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Water Trophic Status Mapping of Tecto-Volcanic Maninjau Lake during Algae Bloom using Landsat 8 OLI Satellite Imagery

机译:利用Landsat 8 OLI卫星影像绘制藻类开花期间构造火山Maninjau湖的水营养状态图

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Maninjau Lake is a tecto-volcanic lake that benefit its surrounding in various aspect, so it is necessary to preserve the quality of this lake. The objectives of this study were 1) Mapping out the concentration of chlorophyll-a, total phosphorus and transparency of Maninjau Lake through analysis of Landsat-8 OLI image and field survey, 2) Identifiying trophic status of Maninjau Lake using Carlson method through Landsat-8 OLI and surveys; and 3) Mapping the trophic status of Maninjau Lake using Landsat-8 OLI image analysis. Identification of trophic status are conducted using the TSI Carlson. The parameters used to determine the Carlson TSI are chlorophyll-a, total phosphorus, and Secchi Disk Transparency (SDT). The Carlson TSI parameter are modeled from Landsat 8 OLI image using stepwise regression. The variables that fulfill the prerequisite of stepwise regression is band 4 that strongly correlated with SDT data (R2 = 0.82). Band 5 and 6 ratios are also strongly correlated with a-chlorophyll data (R2 = 0.64). Band ratios of 3,4 and 5 are strongly correlated with total phosphorus data (R2 = 0.46). The TSI Carlson mapping results show that Maninjau Lake is in a light eutrophic to hypereutrophic position with the largest distribution being heavy eutrophic. The estimated error standard (SE) SDT was 0.2 m with 74,06% maximum accuracy, SE total phosphorus maintained 0.14 mg/ l with 76,69% maximum accuracy, and SE chlorophyll-a 0.02 mg/ l with 42% maximum accuracy. Landsat-8 OLI is capable to estimate the conditions of trophic status parameter.
机译:Maninjau湖是一个构造火山湖,在各个方面都对其周围环境有利,因此有必要保护该湖的质量。这项研究的目的是:1)通过对Landsat-8 OLI图像的分析和现场调查,绘制出Maninjau湖的叶绿素a浓度,总磷和透明度; 2)通过Landsat-Carlson卡尔森方法确定Maninjau湖的营养状况8 OLI和调查; 3)使用Landsat-8 OLI图像分析绘制Maninjau湖的营养状况。使用TSI Carlson识别营养状态。用于确定卡尔森TSI的参数是叶绿素a,总磷和Secchi圆盘透明度(SDT)。使用逐步回归从Landsat 8 OLI图像对Carlson TSI参数进行建模。满足逐步回归前提的变量是与SDT数据密切相关的波段4(R 2 = 0.82)。带5和6的比率也与a-叶绿素数据密切相关(R 2 = 0.64)。 3,4和5的谱带比与总磷数据密切相关(R 2 = 0.46)。 TSI卡尔森制图结果表明,Maninjau湖处于轻度富营养化至富营养化的位置,最大的分布是重度富营养化。估计的误差标准(SE)SDT为0.2 m,最大准确度为74.06%,SE总磷保持0.14 mg / l,最大准确度为76.69%,SE叶绿素a 0.02 mg / l,最大准确度为42%。 Landsat-8 OLI能够估算营养状态参数的条件。

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