Fig. 8: Land use type classification maps and satellite images of Luoyang city.

a–c Land usetype classification maps of the urban area of Luoyang city in 2001, 2016, 2019, and 2024, respectively. e–h Satellite images of the urban area of Luoyang city in 2001, 2016, 2019, and 2024, respectively.