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Remote Sensing Retrieval of Surface Suspended Sediment Concentration in the Yellow River Estuary 被引量:6
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作者 ZHAN Chao YU Junbao +4 位作者 WANG Qing LI Yunzhao ZHOU Di XING Qinghui CHU Xiaojing 《Chinese Geographical Science》 SCIE CSCD 2017年第6期934-947,共14页
Accurate assessment of surface suspended sediment concentration (SSSC) in estuary is essential to address several important issues: erosion, water pollution, human health risks, etc. In this study, an empirical cub... Accurate assessment of surface suspended sediment concentration (SSSC) in estuary is essential to address several important issues: erosion, water pollution, human health risks, etc. In this study, an empirical cubic retrieval model was developed for the retrieval of SSSC from Yellow River Estuary. Based on sediments and seawater collected from the Yellow River and southeastern Laizhou Bay, SSSC conditions were reproduced in the laboratory at increasing concentrations within a range common to field observations. Continu- ous spectrum measurements of the various SSSCs ranging from 1 to 5700 mg/1 were carried out using an AvaField-3 spectrometer. The results indicated the good correlation between water SSSC and spectral reflectance (Rrs) was obtained in the spectral range of 726-900 nm. At SSSC greater than 2700 mg/L, the 740-900 nm spectral range was less susceptible to the effects of spectral reflectance saturation and more suitable for retrieval of high sediment concentrations. The best correlations were obtained for the reflectance ratio of 820 nm to 490 nm. Informed by the correlation between Rrs and SSSC, a retrieval model was developed (R2 = 0.992). The novel cubic model, which used the ratio of a near-infrared (NIR) band (740-900 nm) to a visible band (400-600 nm) as factors, provided robust quantifica- tion of high SSSC water samples. Two high SSSC centers, with an order of 103 mg/1, were found in the inversion results around the abandoned Diaokou River mouth, the present Yellow River mouth to the abandoned Qingshuigou River mouth. There was little sedi- ment exchange between the two high SSSC centers due to the directions of the residual currents and vertical mixing. 展开更多
关键词 surface suspended sediment concentration (SSSC) water spectral reflectance cubic model quantitative remote sensinginversion Yellow River Estuary
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Quantitative Application Study on Remote Sensing of Suspended Sediment 被引量:1
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作者 陈一梅 徐宿东 林强 《China Ocean Engineering》 SCIE EI 2012年第3期483-494,共12页
Quantitative application on remote sensing of suspended sediment is an important aspect of the engineering application of remote sensing study. In this paper, the Xiamen Bay is chosen as the study area. Eleven differe... Quantitative application on remote sensing of suspended sediment is an important aspect of the engineering application of remote sensing study. In this paper, the Xiamen Bay is chosen as the study area. Eleven different phases of the remote sensing data are selected to establish a quantitative remote sensing model to map suspended sediment by using remote sensing images and the quasi-synchronous measured sediment data. Based on empirical statistics developed are the conversion models between instantaneous suspended sediment concentration and tidally-averaged suspended sediment concentration as well as the conversion models between surface layer suspended sediment concentration and" the depth-averaged suspended sediment concentration. On this basis, the quantitative application integrated model on remote sensing of suspended sediment is developed. By using this model as well as multi-temporal remote sensing images, multi-year averaged suspended sediment concentration of the Xiamen Bay are predicted. The comparison between model prediction and observed data shows that the multi-year averaged suspended sediment concentration of studied sites as well as the concentration difference of neighboring sites can be well predicted by the remote sensing model with an error rate of 21.61% or less, which can satisfy the engineering requirements of channel deposition calculation. 展开更多
