Using extreme gradient boosting for predictive urban expansion analysis in Rustenburg, South Africa from 2000 to 2030

Abstract Since the end of apartheid in 1994, South Africa has experienced significant urban population growth, with major cities undergoing particularly rapid expansion. Understanding spatial urban expansion in developing cities, such as Rustenburg, is essential for sustainable infrastructure planni...

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Λεπτομέρειες βιβλιογραφικής εγγραφής

Κύριοι συγγραφείς:	Paidamwoyo Mhangara, Eskinder Gidey, Bruce Steadman Mayise
Μορφή:	Artigo
Γλώσσα:	Inglês
Έκδοση:	Nature Portfolio 2025-05-01
Σειρά:	Scientific Reports
Θέματα:	Urban expansion Google earth engine Extreme gradient boosting model Rustenburg South Africa
Διαθέσιμο Online:	https://doi.org/10.1038/s41598-025-04304-w
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