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基于GOCI数据渤海海冰厚度算法研究 总被引:2,自引:0,他引:2
提出一种基于GOCI数据提取渤海海冰厚度方法并将其应用于2014年-2015年冬季渤海海冰厚度动态变化监测。首先基于高时间分辨率的GOCI数据建立GOCI短波宽带反射率与各波段反射率模型,然后建立海冰厚度与GOCI短波宽带反射率模型,并将此模型应用于渤海海冰厚度监测,最后通过基于MODIS数据、热动力学模型(Lebedev和Zubov模型)反演获得的海冰厚度以及实测海冰厚度数据对实验结果进行验证。实验结果表明:基于GOCI数据建立海冰厚度模型所反演的海冰厚度与基于MODIS数据反演的海冰厚度以及Lebedev和Zubov模型具有较高相关性(R2>0.86),而且反演结果接近实测数据(RMS为6.82 cm)。 相似文献
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对所获取的2008年冬季的辽东湾西岸海域含有海冰的Hyperion高光谱图像进行了大气校正,得到了反射率图像。用ISODATA(Iterative Self-Organizing Data Analysis Technique)聚类分析方法对反射率图像进行计算机自动分类,并结合实测的同时期的海冰反射率光谱确定了不同海冰类型的分布范围。根据不同类型海冰的厚度特征,得到了海冰厚度分级分布图和海冰厚度图。结果表明,Hyperion图像可以区分光谱有区别的冰型,无法区分浮冰和固定冰,可以更清晰地显示出海冰的光谱反射率,与实测光谱曲线更加相似,优于MODIS多光谱图像。同时,用主成分分析方法对海冰Hyperion图像进行了分析。海冰Hyperion图像中,各个波段之间的相关系数都较大,光谱维信息冗余度较大,其中30波段贡献率最高。 相似文献
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热红外遥感技术使大范围、快速地监测渤海海冰表面温度成为可能。然而,目前绝大多数遥感器都是小视场角的,只对海冰在某个方向上的辐射能量进行了测量。由于自然界的海冰大多数都是高低起伏的、不平坦的,如果近似地认为遥感像元尺度内各部分温度是相同的,有时会带来较大误差。在盛冰期的渤海辽东湾东岸固定冰区,分别用3D激光扫描仪、热红外成像仪和自计温度计测量了渤海海冰的表面形状、辐射亮温和真实温度。结果表明,由于海冰表面粗糙,会形成三维非同温像元。同时,也会导致传感器在粗糙海冰的各个部分的局部观测天顶角与整体观测天顶角有所不同,造成粗糙海冰与平整海冰的方向辐射特征有较大差异,平整海冰更接近理想平面,粗糙海冰更接近朗伯面。 相似文献
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通过采用多光谱仪器,对渤海营口港一带的近岸固定冰进行了3个站位11个谱段的入射辐射、反射辐射和透射辐射随时间变化过程的观测和研究。结果表明,发生在海冰中的反射辐射和透射辐射与入射太阳辐射的谱分布有明显差别,而且有显著的日变化。文章确立了入射辐射、反射辐射和透射辐射随时间的变化与太阳高度角的正弦成精确的线性关系,海冰的积分反照率与太阳高度角的正弦满足二次函数关系,可将不同时刻的观测值归算到正午时刻的辐射值,使不同时刻的观测结果具有可比性。计算结果表明,海冰只衰减特定强度的辐射,衰减量与入射辐射光谱分布以及辐射的强度无关,导致绿光的透射辐射最强。该文是对渤海海冰透射辐射的初步尝试,所获得的结果对未来大范围海冰光学观测打下了基础。 相似文献
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在渤海冰区油气开发中,海冰给平台结构、油气运输和施工作业带来很大影响。油气作业区海冰参数精确、连续、实时的现场监测对分析油气开发的可靠性、检验海冰数值模式、校正海冰卫星遥感数据具有重要意义。针对渤海油气作业区的海冰运动和分布特性,通过数字图像技术对海冰的厚度、运动速度和密集度三个参数的提取进行了算法开发和软件研制。在2009-2010年采用该海冰数字图像监测软件对渤海辽东湾JZ20-2油气作业区的海冰参数进行了全冰期的连续监测,获得了翔实可靠的海冰厚度、密集度和冰速等海冰监测资料。现场监测应用表明,该海冰数字图像监测软件具有操作性强、精确度高、可靠性好的优点。该监测技术进一步完善后可广泛应用于渤海油气作业区的海冰现场监测,成为海冰业务化现场监测的重要组成部分。 相似文献
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海冰厚度是监测与研究渤海海冰的重要参数。为了获取更加可靠的渤海海冰厚度数据,本研究基于MODIS数据对海冰厚度反演中的冰水分离环节和冰厚计算方法都进行了改进。对于冰水分离环节,本文在Canny边缘检测算子提取海冰基础上,加入了二值化处理、阈值判别等步骤,实现了较高精度的渤海海冰范围自动化提取。通过试验确定了海冰厚度与反照率指数关系模型中的参数,包括海冰衰减系数和海水反照率参数,使其更加符合渤海海区的物理特征。将改进后算法的海冰厚度反演结果与渤海海上石油平台实测数据进行比较,并分析了误差来源。结果表明,经过对算法的改进,海冰厚度与反照率指数关系模型的反演结果与实测数据之间的平均绝对误差由7.05 cm缩小到2.74 cm,相关系数由0.434提高到0.485。 相似文献
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以渤海原油为油样,利用ASD地物光谱仪开展油膜光谱测量,针对油膜光谱实验过程中油膜厚度难以控制的问题,改进布设油膜的方式,利用定量滴定和图像分割方法完成油膜厚度计算,并开展油膜光谱特性及其与油膜厚度的相关性分析。研究表明,油膜厚度计算方法可信度较高,能够较真实地计算出油膜厚度;油膜光谱在350~900nm范围内较为平滑,油膜厚度及其光谱在可见光波段具有较高的相关性,900nm之前具有较好的相关性且为正相关,在600~800nm之间相关性达到最高,波长在900nm之后油膜厚度与其光谱无明显相关性;油膜光谱在761nm处有峰值存在,此处可以作为判断油膜存在以及油膜厚度反演的敏感波段;利用645nm以及761nm波段建立油膜厚度与反射光谱的相关模型,能够清晰地显示油膜厚度与其光谱在可见光波段具有较强的相关性,分析结果能够为后续遥感方法溢油量反演提供可信的参考。 相似文献
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为深入解析水面浮油膜光谱特征,采用水面以上光谱测量方法,去除太阳直射和天空光两部分反射的影响,获取了珠江口水域不同厚度水面柴油膜光谱信息,对其光谱响应特征和机理进行了分析。结果表明:水面柴油膜光谱对背景水体光谱具有依赖性,但水面柴油膜光谱在可见光波段高于背景水体,且随着油膜厚度增加呈现不断增加的趋势;油膜反射光谱在蓝、紫光区域出现明显反射峰;360~500 nm区域油膜反射率与厚度相关系数大于0.8,有利于油膜厚度的遥感估算。最后指出,水面浮油膜类似于光学薄膜的单层增反膜,导致光谱反射率的增加,在360~420 nm区域的反射峰和石油类物质的荧光性有关。研究结果可为水域溢油污染遥感监测研究提供理论依据。 相似文献
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MODIS渤海海冰遥感资料反演 总被引:9,自引:0,他引:9
鉴于渤海海冰监测和预报对海冰卫星遥感数字化产品的迫切需求,本文利用MODIS的1B级数据进行渤海海冰参数反演,提供海冰遥感图像和海冰密集度、冰厚数值产品,作为渤海海冰监测和海冰数值预报初始场的重要信息来源,以及海冰预报质量检验的参考依据之一。反演结果表明,其各通道对海冰性质有很好的反映,资料信号比较稳定,对不同密集度和厚度的冰有较好的区分,相对NOAA/AVHRR和HY-1A资料有更好的实际应用价值;Terra/MODIS和HY-1A/COCTS海冰遥感反演结果对比也为HY-1A系列卫星海冰遥感的改进和提高提供有益的启示。 相似文献