关键词 remote sensing suspended sediment multi-year averaged suspended sediment concentration integrated model Xiamen Bay
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Remote Sensing Analysis of the Suspended Sediment Transport in Lingdingyang 被引量:1
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作者 You Yuming Hou Min Senior Engineer, River and Harbour Department, Nanjing Hydraulic Research Institute, 210029, Nanjing Assistant Engineer, River and Harbour Department, Nanjing Hydraulic Research Institute, 210029, Nanjing 《China Ocean Engineering》 SCIE EI 1992年第3期331-349,共19页
The data of landsat TM of multi-temporal for Lingdingyang Estuary, Pearl River in China is firstly used with suspended sediment concentration of field measurement to establish a correlative model equation. After the r... The data of landsat TM of multi-temporal for Lingdingyang Estuary, Pearl River in China is firstly used with suspended sediment concentration of field measurement to establish a correlative model equation. After the ratio processing of TM data and atmospheric correction, the images of suspended sediment concentration of different temporals are exported from the image processing systems AREIS II and III. These images express the characteristics of suspended sediment distribution, the mode of sediment transport and the extent of dispersion under the actions of tidal current and wind condition of different seasons. 展开更多
关键词 remote sensing suspended sediment concentration sediment transport ESTUARY
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MONITORING THE DIFFUSION OF SUSPENDED SEDIMENTS AND STABILITY OF TIDAL RADIAL SAND RIDGES AREA USING MULTI-SATELLITE REMOTE SENSING DATA 被引量:1
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作者 黄海军 何宜军 《Chinese Journal of Oceanology and Limnology》 SCIE CAS CSCD 2001年第4期361-367,共7页
Nine Landsat TM tapes and images and MSS images, 10 NOAA tapes and images and 1 SAR image from 1973 to 1997 were used to analyze the diffusion of suspended sediments and the change of tidal radial sand ridges in the n... Nine Landsat TM tapes and images and MSS images, 10 NOAA tapes and images and 1 SAR image from 1973 to 1997 were used to analyze the diffusion of suspended sediments and the change of tidal radial sand ridges in the northern part of the Changjiang River delta, the South Yellow Sea. The results showed that the diffusion of suspended sediments was controlled by the tide, net current, and submarine topography in this area. The distribution of suspended sediments had close relationship with the submarine topography. The old Huanghe River delta and the Changjiang River comprise the main sediment supply for the formation of radial sand ridges, whose evolution can be divided into three stages since the Huanghe River changed its course and flowed northward into the Bohai Sea. 展开更多
关键词 tidal sand ridges suspended sediment diffusion beach stability remote sensing monitor
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APPLICATION OF REMOTE SENSING AND FUZZY MATH TO STUDY OF SUSPENDED SEDIMENTS DIFFUSION NEAR THE HUANGHE RIVER DELTA
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作者 黄海军 李成治 《Chinese Journal of Oceanology and Limnology》 SCIE CAS CSCD 1994年第1期46-53,共8页
Sediment grain size parameters and the percent of sand and clay near the Huanghe River Delta are used to estimate the Huanghe Riser load diffusion with fuzzy analysis. The results are confirmed by field investigation ... Sediment grain size parameters and the percent of sand and clay near the Huanghe River Delta are used to estimate the Huanghe Riser load diffusion with fuzzy analysis. The results are confirmed by field investigation and the landform changes of the river estuary and sediment diffusive pattern indicated by Landsat MSS, TM images. 展开更多
关键词 fuzzy analysis remote sensing suspended sedimentS DIFFUSION
