Expansion of Urban Impervious Surfaces in Lahore (1993–2022) Based on Gee and Remote Sensing Data

Z. Shao, Muhammad Nasar Ahmad, Akib Javed, F. Islam, Zahid Jahangir, Israr Ahmad
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Abstract

Impervious surfaces are an essential component of our environment and are mainly triggered by human developments. Rapid urbanization and population expansion have increased Lahore's urban impervious surface area. This research is based on estimating the urban imper- vious surface area ( uisa ) growth from 1993 to 2022. Therefore, we aimed to generate an accurate urban impervious surfaces area map based on Landsat time series data on Google Earth Engine ( gee ). We have used a novel global impervious surface area index ( gisai ) for impervious surface area ( uisa ) extraction. The gisai accomplished significant results, with an average overall accuracy of 90.93% and an average kappa coefficient of 0.78. We also compared the results of gisai with Global Human Settlement Layer-Built and harmonized nighttime light ( ntl ) isa data products. The accuracy assessment and cross-validation of uisa results were performed using ground truth data on ArcGIS and gee. Our research findings revealed that the spatial extent of uisa increased by 198.69 km2 from 1993 to 2022 in Lahore. Additionally, the uisa has increased at an average growth rate of 39.74 km2. The gisai index was highly accurate at extract- ing uisa and can be used for other cities to map impervious surface area growth. This research can help urban planners and policymak- ers to delineate urban development boundaries. Also, there should be controlled urban expansion policies for sustainable metropolis and should use less impermeable materials for future city developments.
基于Gee和遥感数据的拉合尔城市不透水面扩展研究
不透水的表面是我们环境的重要组成部分,主要是由人类发展引发的。快速的城市化和人口扩张增加了拉合尔的城市不透水地表面积。本研究基于对1993年至2022年城市不透水表面积(uisa)增长的估计。因此,我们的目标是基于谷歌地球引擎(gee)上的Landsat时间序列数据生成精确的城市不透水地表地图。我们使用一种新的全球不透水面指数(gisai)来提取不透水面(uisa)。gisai取得了显著的结果,平均总体准确率为90.93%,平均kappa系数为0.78。我们还将gisai的结果与Global Human Settlement Layer-Built and harmonized night light (ntl)数据产品进行了比较。使用ArcGIS和gee上的地面真值数据对usisa结果进行准确性评估和交叉验证。研究结果表明,1993 ~ 2022年拉合尔城市土地利用面积增加了198.69 km2。此外,美国的平均增长率为39.74平方公里。gisai指数在提取地形图时具有很高的准确性,可用于其他城市绘制不透水地表面积的增长图。该研究可为城市规划者和决策者划定城市发展边界提供参考。此外,应该有控制的城市扩张政策,以实现可持续的大都市,应该在未来的城市发展中使用更少的不透水材料。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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