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基于高光谱遥感的渤海海冰厚度半经验模型 总被引:1,自引:0,他引:1
Sea ice thickness is one of the most important input parameters for the prevention and mitigation of sea ice disasters and the prediction of local sea environments and climates. Estimating the sea ice thickness is currently the most important issue in the study of sea ice remote sensing. With the Bohai Sea as the study area, a semiempirical model of the sea ice thickness(SEMSIT) that can be used to estimate the thickness of first-year ice based on existing water depth estimation models and hyperspectral remote sensing data according to an optical radiative transfer process in sea ice is proposed. In the model, the absorption and scattering properties of sea ice in different bands(spectral dimension information) are utilized. An integrated attenuation coefficient at the pixel level is estimated using the height of the reflectance peak at 1 088 nm. In addition, the surface reflectance of sea ice at the pixel level is estimated using the 1 550–1 750 nm band reflectance. The model is used to estimate the sea ice thickness with Hyperion images. The first validation results suggest that the proposed model and parameterization scheme can effectively reduce the estimation error associated with the sea ice thickness that is caused by temporal and spatial heterogeneities in the integrated attenuation coefficient and sea ice surface. A practical semi-empirical model and parameterization scheme that may be feasible for the sea ice thickness estimation using hyperspectral remote sensing data are potentially provided. 相似文献
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溢油污染的渤海海冰反射光谱特征实测研究 总被引:1,自引:1,他引:0
Oil spilled on the sea ice surface in the Bohai Sea of China is studied through the field measurements of the reflectance of a simulated sea ice-oil film mixed pixel. The reflection characteristics of sea ice and oil film are also analyzed. It is found that the mixed pixel of sea ice and oil film is a linear mixed pixel. The means of extracting sea ice pixels containing oil film is presented using a double-band ratio oil-film sea-ice index(DROSI) and a normalized difference oil-film sea-ice index(NDOSI) through the analysis of the reflectance curves of the sea iceoil film pixel for different ratios of oil film. The area proportion of the oil film in the sea ice-oil film pixel can be accurately estimated by the average reflectance of the band of 1 610–1 630 nm, and the volume of the spilled oil can be further estimated. The method of the sea ice-oil film pixel extraction and the models to estimate the proportion of oil film area in the sea ice-oil film pixel can be applied to the oil spill monitoring of the ice-covered area in the Bohai Sea using multispectral or hyperspectral remote sensing images in the shortwave infrared band(1 500–1 780 nm). 相似文献