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Effect of water-sediment regulation and its impact on coastline and suspended sediment concentration in Yellow River Estuary 被引量:7
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作者 Hai-bo Yang En-chong Li +1 位作者 Yong Zhao Qiu-hua Liang 《Water Science and Engineering》 EI CAS CSCD 2017年第4期311-319,共9页
Implementation of the water-sediment regulation(WSR) scheme, mainly focused on solving the sedimentation problems of reservoirs and the lower reaches of the Yellow River, has inevitably influenced the sediment distrib... Implementation of the water-sediment regulation(WSR) scheme, mainly focused on solving the sedimentation problems of reservoirs and the lower reaches of the Yellow River, has inevitably influenced the sediment distribution and coastal morphology of the Yellow River Estuary.Using coastline delineation and suspended sediment concentration(SSC) retrieval methods, this study investigated water and sediment changes,identified detailed inter-annual and intra-annual variations of the coastline and SSC in the normal period(NP: 1986-2001, before and after the flood season) and WSR period(WSRP: 2002-2013, before and after WSR). The results indicate that(1) the sedimentation in the low reaches of the Yellow River turned into erosion from 2002 onward;(2) the inter-annual coastline changes could be divided into an accretion stage(1986-1996), a slow erosion stage(1996-2002), and a slow accretion stage(2002-2013);(3) an intra-annual coastline extension occurred in the river mouth in most years of the WSRP; and(4) the mean intra-annual accretion area was 0.789 km^2 in the NP and 4.73 km2 in the WSRP,and the mean SSC increased from 238 mg/L to 293 mg/L in the NP and from 192 mg/L to 264 mg/L in the WSRP. 展开更多
关键词 COASTLINE suspended sediment concentration Water-sediment REGULATION remote sensing YELLOW River ESTUARY
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Retrieval algorithm of quantitative analysis of passive Fourier transform infrared (FTRD) remote sensing measurements of chemical gas cloud from measuring the transmissivity by passive remote Fourier transform infrared 被引量:3
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作者 刘志明 刘文清 +4 位作者 高闽光 童晶晶 张天舒 徐亮 魏秀丽 《Chinese Physics B》 SCIE EI CAS CSCD 2008年第11期4184-4192,共9页
Passive Fourier transform infrared (FTIR) remote sensing measurement of chemical gas cloud is a vital technology. It takes an important part in many fields for the detection of released gases. The principle of conce... Passive Fourier transform infrared (FTIR) remote sensing measurement of chemical gas cloud is a vital technology. It takes an important part in many fields for the detection of released gases. The principle of concentration measurement is based on the Beer-Lambert law. Unlike the active measurement, for the passive remote sensing, in most cases, the difference between the temperature of the gas cloud and the brightness temperature of the background is usually a few kelvins. The gas cloud emission is almost equal to the background emission, thereby the emission of the gas cloud cannot be ignored. The concentration retrieval algorithm is quite different from the active measurement. In this paper, the concentration retrieval algorithm for the passive FTIR remote measurement of gas cloud is presented in detail, which involves radiative transfer model, radiometric calibration, absorption coefficient calculation, et al. The background spectrum has a broad feature, which is a slowly varying function of frequency. In this paper, the background spectrum is fitted with a polynomial by using the Levenberg-Marquardt method which is a kind of nonlinear least squares fitting algorithm. No background spectra are required. Thus, this method allows mobile, real-time and fast measurements of gas clouds. 展开更多
关键词 passive remote measurement Fourier transform infrared (FTIR) gas cloud sensing concentration retrieval
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Feasibility study on the binary-parameter retrieval model of ocean suspended sediment concentration based on MODIS data
