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

机译:深圳湾近磷酸盐磷浓度与遥感和遗产原位测量

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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:高磷酸盐磷的高负荷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是至关重要的。香港环境保护署(环保署)自1986年以来,香港的五个固定监测站缔约方会议的日期采样和确定,而LANDSAT TM / ETM +传感器自1984年以来一直在提供多光谱图像。本研究旨在建立遥感基于促进了深圳湾监察的模型。在Landsat TM / ETM +图像和这些传统的原位测量的五十三个匹配中获得了±1天时间滞后作为实现此目的的选择标准。删除5个异常值后,使用24个匹配来使用线性回归校准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COPDISIBURITURE。结果表明,线性模型导出从绿色频段与近红外频段的平方的比率产生了最佳的验证性能,并解释了47%的COP均线误差(RMSE)的变化为0.08 mg l- 1和相对RMSE为49.81%。来自两个TM图像的共同分布揭示了Copin Shenzhen Bay的清晰分布模式。本研究表明,在南方沿海地区检索共同面积中的潜在利用。

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