Daily-Scale Fire Risk Assessment for Eastern Mongolian Grasslands by Integrating Multi-Source Remote Sensing and Machine Learning

Daily-Scale Fire Risk Assessment for Eastern Mongolian Grasslands by Integrating Multi-Source Remote Sensing and Machine Learning

Frequent wildfires in the eastern grasslands of Mongolia pose significant threats to the ecological environment and pastoral livelihoods, creating an urgent need for high-temporal-resolution and high-precision fire prediction. To address this, this study established a daily-scale grassland fire risk...

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Bibliographic Details
Main Authors: Risu Na, Byambakhuu Gantumur, Wala Du, Sainbuyan Bayarsaikhan, Yu Shan, Qier Mu, Yuhai Bao, Nyamaa Tegshjargal, Battsengel Vandansambuu
Format: Article
Language:English
Published: MDPI AG 2025-07-01
Series:Fire
Subjects:
grassland fire in eastern Mongolia
machine learning (RF, XGBoost, DNN)
hyperparameter optimization
SHAP interpretability
risk prediction
Online Access:https://www.mdpi.com/2571-6255/8/7/273
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https://www.mdpi.com/2571-6255/8/7/273

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