共查询到18条相似文献，搜索用时 171 毫秒
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通过实测查干湖高光谱数据,建立透明度(Secchi Disk Depth,SDD)单波段估测模型、比值估测模型以及神经网络高光谱估测模型,并以确定性系数R2以及剩余残差RMSE为指标进行了验证.通过对单波段估测模型和比值估测模型进行比较发现,单波段模型估测结果与比值模型相差无几,而水体透明度经对数处理有利于模型精度提高,但是神经网络模型是三者中最优的.查干湖透明度高光谱定量估测模型的建立,有利于今后利用遥感影像,对查干湖水体透明度进行全面估测,对于研究和监测查干湖水体水质状况有重要意义. 相似文献
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利用MODIS反演长江中游悬浮泥沙含量的初步研究 总被引：4，自引：0，他引：4
在众多卫星传感器中,中等分辨率成像光谱仪(MODIS)数据因其高的时间分辨率和中等的空间分辨率,对于水质研究具有自身的潜力和优越性.选取长江中游主河道武汉至宜昌段为例,利用MODIS 250 m波段数据定量反演了内陆河流悬浮泥沙的质量浓度.研究结果表明,地面实测的悬浮泥沙质量浓度与MODIS1,2波段的反射率组合(R1-R2)/(R1 R2)有很好的相关关系(相关系数 R2=0.72,样品数n=41),基于这种相关性建立了长江中游主河道武汉至宜昌段表层悬浮泥沙的遥感定量反演经验模型. 相似文献
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详述了湖泊遥感水质最新发展动态,如遥感水质模型的数学方法、与水质指标最敏感的波段以及TM、SPOT、MODIS、MERIS、AVHRR、CASI等传感器的适用情况,并分析了可能导致湖泊水质遥感模型误差的原因和解决办法。湖泊各项水质组分与光谱之间相互影响可认为是一种非常复杂的非线性关系,最适合用神经网络这样的黑箱模型来模拟。应当研究和选取敏感波段,用高光谱逐段分析与各种水质指标相关最密切的波段。湖泊水质遥感最终走向实用化必将其与水生态问题结合起来,作为一种监测手段,在水中藻类的时空分布、流域营养物质输送模型和湖泊水域水质模型等问题中得到广泛应用。我国学者使用超光谱数据源获得更为精确的监测成果还比较少,由于我国卫星可以用来进行水质遥感的波段比较宽,应当在新一代的资源环境卫星上加入更适合水质遥感的波段。 相似文献
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利用MODIS热红外数据反演地表温度前应处理的几个问题 总被引：4，自引：0，他引：4
中分辨率成像光谱仪(M0DIS)作为甚高分辨率扫描仪(AVHRR)等的换代产品,必然考虑到利用MODIS红外数据来反演地表温度.首先通过大气窗口的分析,在MODIS的16个热红外波段中可以选择7个波段,即波段20、22、23、29、31、32、33.它们与相应的AVHRR波段有着共同的波谱响应范围,但利用反演算法时应注意它们比较大的相关性.在MODIS热红外通道的定标处理中,使其记数值换算为具有物理意义的辐射亮度值. 相似文献
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水质遥感监测方法可以反映水质在空间和时间上的分布情况和变化,满足目前对水质调查实时、大尺度的评价要求。文章以云南抚仙湖星云湖为研究区,将实测的叶绿素a浓度、悬浮物含量和MODIS遥感数据各波段比值进行相关分析,结果表明:MODIS数据250m分辨率的r2/r1的波段组合能够较好地反演叶绿素a浓度,而500m分辨率的(r4-r3)/(r4+r3)的波段组合对于悬浮物浓度的反演能力最好。通过对它们进行回归关系分析,得到适合抚仙湖星云湖的遥感定量模型。 相似文献
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利用MODIS数据可见光波段、近红外波段和中红外波段,获得提取地表温度所需要的2个基本参数：地表比辐射率和大气透过率;然后对热红外波段b31、b32运用劈窗算法提取出陕北地区地表温度;并利用两种不同经验公式参数得出的结果与相应位置气象观测站观测的卫星过境时刻的地表气温进行比较。结果表明,劈窗算法简化模式能获得较准确的地表温度,符合陕北地区的实际地表状况,印证了应用该简化模式可以在大范围内快速实时监测地表温度。 相似文献
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以太湖为研究区域,同步获取悬浮物浓度实测数据、水体反射光谱数据和MODIS卫星影像数据,构建基于中分辨率成像光谱仪(MODIS)的悬浮物遥感估测模型.为了削弱大气效应,对MODIS影像了进行了粗略大气纠正.通过悬浮物特征光谱分析,将MODIS各敏感波段及波段组合与悬浮物浓度实测值进行相关分析,并应用实测光谱数据进行验证.在此基础上,运用回归分析建立半经验反演模型,并对模型进行了评价和应用.研究结果表明,MODIS影像可以很好地对大型内陆湖泊的悬浮物浓度进行遥感估测.250 m波段2 500 m波段4与1 000 m波段14是探测悬浮物的敏感波段.波段组合上,500 m组合因子r4/r3、r4-r3估测悬浮物含量的精度很高,适于构建反演模型;1 000 m波段8、11、131、4的多元组合也是构建模型的较好选择(R2均不低于0.85). 相似文献
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利用MODIS和AMSR-E进行积雪制图的比较分析 总被引：21，自引：2，他引：19
MODIS和被动微波辐射计AMSR-E提供了识别积雪的不同方法.MODIS首先计算反映积雪在1.6μm强吸收特性的归一化差值积雪指数NDSI,在剔除卷云的影响后,得到MODIS积雪分布.AMSR-E则根据积雪在微波波段的差异性散射特性识别积雪.通过案例分析比较了MODIS和AMSR-E积雪分布,发现由于云的遮蔽使MODIS积雪分布面积会比实际小,但由于MODIS的空间分辨率很高,得到的积雪边界线轮廓清晰.而微波由于不受云的影响,得到的AMSR-E积雪分布比较符合实际,但积雪的边界线较粗. 相似文献
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为了研究成都市水质富营养化情况,选取了龙泉湖作为研究对象,通过对龙泉湖实地采集水样以及高分一号实时遥感影像数据进行处理,准确地评价出了龙泉湖水体所处的富营养级别。通过对龙泉湖实地数据进行水样参数浓度测量以及实地光谱曲线处理,获得相关的水质反演所需的敏感波段或者波段组合,得出了5个水质参数的反演公式,既而对校正预处理过的高分一号遥感数据进行富营养等级评价。在对各个评价的指标参数进行分析后,选择适合龙泉湖富营养状态评价的叶绿素chl_a、总磷TP、总氮TN、透明度SD、高锰酸盐CODmn五个参数指标,利用综合营养状态指数法对整体水域进行水质富营养化评价,得出龙泉湖目前处于中度营养状态,并初步进行了准确性分析论证。 相似文献
