hydrology;
groundwater;
machine learning;
mapping;
GIS;
CATCHMENT TRANSIT-TIME;
CENTRAL VALLEY;
THEORETICAL-ANALYSIS;
LANDSCAPE POSITION;
GLOBAL PATTERNS;
RANDOM FOREST;
BASE-FLOW;
NITRATE;
MODELS;
WATER;
D O I:
10.1029/2019WR025908
中图分类号:
X [环境科学、安全科学];
学科分类号:
08 ;
0830 ;
摘要:
The location of a point on the landscape within a stream network (hydrologic position) can be an important predictive measure in hydrology. Hydrologic position is defined here by two metrics: lateral position and distance from stream to divide, both measured horizontally. Lateral position (dimensionless) is the relative position of a point between the stream and its watershed divide. Distance from stream to divide (units of length) is an indicator of position within a watershed: generally small near a confluence and generally large in headwater areas. Watersheds and watershed divides are defined here by Thiessen polygons rather than topographic divides. Lateral position and distance from stream to divide are also defined in the context of hydrologic order. Hydrologic order "n" is defined as the network of streams, and associated divides, of order n and higher. And given that a point can have different positions in different hydrologic orders the term multiorder hydrologic position (MOHP) is used to describe the ensemble of hydrologic positions. MOHP was mapped across the conterminous United States for nine hydrologic orders at a spatial resolution of 30 m (about 8.7 billion pixels). There are 18 metrics for each pixel. Four case studies are presented that use MOHP metrics as explanatory factors in random forest machine learning models. The case studies show that lower order MOHP metrics can serve as indicators of hydrologic process while higher-order metrics serve as indicators of location. MOHP is shown to have utility as a predictor variable across a large range of scales (50,000 to 8,000,000 km(2)).
机构:
US Geol Survey USGS, Earth Resource Observat & Sci EROS Ctr, Sioux Falls, SD 57198 USAUS Geol Survey USGS, Earth Resource Observat & Sci EROS Ctr, Sioux Falls, SD 57198 USA
Picotte, Joshua J.
Cansler, C. Alina
论文数: 0引用数: 0
h-index: 0
机构:
Univ Washington, Sch Environm & Forest Sci, Seattle, WA 98195 USAUS Geol Survey USGS, Earth Resource Observat & Sci EROS Ctr, Sioux Falls, SD 57198 USA
Cansler, C. Alina
Kolden, Crystal A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Merced, Coll Engn, Merced, CA 95343 USAUS Geol Survey USGS, Earth Resource Observat & Sci EROS Ctr, Sioux Falls, SD 57198 USA
Kolden, Crystal A.
Lutz, James A.
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h-index: 0
机构:
Utah State Univ, SJ & Jessie E Quinney Coll Nat Resources, Logan, UT 84322 USAUS Geol Survey USGS, Earth Resource Observat & Sci EROS Ctr, Sioux Falls, SD 57198 USA
Lutz, James A.
Key, Carl
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h-index: 0
机构:
USGS, Sioux Falls, SD USAUS Geol Survey USGS, Earth Resource Observat & Sci EROS Ctr, Sioux Falls, SD 57198 USA
Key, Carl
Benson, Nathan C.
论文数: 0引用数: 0
h-index: 0
机构:
NPS Fire Management Program Ctr, Fire Sci & Ecol Program, Boise, ID 83705 USAUS Geol Survey USGS, Earth Resource Observat & Sci EROS Ctr, Sioux Falls, SD 57198 USA
Benson, Nathan C.
Robertson, Kevin M.
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h-index: 0
机构:
Tall Timbers Res Stn, 13093 Henry Beadel Dr, Tallahassee, FL 32312 USAUS Geol Survey USGS, Earth Resource Observat & Sci EROS Ctr, Sioux Falls, SD 57198 USA
机构:
ASRC Federal Data Solutions Contractor to U.S. Geological Survey (USGS) Earth Resource Observation and Science (EROS) Center, Sioux Falls,SD,57198, United StatesASRC Federal Data Solutions Contractor to U.S. Geological Survey (USGS) Earth Resource Observation and Science (EROS) Center, Sioux Falls,SD,57198, United States
Picotte, Joshua J.
Cansler, C. Alina
论文数: 0引用数: 0
h-index: 0
机构:
School of Environmental and Forest Sciences, University of Washington, Seattle,WA,98195, United StatesASRC Federal Data Solutions Contractor to U.S. Geological Survey (USGS) Earth Resource Observation and Science (EROS) Center, Sioux Falls,SD,57198, United States
Cansler, C. Alina
Kolden, Crystal A.
