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Monitoring and predicting eutrophication of Sri Lankan inland waters using ASTER satellite data

机译:利用ASTER卫星数据监测和预测斯里兰卡内陆水域的富营养化

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This study focused on determining the past changes and predicting the future trends in eutrophication of the Bolgoda North lake, Sri Lanka using in situ Chlorophyll-a (Chl-a) measurements and Advanced Spaceborne Thermal Emission and Reflectance Radiometer (ASTER) satellite data. This Lake is located in a mixed land use area with industries, some agricultural lands, middle income and high income housing, tourist hotels and low income housing. From March to October 2013, water samples from five sampling sites were collected once a month parallel to ASTER overpass and Chl-a, nitrate and phosphate contents of each sample were measured using standard laboratory methods. Cloud-free ASTER scenes over the lake during the 2000-2013 periods were acquired for Chl-a estimation and trend analysis. All ASTER images were atmospherically corrected using FLAASH software and in-situ Chl-a data were regressed with atmospherically corrected three ASTER VNIR band ratios of the same date. The regression equation of the band ratio and Chl-a content with the highest correlation, which was the green/red band ratio was used to develop algorithm for generation of 15-m resolution Chl-a distribution maps. According to the ASTER based Chl-a distribution maps it was evident that eutrophication of this lake has gradually increased from 2008-2011. Results also indicated that there had been significantly high eutrophic conditions throughout the year 2013 in several regions, especially in water stagnant areas and adjacent to freshwater outlets. Field observations showed that this lake is receiving various discharges from factories. Unplanned urbanization and inadequacy of proper facilities in the nearby industries for waste management have resulted in the eutrophication of the water body. If the present trends of waste disposal and unplanned urbanization continue, enormous environmental problems would be resulted in future. Results of the present study showed that information from satellite remote sensing can play a useful role in the development of time series Chl-a distribution maps. Such information is important for the future predictions, development and management of this area as well as in the conservation of this water body.
机译:这项研究的重点是使用原位叶绿素a(Chl-a)测量和先进的星载热发射和反射辐射计(ASTER)卫星数据确定斯里兰卡Bolgoda北湖的过去变化并预测富营养化的未来趋势。该湖位于工业用地,一些农业用地,中等收入和高收入住房,旅游旅馆和低收入住房的混合土地使用区。从2013年3月至10月,每月从ASTM立交桥平行采集五个采样点的水样,并使用标准实验室方法测量每个样品的Chl-a,硝酸盐和磷酸盐含量。获取了2000-2013年期间湖上无云的ASTER场景,用于Chl-a估计和趋势分析。使用FLAASH软件对所有ASTER图像进行了大气校正,并使用大气校正的同一日期的三个ASTER VNIR带比率对原位Chl-a数据进行了回归。使用带比率与具有最高相关性的Chl-a含量的回归方程(绿色/红色带比率)来开发生成15-m分辨率Chl-a分布图的算法。根据基于ASTER的Chl-a分布图,很明显,从2008年至2011年,该湖的富营养化程度逐渐增加。结果还表明,2013年全年,一些地区的富营养化状况显着升高,尤其是在积水地区和淡水出口附近。现场观察表明,该湖正在接受工厂的各种排放。计划外的城市化和附近行业废物处理设施的不足导致了水体的富营养化。如果目前的废物处理趋势和计划外的城市化趋势继续下去,将来将导致巨大的环境问题。本研究的结果表明,来自卫星遥感的信息可以在时间序列Chl-a分布图的开发中发挥有用的作用。这些信息对于该地区的未来预测,开发和管理以及该水体的保护都很重要。

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