Analysis of the spatiotemporal evolution and driving factors of land use change in Jinan springs area of the Northern Karst region, China from 1986 to 2022

Abstract The Jinan Spring Area serves as a representative of northern China’s karst regions. To explore the land-use change characteristics and their driving mechanisms, six periods of Landsat series land-use data were collected for the years 1986, 1995, 2000, 2009, 2016 and 2022. A Random Forest mo...

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Bibliographic Details
Main Authors: Shenting Gang, Xiaoyun Kong, Tao Jia, Minghui Lv, Lixia Li
Format: Article
Language:English
Published: Springer 2025-04-01
Series:Discover Applied Sciences
Subjects:
Online Access:https://doi.org/10.1007/s42452-025-06668-0
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