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Estimating orthophosphate phosphorus concentration in Shenzhen Bay with remote sensing and legacy in-situ measurements

机译:利用遥感和传统现场测量估算深圳湾的正磷酸盐磷浓度

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High loading of orthophosphate phosphorus is one of the serious problems in the coastal areas of China. Therefore, effectively monitoring the temporal dynamics and spatial heterogeneities of orthophosphate phosphorus concentration (COP) is crucial. The Environmental Protection Department (EPD) of Hong Kong has done monthly sampling and determination of COP at five fixed monitoring stations in Shenzhen Bay since 1986, while Landsat TM/ ETM+ sensors have been providing multispectral images since 1984. This study aimed to build remote sensing-based model to facilitate the monitoring of COP in Shenzhen Bay. Fifty-three match-ups of Landsat TM/ETM+ images and these legacy in-situ measurements were obtained with ±1 day time lag as the selection criterion for achieving this aim. After removing 5 outliers, 24 match-ups were used to calibrate COP retrieval models using linear regression. The remaining match-ups were used for model validation. The model with the best fitting and validation performance was then applied to two TM images to retrieve the COPdistribution. Results showed that linear model derived from the ratio of the green band to the square of the near infrared band produced the best validation performance, and it explained 77% of the variation of COPwith a root mean square error (RMSE) of 0.08 mg l-1 and a relative RMSE of 49.81%. The COPdistribution derived from the two TM images revealed clear distribution patterns of COPin Shenzhen Bay. This study demonstrated the potential use of remote sensing in retrieving COPvalues in coastal areas of southern China.
机译:正磷酸盐磷的高含量是中国沿海地区的严重问题之一。因此,有效监测正磷酸盐磷浓度(COP)的时间动态和空间异质性至关重要。自1986年以来,香港环境保护署(EPD)每月在深圳湾的五个固定监测站进行COP采样和测定,而Landsat TM / ETM +传感器自1984年以来一直提供多光谱图像。本研究旨在建立遥感基于模型的模型,以方便对深圳湾的COP进行监控。以±1天的时滞作为实现该目标的选择标准,获得了53个Landsat TM / ETM +图像的匹配以及这些传统的原位测量结果。移除5个离群值后,使用24个匹配项通过线性回归来校准COP检索模型。其余的匹配用于模型验证。然后将具有最佳拟合和验证性能的模型应用于两个TM图像,以检索COP分布。结果表明,由绿色带与近红外带的平方之比得出的线性模型产生了最佳的验证性能,它解释了COP变异的77%,均方根误差(RMSE)为0.08 mg l- 1,相对RMSE为49.81%。从两个TM图像得出的COP分布揭示了COP在深圳湾的清晰分布模式。这项研究证明了遥感技术在检索中国南方沿海地区的COP值方面的潜在用途。

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