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Landsat 8-observed water quality and its coupled environmental factors for urban scenery lakes: A case study of West Lake

机译:Landsat 8观测到的城市风光湖泊水质及其耦合环境因子:以西湖为例

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摘要

Urban scenery lakes are not only popular sites for recreation, water sport, and visit of citizens and tourists, but also function for urban water drainage and storage, and hence, their water quality is a sensitive indicator of urban aquatic environment. This study focused on two important water quality parameters, TSM (total suspended matter) and CDOM (colored dissolved organic matter) in West Lake, a world famous urban scenery lake in Hangzhou, China. Based on Landsat 8 images, remote sensing inversion models for TSM and CDOM in West Lake were compared and the best ones were determined using exponential functions and green/red band ratios. Results show that the accuracy of TSM models is relatively better while CDOM models performed relatively poor, indicating that empirical estimation of CDOM for inland complex waters remains a challenge. The Landsat 8-derived results in West Lake from 2013 to 2017 show that TSM presented diverse distributions in different sections and months/seasons-the relatively high-concentration TSM was usually found in the north section and during spring festivals, holidays and summer vacations. These spatiotemporal patterns demonstrate the evidence that TSM in West Lake was highly linked to anthropogenic impacts, such as tourist visits, commercial activities, and urban drainage projects in Hangzhou. The relations between TSM and precipitation were also examined, but no significant correlations were found, showing that the impacts of rainfall on water quality of urban lakes are complicated, and using remote sensing for such studies is still with limitations. Practitioner pointsWater quality (TSM and CDOM) of urban scenery lakes is highly influenced by urban tourist activities. Precipitation and TSM have not found significant relations in urban scenery lakes. An exponential model based on Landsat 8's bands 3 and 4 is good for TSM estimation. CDOM estimation remains a challenge for water color remote sensing in urban scenery lakes.
机译:城市风光湖不仅是休闲,水上运动以及市民和游客参观的热门场所,而且还具有城市排水和蓄水的功能,因此,其水质是城市水环境的敏感指标。这项研究的重点是两个重要的水质参数,TSM(总悬浮物)和CDOM(有色溶解有机物),西湖是世界著名的杭州城市风光湖。基于Landsat 8影像,比较了西湖TSM和CDOM的遥感反演模型,并使用指数函数和绿/红带比确定了最佳反演模型。结果表明,TSM模型的准确性相对较好,而CDOM模型的表现相对较差,这表明内陆复杂水域CDOM的经验估计仍然是一个挑战。 2013年至2017年在西湖的Landsat 8得出的结果表明,TSM在不同区域和月份/季节呈现出不同的分布-相对较高浓度的TSM通常在北部区域以及春季,节假日和暑假期间发现。这些时空模式证明,西湖的TSM与人为的影响高度相关,例如游客参观,商业活动和杭州的城市排水工程。还研究了TSM与降水之间的关系,但未发现显着的相关性,表明降雨对城市湖泊水质的影响是复杂的,并且使用遥感进行此类研究仍然有限。从业人员要点城市风光湖泊的水质(TSM和CDOM)在很大程度上受到城市旅游活动的影响。降水和TSM在城市风光湖泊中没有发现显着关系。基于Landsat 8的频带3和4的指数模型对于TSM估计非常有用。 CDOM估计对于城市风光湖泊中的水彩遥感仍然是一个挑战。

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