Prediction of Changes in Land Use/Land Cover and Hydrological Response in the Upper Ciliwung Watershed

SettingsPanji Anom Nuariman, D. Harisuseno
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Abstract

As a result of rapid urbanization, in 2021, it was recorded that the forest area in the Upper Ciliwung Watershed was only a quarter of the total area. Therefore, the Upper Ciliwung Watershed cannot optimally perform its hydrological functions. One of the reasons for conducting this research is to provide consideration in calculating the adequacy of the forest area in the Upper Ciliwung watershed. In addition, this research was also conducted to estimate the discharge and volume of water, the trend of land use change in the Upper Ciliwung watershed in the last few decades, what might happen in the future if land use change continues, and how much influence it will have in maintaining forest areas that exist in minimizing the risk of future disasters occurring due to the high rate of development. This study combines remote sensing technology and hydrological modelling to understand changes in hydrological characteristics when LULC transformed from 2001 to 2051. The spatial-temporal dynamics of LULC and its hydrological response were estimated using an integrated approach that combines remote sensing, Cellular Automata-Markov Chain based on Multi-Layer Perceptron with an HEC-HMS modelling system. Multitemporal satellite imagery is used to understand LULC changes and projections for 2031 and 2051 in the Upper Ciliwung watershed. The analysis shows that there has been a very significant increase in the developed area over the years. In contrast, other types of LULC have decreased. In 2001-2051, the forest area experienced the worst decline, 22,423,493 m2. Meanwhile, the developed area experienced a significant increase of 49,771,952 m2. This changing pattern has a negative impact on hydrological characteristics. Hydrological modelling shows that the volume and discharge are projected to increase drastically to reach 258.61 x 106 m3 and 26.3 m3/s, respectively, in 2051.
上溪翁流域土地利用/覆被变化及水文响应预测
由于快速城市化,据记录,2021年,上Ciliwung流域的森林面积仅占总面积的四分之一。因此,上西里翁流域不能最佳地发挥其水文功能。进行这项研究的原因之一是为计算上溪旺流域森林面积的充分性提供考虑。此外,本研究还估算了近几十年来上溪旺流域的水量和水量、土地利用变化趋势、如果土地利用继续变化,未来可能发生的情况,以及它对维持现有的森林地区有多大的影响,这些森林地区因高开发速度而最大限度地降低了未来发生灾害的风险。本研究将遥感技术与水文模拟相结合,了解2001 - 2051年LULC变化期间的水文特征变化。采用遥感、基于多层感知器的元胞自动机-马尔可夫链与HEC-HMS建模系统相结合的综合方法估算了LULC时空动态及其水文响应。利用多时相卫星图像了解上Ciliwung流域2031年和2051年的LULC变化和预测。分析表明,近年来发达地区的人口增长非常显著。相比之下,其他类型的LULC有所减少。2001-2051年,森林面积下降幅度最大,为22,423,493 m2。与此同时,已开发面积增加了49,771,952平方米。这种变化模式对水文特征有负面影响。水文模型显示,预计2051年的体积和流量将急剧增加,分别达到258.61 x 106 m3和26.3 m3/s。
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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