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:
Penn State Univ, Civil & Environm Engn, University Pk, PA 16802 USAPenn State Univ, Civil & Environm Engn, University Pk, PA 16802 USA
Shen, Chaopeng
Laloy, Eric
论文数: 0引用数: 0
h-index: 0
机构:
Inst Environm, Inst Environm Hlth & Safety, Mol, BelgiumPenn State Univ, Civil & Environm Engn, University Pk, PA 16802 USA
Laloy, Eric
Elshorbagy, Amin
论文数: 0引用数: 0
h-index: 0
机构:
Univ Saskatchewan, Dept Civil Geol & Environm Engn, Saskatoon, SK, CanadaPenn State Univ, Civil & Environm Engn, University Pk, PA 16802 USA
Elshorbagy, Amin
Albert, Adrian
论文数: 0引用数: 0
h-index: 0
机构:
Lawrence Berkeley Natl Lab, Natl Energy Res Supercomp Ctr, Berkeley, CA 94720 USAPenn State Univ, Civil & Environm Engn, University Pk, PA 16802 USA
Albert, Adrian
Bales, Jerad
论文数: 0引用数: 0
h-index: 0
机构:
CUAHSI, Cambridge, MA USAPenn State Univ, Civil & Environm Engn, University Pk, PA 16802 USA
Bales, Jerad
Chang, Fi-John
论文数: 0引用数: 0
h-index: 0
机构:
Natl Taiwan Univ, Dept Bioenvironm Syst Engn, Taipei 10617, TaiwanPenn State Univ, Civil & Environm Engn, University Pk, PA 16802 USA
Chang, Fi-John
Ganguly, Sangram
论文数: 0引用数: 0
h-index: 0
机构:
NASA, Ames Res Ctr, BAER Inst, Moffett Field, CA 94035 USAPenn State Univ, Civil & Environm Engn, University Pk, PA 16802 USA
Ganguly, Sangram
Hsu, Kuo-Lin
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Irvine, Civil & Environm Engn, Irvine, CA 92697 USAPenn State Univ, Civil & Environm Engn, University Pk, PA 16802 USA
Hsu, Kuo-Lin
Kifer, Daniel
论文数: 0引用数: 0
h-index: 0
机构:
Penn State Univ, Comp Sci & Engn, University Pk, PA 16802 USAPenn State Univ, Civil & Environm Engn, University Pk, PA 16802 USA
Kifer, Daniel
Fang, Zheng
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas Arlington, Civil Engn, Arlington, TX 76013 USAPenn State Univ, Civil & Environm Engn, University Pk, PA 16802 USA
Fang, Zheng
Fang, Kuai
论文数: 0引用数: 0
h-index: 0
机构:
Penn State Univ, Civil & Environm Engn, University Pk, PA 16802 USAPenn State Univ, Civil & Environm Engn, University Pk, PA 16802 USA
Fang, Kuai
Li, Dongfeng
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas Arlington, Civil Engn, Arlington, TX 76013 USAPenn State Univ, Civil & Environm Engn, University Pk, PA 16802 USA
Li, Dongfeng
Li, Xiaodong
论文数: 0引用数: 0
h-index: 0
机构:
Sichuan Univ, State Key Lab Hydraul & Mt River Engn, Chengdu, Sichuan, Peoples R ChinaPenn State Univ, Civil & Environm Engn, University Pk, PA 16802 USA
Li, Xiaodong
Tsai, Wen-Ping
论文数: 0引用数: 0
h-index: 0
机构:
Penn State Univ, Civil & Environm Engn, University Pk, PA 16802 USAPenn State Univ, Civil & Environm Engn, University Pk, PA 16802 USA
机构:
Penn State Univ, Civil & Environm Engn, University Pk, PA 16802 USAPenn State Univ, Civil & Environm Engn, University Pk, PA 16802 USA
Shen, Chaopeng
Laloy, Eric
论文数: 0引用数: 0
h-index: 0
机构:
Inst Environm, Inst Environm Hlth & Safety, Mol, BelgiumPenn State Univ, Civil & Environm Engn, University Pk, PA 16802 USA
Laloy, Eric
Elshorbagy, Amin
论文数: 0引用数: 0
h-index: 0
机构:
Univ Saskatchewan, Dept Civil Geol & Environm Engn, Saskatoon, SK, CanadaPenn State Univ, Civil & Environm Engn, University Pk, PA 16802 USA
Elshorbagy, Amin
Albert, Adrian
论文数: 0引用数: 0
h-index: 0
机构:
Lawrence Berkeley Natl Lab, Natl Energy Res Supercomp Ctr, Berkeley, CA 94720 USAPenn State Univ, Civil & Environm Engn, University Pk, PA 16802 USA
Albert, Adrian
Bales, Jerad
论文数: 0引用数: 0
h-index: 0
机构:
CUAHSI, Cambridge, MA USAPenn State Univ, Civil & Environm Engn, University Pk, PA 16802 USA
Bales, Jerad
Chang, Fi-John
论文数: 0引用数: 0
h-index: 0
机构:
Natl Taiwan Univ, Dept Bioenvironm Syst Engn, Taipei 10617, TaiwanPenn State Univ, Civil & Environm Engn, University Pk, PA 16802 USA
Chang, Fi-John
Ganguly, Sangram
论文数: 0引用数: 0
h-index: 0
机构:
NASA, Ames Res Ctr, BAER Inst, Moffett Field, CA 94035 USAPenn State Univ, Civil & Environm Engn, University Pk, PA 16802 USA
Ganguly, Sangram
Hsu, Kuo-Lin
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Irvine, Civil & Environm Engn, Irvine, CA 92697 USAPenn State Univ, Civil & Environm Engn, University Pk, PA 16802 USA
Hsu, Kuo-Lin
Kifer, Daniel
论文数: 0引用数: 0
h-index: 0
机构:
Penn State Univ, Comp Sci & Engn, University Pk, PA 16802 USAPenn State Univ, Civil & Environm Engn, University Pk, PA 16802 USA
Kifer, Daniel
Fang, Zheng
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas Arlington, Civil Engn, Arlington, TX 76013 USAPenn State Univ, Civil & Environm Engn, University Pk, PA 16802 USA
Fang, Zheng
Fang, Kuai
论文数: 0引用数: 0
h-index: 0
机构:
Penn State Univ, Civil & Environm Engn, University Pk, PA 16802 USAPenn State Univ, Civil & Environm Engn, University Pk, PA 16802 USA
Fang, Kuai
Li, Dongfeng
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas Arlington, Civil Engn, Arlington, TX 76013 USAPenn State Univ, Civil & Environm Engn, University Pk, PA 16802 USA
Li, Dongfeng
Li, Xiaodong
论文数: 0引用数: 0
h-index: 0
机构:
Sichuan Univ, State Key Lab Hydraul & Mt River Engn, Chengdu, Sichuan, Peoples R ChinaPenn State Univ, Civil & Environm Engn, University Pk, PA 16802 USA
Li, Xiaodong
Tsai, Wen-Ping
论文数: 0引用数: 0
h-index: 0
机构:
Penn State Univ, Civil & Environm Engn, University Pk, PA 16802 USAPenn State Univ, Civil & Environm Engn, University Pk, PA 16802 USA