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Owing to the defaults of MODIS sensor at 667 and 678 nm, data loss may occur when water bodies are highly turbid. A model for estimating MODIS signals at 667 and 678 nm from the signals at 645 nm (MMSS) is developed and constructed here to estimate the MODIS reflectance at top-of-atmosphere at 667 and 678 nm from the reflectance at 645 nm in highly turbid waters. The model is calibrated and validated by a dataset which consists of a bio-optical dataset and six MODIS images collected from the Yellow River Estuary, Changjiang River Estuary, and Taihu Lake, China. It is discovered that the linear relationships between signals above water surface are still available at top-of-atmosphere in a small region, even if atmospheric absorption and scattering are present in the process of photon transmission. The MODIS band at 645 nm is the optimal band for constructing the MMSS model. It may be rational that reflectance at 667 and 678 nm at top-of-atmosphere cannot be recorded by MODIS sensors while the values are larger than 0.76. The MMSS model produces strong performances in retrieving reflectance at top-of-atmosphere at 667 and 678 nm from the reflectance at 645 nm in turbid waters, with an uncertainty of less than 1.21 %. By comparison with the uncertainty of 2–3 % associated with “noise equivalent reflectance”, the uncertainty in the MMSS algorithm predictions (<1.21 %) is not significant. 相似文献
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Fan Wang Bin Zhou Xingmei Liu Gendi Zhou Keli Zhao 《Environmental Earth Sciences》2012,67(6):1669-1677
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?C700-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?C550?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. 相似文献
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Rim Katlane Bouchra Nechad Kevin Ruddick Fouad Zargouni 《Arabian Journal of Geosciences》2013,6(5):1527-1535
Optical remote sensing was used to provide scientific information to support environmental management in the Gulf of Gabes that is located in the southeastern coast of Tunisia. This region is characterized by shallow continental shelf subjected to semi-diurnal tides. Industrial activities in this area since the early 1970s may have contributed to the degradation of the biodiversity of the ecosystem with eutrophication problems and disappearance of benthic and planktonic species. To assess the long-term effect of anthropogenic and natural discharges on the Gulf of Gabes, the optical environment of the coastal waters is assessed from in situ measurements of total suspended matter concentration (TSM), Secchi depth and turbidity (TU). This monitoring requires regular seaborne measurements (monthly), which is very expensive and difficult to obtain. The objective of the present study is the evaluation of the Moderate Resolution Imaging Spectrometer (MODIS) AQUA data compared with two sampling campaigns realized at the study area. To map turbidity data from MODIS images, a semi-empirical