Machine learning-guided field site selection for river classification

doi:10.1016/j.jag.2025.104742

Machine learning-guided field site selection for river classification

2025-07-23

0

PRE

AI

DOI：10.1016/j.jag.2025.104742

Original

Original request for help

Save

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

Machine learning-guided field site selection for river classification

Abstract

Journal

Organization