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Machine learning-guided field site selection for river classification

delete2025-07-23
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PRE
AI
Z
Zhihao Wang *
G
G. B. Pasternack
Y
Yufang Jin
C
C Rampini
S
Serena Alexander
N
Nikhil Kumar
R
Rune Storesund
K
Kathleen Perales
C
Christopher Lim
S
Stephanie A. Moreno
I
Igor Laćan
DOI:10.1016/j.jag.2025.104742delete
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Abstract

Abstract

En 中文
• AI can help experts locate best spots to sample nature. • Human–in–the–loop ML framework optimizes reach-scale field site selection. • High-uncertainty field sites capture previously unrecognized stream types. • Replacement method preserves geomorphic characteristics for inaccessible sites.
Keywords:
River classification
Machine learning
Field site selection
Prior datasets
Uncertainty information

Journal

International Journal of Applied Earth Observation and Geoinformation cover
International Journal of Applied Earth Observation and Geoinformation
IF:
8.6
Papers:
5.3K
Citations:
2.4W

Organization

C
contra costa resource conservation district
Scholars:
1
Papers: 1
Citations: 0
N
north santa clara resource conservation district
Scholars:
1
Papers: 1
Citations: 0
S
safer3
Scholars:
1
Papers: 1
Citations: 0
U
university of california
Scholars:
1.9W
Papers: 8.0K
Citations: 10
N
Northeastern University
Scholars:
2.5W
Papers: 1.6W
Citations: 3.0W
N
napa county resource conservation district
Scholars:
1
Papers: 1
Citations: 0
S
san josé state university
Scholars:
127
Papers: 84
Citations: 0
S
san mateo/san francisco counties
Scholars:
1
Papers: 1
Citations: 0
researcher View more organizations
Cited Papers

Cited Papers

The role of topographic variability in river channel classification
err2017-07-24
err20
errOAAI
errLane, Belize A.; Pasternack, Gregory B.; Dahlke, Helen E.; Sandoval-Solis, Samuel
errShare
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Compound Inundation Impacts of Coastal Climate Change: Sea-Level Rise, Groundwater Rise, and Coastal Precipitation
err2020-10-06
err41
errOAAI
errRahimi, Reyhaneh; Tavakol-Davani, Hassan; Graves, Cheyenne; Gomez, Atalie; Fazel Valipour, Mohammadebrahim
errShare
errSave
Reach‐scale bankfull channel types can exist independently of catchment hydrology
err2020-05-12
err0
errOAAI
errColin F. Byrne; Gregory B. Pasternack; Hervé Guillon; Belize A. Lane; Samuel Sandoval‐Solis
errShare
errSave
Census and typology of braided rivers in the French Alps
err2009-10-08
err0
PREAI
errHervé Piégay; Adrien Alber; Louise Slater; Laurent Bourdin
errShare
errSave
Quantifying River Channel Stability at the Basin Scale
err2017-02-17
err29
errOAAI
errSoar, Philip J.; Wallerstein, Nicholas P.; Thorne, Colin R.
errShare
errSave
errShare
errSave
River classification: theory, practice, politics
err2014-04-09
err59
PREAI
errTadaki, Marc; Brierley, Gary; Cullum, Carola
errShare
errSave
researcher View more