Study on Subway Station Street Block-Level Land Use Pattern and Plot Ratio Control Based on Machine Learning

As urbanization accelerates, megacities are facing challenges such as inefficient land use and traffic congestion, particularly in the context of rail transit-oriented development, where land use optimization remains a significant research gap. Current urban planning still relies heavily on the expe...

Полное описание

Библиографические подробности

Главные авторы:	Mingyi Kuang, Fei Fu, Fangzhou Tian, Liwei Lin, Can Du, Yuesong Zhang
Формат:	Artigo
Язык:	Inglês
Опубликовано:	MDPI AG 2025-02-01
Серии:	Land
Предметы:	metro station spatial growth prediction block-level land use pattern plot ratio control machine learning algorithm enhanced Markov–PLUS model
Online-ссылка:	https://www.mdpi.com/2073-445X/14/2/416
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