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Remote-sensing inversion model of surface water suspended sediment concentration based on in situ measured spectrum in Hangzhou Bay, China

机译:基于杭州湾原地实测光谱的地表水悬浮物浓度遥感反演模型

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Suspended sediment concentration (SSC) is an important parameter for monitoring coastal water quality. Suspended particles are also the main optically active substances for ocean color remote sensing. It is important to study the surface reflectance spectra features of coastal turbid water, as it can be the basis for establishing more accurate remote-sensing inversion models. In this study, Hangzhou Bay, China, was selected as the study area. Two in situ measurement and sampling stations in the estuary of the Qiantang River which flows into Hangzhou Bay were set up separately. Above-water spectrum observation method, which the NASA recommended, was adopted to measure the reflection spectrum of turbid waters. Surface water samples were simultaneously collected to obtain the corresponding SSC data. The results showed that the total suspended particle concentrations in the Hangzhou Bay were typically high, and the inorganic suspended particle concentrations were far greater than the phytoplankton concentrations, which averages 705 mg/L and 1.16 mg/m3. The SSC at two sampling stations both showed significant temporal variability, particularly appearing short-period rapid fluctuations accompanying the tidal cycle. The measured surface water reflectance spectra all showed typical curve characteristics of high turbid water, and as the SSC increased, the corresponding reflectivity of surface water also increased. The increments at different wavelengths were variational, with two reflectance peaks appearing at 650–700-nm and near the 800-nm wavelength of spectral curves, respectively. The first derivative of spectral curves showed that the first reflectance peak location appeared to be a “red shift” phenomenon with the SSC increasing. The correlation coefficients between the SSC of surface water and the remote-sensing reflectance according to moderate resolution imaging spectra-radiometer (MODIS) channels’ central wavelength were different significantly, which were larger at MODIS long-wavelength channels (650 nm) and smaller at MODIS short-wavelength channels (400–550 nm). The value of determination coefficient R 2 was 0.82 when the reflectance ratio of MODIS band 2 to band 1 was selected as the SSC sensitive bands combination and exponential regression analysis was employed. Therefore, the reflectance ratio of MODIS band 2 to band 1 can be adopted as the main band combination for establishing surface water SSC remote-sensing inversion model in the Hangzhou Bay.
机译:悬浮沉积物浓度(SSC)是监测沿海水质的重要参数。悬浮颗粒还是用于海洋遥感的主要光学活性物质。研究沿海浑浊水的表面反射光谱特征非常重要,因为它可以为建立更准确的遥感反演模型提供基础。在本研究中,中国杭州湾被选为研究区域。分别在流入杭州湾的钱塘江河口设立了两个现场测量采样站。采用美国宇航局推荐的水上光谱观测方法来测量混浊水的反射光谱。同时收集地表水样品以获得相应的SSC数据。结果表明,杭州湾的总悬浮颗粒浓度通常较高,无机悬浮颗粒浓度远大于浮游植物的浓度,浮游植物的平均浓度为705 mg / L和1.16 mg / m 3 。两个采样站的SSC均显示出明显的时间变化,特别是伴随潮汐周期出现短期的快速波动。测得的地表水反射光谱均显示出高混浊水的典型曲线特征,随着SSC的增加,地表水的反射率也随之增加。不同波长处的增量是变化的,两个反射峰分别出现在光谱曲线的650-700 nm和800 nm波长附近。光谱曲线的一阶导数表明,随着SSC的增加,第一反射峰位置似乎是“红移”现象。根据中分辨率成像光谱辐射仪(MODIS)通道的中心波长,地表水的SSC与遥感反射率之间的相关系数显着不同,在MODIS长波长通道(> 650nm)处更大,而在较小的范围内在MODIS短波长通道(400-550 nm)处。当选择MODIS波段2与波段1的反射比作为SSC敏感波段组合并采用指数回归分析时,测定系数R 2 的值为0.82。因此,可以采用MODIS波段2对波段1的反射率作为建立杭州湾地表水SSC遥感反演模型的主要波段组合。

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