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利用不透水面面积评估印度尼西亚流域的健康状况。

Evaluation of the Health Status of Indonesian Watersheds Using Impervious Surface Area as an Indicator.

机构信息

Graduate School of Life and Environmental Sciences, University of Tsukuba, Tennoudai 1-1-1, Tsukuba 305-8572, Japan.

Research Center for Remote Sensing, National Research and Innovation Agency (BRIN), Bogor 16911, West Java, Indonesia.

出版信息

Sensors (Basel). 2023 May 22;23(10):4975. doi: 10.3390/s23104975.

Abstract

Impervious surfaces affect the ecosystem function of watersheds. Therefore, the impervious surface area percentage (ISA%) in watersheds has been regarded as an important indicator for assessing the health status of watersheds. However, accurate and frequent estimation of ISA% from satellite data remains a challenge, especially at large scales (national, regional, or global). In this study, we first developed a method to estimate ISA% by combining daytime and nighttime satellite data. We then used the developed method to generate an annual ISA% distribution map from 2003 to 2021 for Indonesia. Third, we used these ISA% distribution maps to assess the health status of Indonesian watersheds according to Schueler's criteria. Accuracy assessment results show that the developed method performed well from low ISA% (rural) to high ISA% (urban) values, with a root mean square difference value of 0.52 km, a mean absolute percentage difference value of 16.2%, and a bias of -0.08 km. In addition, since the developed method uses only satellite data as input, it can be easily implemented in other regions with some modifications according to differences in light use efficiency and economic development in each region. We also found that 88% of Indonesian watersheds remain without impact in 2021, indicating that the health status of Indonesian watersheds is not a serious problem. Nevertheless, Indonesia's total ISA increased significantly from 3687.4 km in 2003 to 10,505.5 km in 2021, and most of the increased ISA was in rural areas. These results indicate that negative trends in health status in Indonesian watersheds may emerge in the future without proper watershed management.

摘要

不透水面会影响流域的生态系统功能。因此,流域的不透水面面积百分比(ISA%)已被视为评估流域健康状况的重要指标。然而,从卫星数据准确和频繁地估算 ISA%仍然是一个挑战,特别是在大尺度(国家、地区或全球)上。在本研究中,我们首先开发了一种结合白天和夜间卫星数据估算 ISA%的方法。然后,我们使用所开发的方法生成了 2003 年至 2021 年印度尼西亚的年度 ISA%分布图。第三,我们使用这些 ISA%分布图根据舒勒尔的标准评估印度尼西亚流域的健康状况。精度评估结果表明,该方法在低 ISA%(农村)到高 ISA%(城市)值范围内表现良好,均方根差为 0.52 公里,平均绝对百分比差为 16.2%,偏差为-0.08 公里。此外,由于所开发的方法仅使用卫星数据作为输入,因此可以根据每个地区的光利用效率和经济发展差异进行一些修改,很容易在其他地区实施。我们还发现,2021 年 88%的印度尼西亚流域仍未受到影响,这表明印度尼西亚流域的健康状况不是一个严重的问题。然而,印度尼西亚的总 ISA 从 2003 年的 3687.4 公里显著增加到 2021 年的 10505.5 公里,并且大部分增加的 ISA 都在农村地区。这些结果表明,如果不对流域进行适当的管理,印度尼西亚流域的健康状况可能在未来会出现负面趋势。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/453a/10220651/2ec1f3f4002f/sensors-23-04975-g001.jpg

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