl Res Program, 959 Natl Ctr, Reston, VA 22092 USA
Archfield, S. A.
Hirsch, R. M.
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机构:
US Geol Survey, Natl Res Program, 959 Natl Ctr, Reston, VA 22092 USAUS Geol Survey, Natl Res Program, 959 Natl Ctr, Reston, VA 22092 USA
Hirsch, R. M.
Viglione, A.
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机构:
TU Wien, Ctr Water Resource Syst, Vienna, Austria
TU Wien, Inst Hydraul Engn & Water Resources Management, Vienna, AustriaUS Geol Survey, Natl Res Program, 959 Natl Ctr, Reston, VA 22092 USA
Viglione, A.
Bloeschl, G.
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机构:
TU Wien, Ctr Water Resource Syst, Vienna, Austria
TU Wien, Inst Hydraul Engn & Water Resources Management, Vienna, AustriaUS Geol Survey, Natl Res Program, 959 Natl Ctr, Reston, VA 22092 USA
机构:
North Carolina State Univ, Ctr Geospatial Analyt, Raleigh, NC 27695 USANorth Carolina State Univ, Ctr Geospatial Analyt, Raleigh, NC 27695 USA
Collins, Elyssa L.
Sanchez, Georgina M.
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机构:
North Carolina State Univ, Ctr Geospatial Analyt, Raleigh, NC 27695 USANorth Carolina State Univ, Ctr Geospatial Analyt, Raleigh, NC 27695 USA
Sanchez, Georgina M.
Terando, Adam
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机构:
North Carolina State Univ, Ctr Geospatial Analyt, Raleigh, NC 27695 USA
US Geol Survey, Southeast Climate Adaptat Sci Ctr, Raleigh, NC USA
North Carolina State Univ, Dept Appl Ecol, Raleigh, NC USANorth Carolina State Univ, Ctr Geospatial Analyt, Raleigh, NC 27695 USA
Terando, Adam
Stillwell, Charles C.
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机构:
US Geol Survey, South Atlantic Water Sci Ctr, Raleigh, NC USANorth Carolina State Univ, Ctr Geospatial Analyt, Raleigh, NC 27695 USA
Stillwell, Charles C.
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机构:
Mitasova, Helena
Sebastian, Antonia
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机构:
Univ N Carolina, Dept Earth Marine & Environm Sci, Chapel Hill, NC 27515 USANorth Carolina State Univ, Ctr Geospatial Analyt, Raleigh, NC 27695 USA
Sebastian, Antonia
Meentemeyer, Ross K.
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机构:
North Carolina State Univ, Ctr Geospatial Analyt, Raleigh, NC 27695 USA
North Carolina State Univ, Dept Forestry & Environm Resources, Raleigh, NC USANorth Carolina State Univ, Ctr Geospatial Analyt, Raleigh, NC 27695 USA