Land Use and Cover Change Detection in Shankharapur Municipality, Kathmandu Using Spectral Indices

Rabin Shakya
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Abstract

The surging increase of the urban population has been accompanied by a sharp increase in urban built-up areas. The growth of population contributing to rapid expansion of built-up area in recent decades has caused a substantial Land Use Land Cover (LULC) change across Nepal and in particular Kathmandu Valley (KV). In this study, a Normalized Difference Vegetative Index (NDVI) and Normalized Difference Built-up Index (NDBI) was applied to three Landsat imagery collected over time (2002, 2013, and 2022) and one Sentinel-2 imagery that provided recent and historical LULC conditions for, Shankharapur municipality that lies in the eastern part of Kathmandu. The three-land use land cover categories were identified and mapped from the value of NDBI and NDBI. We found that over a period of 20 years (from 2002 to 2022), the Shankharapur municipality has lost 14.64% and 25.97% of its forests and sparse vegetation, and increase in the settlement/open land by 5.48% and 226.73% as indicated by NDVI and NDBI for Landsat imagery respectively. The increase in settlement/open land can be summed to the augmented activities like constructing new building and increase forest and land defragmentation including construction of road and land planning to fulfill the demand of influx of people after the earthquake of 2015. The results of NDVI and NDBI from Sentinel-2 imagery also support the increase in settlement/open land and decrease in forest and sparse vegetation. Also, agriculture cover increased by 4.25 sq.km between 2002 to 2013 and increased by 4.85 sq.km. from 2013 to 2022 as indicated by NDVI derived from Landsat imagery. However, the significant amounts of losses of forest and sparse vegetation during 20 years have been absorbed by the expanding urbanized areas and agriculture land as more land is subjected to the built-up and land planning along with the wood-logging as a result of aftermath of the earthquake, 2015, where population has increased by 19.4 % in the span of 10 years from 2011 to 2021 and is never retreating in terms of changing land cover. Therefore, such trends if unchecked can result in loss of biodiversity and ecosystem services associated with deteriorating conditions for human well-being.
基于光谱指数的加德满都尚卡拉普尔市土地利用和覆被变化检测
随着城市人口的急剧增加,城市建成区也急剧增加。近几十年来,人口的增长导致了建成区的快速扩张,导致尼泊尔各地,特别是加德满都山谷(KV)的土地利用和土地覆盖(LULC)发生了重大变化。本研究将归一化植被指数(NDVI)和归一化建筑指数(NDBI)应用于三幅Landsat图像(2002年、2013年和2022年)和一幅Sentinel-2图像,这些图像提供了位于加德满都东部的Shankharapur市最近和历史的LULC条件。根据NDBI值和NDBI值,确定了土地利用和土地覆被的三种类型。研究发现,在2002年至2022年的20年间,山达拉普尔市的森林和稀疏植被分别减少了14.64%和25.97%,而居民点/开阔地分别增加了5.48%和226.73%。聚落/开放土地的增加可以归结为增加了新的建筑,增加了森林和土地碎片化,包括建设道路和土地规划,以满足2015年地震后人口涌入的需求。基于Sentinel-2影像的NDVI和NDBI结果也支持居民点/开阔地增加,森林和稀疏植被减少的趋势。农业面积增加4.25平方公里。从2002年到2013年增加了4.85平方公里。从2013年到2022年,由陆地卫星图像得出的NDVI表示。然而,20年来森林和稀疏植被的大量损失已被不断扩大的城市化地区和农业用地所吸收,因为2015年地震的后果导致更多的土地受到建设和土地规划以及木材砍伐的影响,其中人口在2011年至2021年的10年间增加了19.4%,并且在土地覆盖变化方面从未退缩。因此,如果不加以控制,这种趋势可能导致生物多样性和生态系统服务的丧失,从而导致人类福祉条件的恶化。
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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