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Updated: Jun 17, 2025

Integrating Remote Sensing with Species Distribution Models; Mapping Tamarisk Invasions Using the Software for Assisted Habitat Modeling SAHM
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Integrating Remote Sensing with Species Distribution Models; Mapping Tamarisk Invasions Using the Software for Assisted Habitat Modeling SAHM

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用可解释的随机森林机器学习和卫星图像绘制美国中西部农业排水地图

Luwen Wan1, Anthony D Kendall2, Jeremy Rapp2

  • 1Department of Earth and Environmental Sciences, Michigan State University, East Lansing, MI 48824, USA; Department of Earth System Science, Stanford University, Stanford, CA 94305, USA; Institute for Human-Centered Artificial Intelligence, Stanford University, Stanford, CA 94305, USA.

The Science of the total environment
|August 7, 2024
PubMed
概括

绘制农业排水地图对于水资源管理至关重要. 这项研究开发了一个机器学习模型,使用卫星数据为美国中西部创建精确的排水地图,改进了水文和营养模型.

关键词:
农业排水 农业排水功能重要性 功能重要性谷歌地球引擎 (GEE) 是一个陆地卫星 (Landsat) 是一个地球卫星.随机森林分类随机森林分类美国中西部的中西部

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