Spatial and Temporal Expansion of Photovoltaic Sites and Thermal Environmental Effects in Ningxia Based on Remote Sensing and Deep Learning

Ningxia has emerged as a strategic hub for China’s photovoltaic (PV) industry by leveraging abundant solar energy resources and geoclimatic advantages. This study analyzed the spatiotemporal expansion trends and microclimatic impacts of PV installations (2015–2024) using Gaofen-1 (GF-1) and Landsat8...

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Bibliographic Details

Published in:	Remote Sensing
Main Authors:	Heao Xie, Peixian Li, Fang Shi, Chengting Han, Ximin Cui, Yuling Zhao
Format:	Article
Language:	English
Published:	MDPI AG 2025-07-01
Subjects:	deep learning PV remote sensing imagery spatial and temporal expansion thermal environment
Online Access:	https://www.mdpi.com/2072-4292/17/14/2440