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ASSESSMENT OF SEA SURFACE TEMPERATURE USING LANDSAT-TM DATA

机译:利用LANDSAT-TM数据评估海面温度

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The Thane creek, forming the East Coast of Island city of Mumbai, has been used as a convenient dumping site for disposal of treated as well as untreated effluents from industries and municipal corporations. The study area (approximately 100 sq. kms) in the Thane creek, has an unusual co-existence of highly industrialised urban setting and a thick stand of mangrove forest at the land-water interface. Eight field trips between January 1997 to February 1998 were carried out in the study area for collection of surface samples synchronised with the Landsat satellite passes. Sea Surface Temperature (SST) values were also recorded simultaneously. Linear regression model and Linear regression model with sun angle correction, were developed by co-relating the field SST data with Digital Numbers (DNs) from thermal IR band (10.4 μm to 12.5 μm, Thematic Mapper band 6 data) which were extracted from the digital remotely sensed data for the corresponding dates and locations. In case of linear regression model, part of the data from each field trip was used for calibration of the model and the remaining data were utilised for validation of the model developed in the present study. A reasonable "goodness of fit" was obtained based on chi-square test while comparing field observed and model predicted SST values (α=0.77 to 0.99). In case of linear regression with sun angle correction model, three field trips were utilised for calibration of model after sun angle correction. Data from remaining five field trips was utilised for validation of model after correcting for sun angle. "Goodness of fit" was assessed to be excellent based on high α values (0.99 to 1) obtained in chi-square test. Linear regression model with sun angle correction was found superior to the linear regression model developed in this study.
机译:塔纳河(Thane Creek)形成了岛国孟买市的东海岸,已被用作方便的倾倒场所,用于处理工业和市政公司的处理过的和未处理的废水。研究区域位于塔那河(Thane Creek)(约100平方公里),拥有高度工业化的城市环境和陆水界面的红树林茂密的林地,与众不同。 1997年1月至1998年2月,在研究区进行了八次实地考察,以收集与Landsat卫星通行证同步的地表样品。还同时记录了海表温度(SST)值。线性回归模型和带太阳角校正的线性回归模型是通过将现场SST数据与从热红外波段(10.4μm至12.5μm,专题映射器波段6数据)中提取的数字数字(DN)相互关联而开发的对应日期和位置的数字遥感数据。在线性回归模型的情况下,每次实地考察的部分数据用于模型校准,其余数据用于本研究中开发的模型的验证。基于卡方检验,同时比较观察到的场和模型预测的SST值(α= 0.77至0.99)可获得合理的“拟合优度”。在使用太阳角校正模型进行线性回归的情况下,在太阳角校正后利用三个实地考察来对模型进行校准。校正太阳角后,将其余五个实地考察的数据用于模型验证。根据在卡方检验中获得的高α值(0.99至1),将“贴合度”评估为极好。发现具有太阳角校正的线性回归模型优于本研究中开发的线性回归模型。

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