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Microwave remote sensing has become the primary means for sea-ice research, and has been supported by a great deal of field experiments and theoretical studies regarding sea-ice microwave scattering. However, these studies have been barely carried in the Bohai Sea. The sea-ice microwave scattering mechanism was first developed for the thin sea ice with slight roughness in the Bohai Sea in the winter of 2012, and included the backscattering coefficients which were measured on the different conditions of three bands(L, C and X), two polarizations(HH and VV), and incident angles of 20° to 60°, using a ground-based scatterometer and the synchronous physical parameters of the sea-ice temperature, density, thickness, salinity, and so on. The theoretical model of the sea-ice electromagnetic scattering is obtained based on these physical parameters. The research regarding the sea-ice microwave scattering mechanism is carried out through two means, which includes the comparison between the field microwave scattering data and the simulation results of the theoretical model, as well as the feature analysis of the four components of the sea-ice electromagnetic scattering. It is revealed that the sea-ice microwave scattering data and the theoretical simulation results vary in the same trend with the incident angles. Also, there is a visible variant in the sensitivity of every component to the different bands.For example, the C and X bands are sensitive to the top surface, the X band is sensitive to the scatterers, and the L and C bands are sensitive to the bottom surface, and so on. It is suggested that the features of the sea-ice surfaces and scatterers can be retrieved by the further research in the future. This experiment can provide an experimental and theoretical foundation for research regarding the sea-ice microwave scattering characteristics in the Bohai Sea. 相似文献
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1Introduction Seaiceplaysanimportantroleinmoderating heatandmoistureexchangesbetweentheatmosphere andtheoceanathighlatitudes.Seaicealsointeracts withthebroaderclimatesystembythepositiveice albedofeedback(Curryetal.,1995),whichamplifies projectedclimatewarmingatthehighlatitudes,andby theoceanicfeedbackinvolvingicegrowthandmelt, whichinfluencesglobalthermohalinecirculation(i.e., theNorthAtlanticDeepWaterandtheAntarcticBot- tomWater)(Walsh,1983;Barryetal.,1993). Recently,theimplementationofas… 相似文献
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针对目前海冰信息解译时对海冰外缘线及面积信息提取不精确、业务化应用不强问题,提出一种基于分裂Bregman算法的海冰外缘线自动提取方法,并通过遥感影像预处理、算法程序化等工作步骤,将该算法应用到业务化海冰信息解译工作中。方法:分别选取五景中、高空间分辨率的可见光卫星遥感影像,将影像上待提取海冰区域首先进行不规则图像裁剪、图像增强等预处理工作,然后基于变分水平集及快速分裂Bregman投影方法进行了海冰外缘线信息的提取,并对提取出的海冰面积进行量化,最后与传统人工提取海冰信息进行了比较。实验结果表明,基于变分水平集及其快速分裂Bregman算法提取的海冰信息,具有提取的海冰边缘精确、自动化程度高、提取结果稳定可靠等优点。 相似文献
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Gong Jialong 《海洋学报(英文版)》1989,8(3):379-390
Sea-ice is an important operational item for real timely monitoring and forecasting marine environment of China. This paper introduces an operational method of satellite remote sensing to monitor sea- ice using quantitative data of NOAA, and its contents include computer processing of AVHRR sounding data of NOAA and its program design, imagery processing of sea-ice imagery from satellite and their thematic analysis. The sea-ice satellite colour imageries processed via this software system are able to interpret sea-ice pattern, characterizing it by thickness, maximum position of ice boundary, floe concentration and dynamic process of ice changing. At the same time, analyses of the ice condition of the Bohai Sea for the two-year period (1986-1988) as monitored by satellite have been summarized. 相似文献