algorithm was applied at band 667 nm. This bio-optical algorithm has already been calibrated and validated on the Belgian coast. The validation of this algorithm on the Gulf of Gabes using in situ measurements of turbidity and remotely sensed turbidity obtained from MODIS imagery shows a correlation coefficient of 68.9%. Seasonal and annual average maps for TSM and TU were then computed over the Gulf of Gabes using MODIS imagery. The obtained results of TSM and TU from remotely sensed data are conformable with those obtained through the analysis of in situ measurements. Therefore, remote sensing techniques offer a better and efficient tool for mapping and monitoring turbidity over the whole region. 相似文献
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Mina Moradizadeh Mehdi Momeni Mohammad R. Saradjian 《Arabian Journal of Geosciences》2014,7(5):1891-1897
Atmospheric water vapor validation needs simultaneous, well-defined, and independent information which are not easily available causing limitations in the development of remote sensing water vapor retrieval algorithms. This study is concerned with the retrieval of total atmospheric water vapor content and its validation. A band ratio method has been used to estimate the water vapor content based on Moderate Resolution Imaging Spectroradiometer (MODIS) Near InfraRed (NIR) data. The method uses MODIS bands 17, 18, and 19 as NIR bands and band 2 to remove the land cover reflectance. Furthermore, the Atmospheric Infrared Sounder (AIRS) has been used for both algorithm development and analysis of the results. The method has been modified to take into account the dry condition of the central parts of Iran. Using some various datasets, the method is implemented and evaluated quantitatively. The validation of the water vapor estimates has been undertaken by an analysis of AIRS data. The validation results shows error as low as 9 % for the estimated water vapor using the MODIS NIR band ratio method. 相似文献
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辽东湾是我国冰情最严重海域,每年冬季都会受到海冰的显著影响,冰情预测评估可为辽东湾涉海活动提供防冰抗冰的技术依据。建立气温-水温-冰情的相关性,结合便于获取的现场高精度连续气象数据和高精度冰情预测模型,可实现局地小尺度的冰情快速预测评估。基于2017—2018年冬季辽东湾东岸红沿河附近海域实测气象-水温-冰情同步观测数据,结合辽东湾大尺度整体冰情（浮冰面积）,推演局地气温、水温与不同尺度冰情评价参数（浮冰范围与冰厚）的相关关系,提出基于不同气温区间的气温变化规律的冰底热通量选取方法,进而建立适用于辽东湾的气温-水温-冰情评估方法。相关性分析结果显示：观测点气温与水温存在明显相关性;浮冰范围与气象数据存在明显相关性,临界温度为 -5 ℃的累计负气温能很好拟合本年度盛冰期浮冰范围。基于HIGHTSI进行数值模拟后发现：水温与块体积法计算冰底热通量时,冰水间的热传递系数取2.2×10-5是可行的;水温对冰情的影响表现在海冰冰厚最大值与冰期长短。为弥补辽东湾其他海域因缺少实测海水温度观测数据欠缺、冰底热通量选取不准选取导致的冰情模拟预测评估困难的问题,本文依据水温与气温的相关性,将水温随气温变化划分为结冰区（气温小于-10 ℃时水温维持冰点附近）、过渡区（气温为-10~-5 ℃时水温处于-1.4~-0.4 ℃）、融冰区（气温高于-5 ℃时水温随气温的增大逐渐增大）,进而提出适用于辽东湾所有海域的冰底热通量计算方法和冰情评估方法。 相似文献
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基于EOS/MODIS的若尔盖高原湿地定量遥感研究 总被引：1，自引：0，他引：1
研究旨在探讨EOS/MODIS影像提取若尔盖高原湿地信息的定量遥感方法.先计算MODIS影像的NDVI并将其线性变换到0～255;然后经多次试验确定区分湿地与非湿地的MODIS-NDVI阀值,并用人机交互式调整的方法消除误判像元及云的干扰,再多次试验得到区分湿地内部沼泽地和水体的阀值;通过统计不同类型湿地像元数计算湿地面积.研究表明,若尔盖高原湿地空间分布和面积具有季节差异,这与该地区降水和气温季节变化相关;采用MODIS-NDVI阀值并结合人机交互式调整的方法提取若尔盖高原夏半年的湿地信息是可行的,精度达到82%,而利用该方法提取冬半年湿地信息效果不甚理想,冬半年的MODIS影像湿地判识方法有待进一步探讨. 相似文献