论文数: 0引用数: 0
h-index: 0
机构:
College of Engineering, University of California, Merced, Merced,CA,95343, United StatesASRC Federal Data Solutions Contractor to U.S. Geological Survey (USGS) Earth Resource Observation and Science (EROS) Center, Sioux Falls,SD,57198, United States
Kolden, Crystal A.
Lutz, James A.
论文数: 0引用数: 0
h-index: 0
机构:
S.J. & Jessie E. Quinney College of Natural Resources, Utah State University, Logan,UT,84322, United StatesASRC Federal Data Solutions Contractor to U.S. Geological Survey (USGS) Earth Resource Observation and Science (EROS) Center, Sioux Falls,SD,57198, United States
Lutz, James A.
Key, Carl
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h-index: 0
机构:
USGS, Retired, United StatesASRC Federal Data Solutions Contractor to U.S. Geological Survey (USGS) Earth Resource Observation and Science (EROS) Center, Sioux Falls,SD,57198, United States
Key, Carl
Benson, Nathan C.
论文数: 0引用数: 0
h-index: 0
机构:
Fire Science and Ecology Program, NPS Fire Management Program Center, Boise,ID,83705, United StatesASRC Federal Data Solutions Contractor to U.S. Geological Survey (USGS) Earth Resource Observation and Science (EROS) Center, Sioux Falls,SD,57198, United States
Benson, Nathan C.
Robertson, Kevin M.
论文数: 0引用数: 0
h-index: 0
机构:
Tall Timbers Research Station, 13093 Henry Beadel Drive, Tallahassee,FL,32312, United StatesASRC Federal Data Solutions Contractor to U.S. Geological Survey (USGS) Earth Resource Observation and Science (EROS) Center, Sioux Falls,SD,57198, United States
机构:
Oak Ridge Natl Lab, Climate Change Sci Inst, POB 2008, Oak Ridge, TN 37831 USA
Oak Ridge Natl Lab, Div Environm Sci, POB 2008, Oak Ridge, TN 37831 USAOak Ridge Natl Lab, Climate Change Sci Inst, POB 2008, Oak Ridge, TN 37831 USA
Naz, Bibi S.
Kao, Shih-Chieh
论文数: 0引用数: 0
h-index: 0
机构:
Oak Ridge Natl Lab, Climate Change Sci Inst, POB 2008, Oak Ridge, TN 37831 USA
Oak Ridge Natl Lab, Div Environm Sci, POB 2008, Oak Ridge, TN 37831 USAOak Ridge Natl Lab, Climate Change Sci Inst, POB 2008, Oak Ridge, TN 37831 USA
Kao, Shih-Chieh
Ashfaq, Moetasim
论文数: 0引用数: 0
h-index: 0
机构:
Oak Ridge Natl Lab, Climate Change Sci Inst, POB 2008, Oak Ridge, TN 37831 USA
Oak Ridge Natl Lab, Comp Sci & Math Div, POB 2008, Oak Ridge, TN 37831 USAOak Ridge Natl Lab, Climate Change Sci Inst, POB 2008, Oak Ridge, TN 37831 USA
Ashfaq, Moetasim
Rastogi, Deeksha
论文数: 0引用数: 0
h-index: 0
机构:
Oak Ridge Natl Lab, Climate Change Sci Inst, POB 2008, Oak Ridge, TN 37831 USA
Oak Ridge Natl Lab, Comp Sci & Math Div, POB 2008, Oak Ridge, TN 37831 USAOak Ridge Natl Lab, Climate Change Sci Inst, POB 2008, Oak Ridge, TN 37831 USA
Rastogi, Deeksha
Mei, Rui
论文数: 0引用数: 0
h-index: 0
机构:
Oak Ridge Natl Lab, Climate Change Sci Inst, POB 2008, Oak Ridge, TN 37831 USA
Oak Ridge Natl Lab, Comp Sci & Math Div, POB 2008, Oak Ridge, TN 37831 USAOak Ridge Natl Lab, Climate Change Sci Inst, POB 2008, Oak Ridge, TN 37831 USA
Mei, Rui
Bowling, Laura C.
论文数: 0引用数: 0
h-index: 0
机构:
Purdue Univ, Dept Agron, W Lafayette, IN 47907 USAOak Ridge Natl Lab, Climate Change Sci Inst, POB 2008, Oak Ridge, TN 37831 USA