Spatial-temporal distribution patterns change of grassland formation in Inner Mongolia since the 1980s

Spatial-temporal distribution patterns change of grassland formation in Inner Mongolia since the 1980s

This study evaluates the degradation of Inner Mongolian grasslands from 1980 to 2020 by analysing changes in grassland formations. A random forest-based machine learning classification model was developed using the Vegetation Map of China (1:1,000,000, 1980 s), the Vegetation Map of Inner Mongolia (...

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Bibliographic Details
Main Authors: Anan Zhang, Jiakui Tang, Na Zhang, Xuefeng Xu, Wuhua Wang, Xiaofan Li, Maojin Li, Kaihui Li, Mengquan Wu, Shuohao Cai
Format: Article
Language:English
Published: Elsevier 2025-07-01
Series:Ecological Indicators
Subjects:
Multi-period classification
Vegetation map
Grassland formation
Machine learning
Stipa
Leymus chinensis
Online Access:http://www.sciencedirect.com/science/article/pii/S1470160X25005965
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