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作者 LI Guosheng WANG Fang LIAO Heping 《Journal of Geographical Sciences》 SCIE CSCD 2008年第4期443-454,共12页
This paper brought out a new idea on the retrieval of suspended sediment concentration, which uses both the water-leaving radiance from remote sensing data and the grain size of the suspended sediment. A principal com... This paper brought out a new idea on the retrieval of suspended sediment concentration, which uses both the water-leaving radiance from remote sensing data and the grain size of the suspended sediment. A principal component model and a neural network model based on those two parameters were constructed. The analyzing results indicate that testing errors of the models using the two parameters are 0.256 and 0.244, while the errors using only water-leaving radiance are 0,384 and 0.390. The stability of the models with grain size parameter is also better than the one without grain size. This research proved that it is necessary to introduce the grain size parameter into suspended sediment concentration retrieval models in order to improve the retrieval precision of these models. 展开更多
关键词 Bohai Sea suspended sediment concentration remote sensing binary-parameter model
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Study on fluctuations of plume front and turbidity maximum in the Hangzhou Bay by remote sensing data 被引量:1
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作者 Li Yan Li Jing Su Jilan and Ren Fuhu Second Institute of Oceanography, State Oceanic Administration, Hangzhou 310012. China Institute of Remote Sensing, Peking University, Beijing 100871, China 《Acta Oceanologica Sinica》 SCIE CAS CSCD 1993年第1期51-62,共12页
On the basis of the time series of AVHRR data from NOAA satellites and the geographical information system PURSIS, fluctuations of the plume front and the turbidity maximum in the Hangzhou Bay, reflected by the distri... On the basis of the time series of AVHRR data from NOAA satellites and the geographical information system PURSIS, fluctuations of the plume front and the turbidity maximum in the Hangzhou Bay, reflected by the distributions of temperature and suspended sediment concentration respectively, are studied in view of long-term behaviors or seasonal and tidal cycles. The data suggest that the effect of front plays an important role in the development of the turbidity maximum close to the Changjiang Estuary > while the effect of tide dominates over the development of another very turbid water situated in the shoal areas in the southern Hangzhou Bay. 展开更多
关键词 esturary FRONT suspended sediment remote sensing geographical information system Hangzhou Bay
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基于Hydrolight模型的太湖SDGSAT-1卫星悬浮物浓度反演研究
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作者 王雅萍 胡雪可 +4 位作者 李家国 姜晟 陈兴峰 赵利民 陈洪真 《航天返回与遥感》 CSCD 北大核心 2024年第1期174-186,共13页
利用卫星遥感反演水体中的悬浮物浓度对水质监测和保护具有重要意义,在悬浮物浓度反演过程中,如何避免或最大程度降低水体中叶绿素a、有色可溶性有机物(Colored Dissolved Organic Matter,CDOM)的干扰是当前的技术难点。文章针对可持续... 利用卫星遥感反演水体中的悬浮物浓度对水质监测和保护具有重要意义,在悬浮物浓度反演过程中,如何避免或最大程度降低水体中叶绿素a、有色可溶性有机物(Colored Dissolved Organic Matter,CDOM)的干扰是当前的技术难点。文章针对可持续发展科学卫星1号(SDGSAT-1)MII传感器,利用Hydrolight辐射传输模型,从理论上挖掘只与悬浮物强相关的反演因子,以此构建适用于MII影像的太湖悬浮物浓度反演模型,通过水体的实测数据和遥感数据对模型应用效果进行验证。结果表明:反演因子R′(B_5/B_3)与悬浮物浓度为强相关,同时与叶绿素a、CDOM浓度弱相关;利用R′(B_5/B_3)作为反演因子构建的幂函数模型为最优反演模型;将幂函数模型分别应用于实测数据和2022年5月4日的太湖SDGSAT-1 MII数据,两次验证试验显示反演结果和现场测量结果具有较强一致性,模型适用性较好。该研究可为SDGSAT-1卫星在湖泊水体悬浮物浓度监测、水资源评估与保护等提供一些技术参考。 展开更多
关键词 悬浮物浓度反演 可持续发展科学卫星1号 相关性 水体辐射传输模拟 遥感应用
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沿海港口疏浚工程悬浮物浓度遥感反演研究
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作者 王文渊 陈林涛 +1 位作者 徐星璐 李鑫 《水运工程》 2024年第10期8-13,共6页
为对沿海港口疏浚工程产生的悬浮物浓度进行有效的高时空分辨率动态监测,利用静止轨道卫星GOCIⅡ高时空分辨率的优势,根据实测水质样本悬浮物浓度数据和卫星遥感影像预处理后的遥感反射率,采用参数相关分析方法选取反演波段,建立基于单... 为对沿海港口疏浚工程产生的悬浮物浓度进行有效的高时空分辨率动态监测,利用静止轨道卫星GOCIⅡ高时空分辨率的优势,根据实测水质样本悬浮物浓度数据和卫星遥感影像预处理后的遥感反射率,采用参数相关分析方法选取反演波段,建立基于单波段和波段比值的指数、线性、对数、多项式等反演模型,比选出最优模型并进行验证。应用该模型对某港区某日航道维护性疏浚作业水域以及倾倒水域的悬浮物浓度变化情况进行监测,结果表明其高时空分辨率的优势能更好地适应范围小、水质变化迅速的疏浚作业区和倾倒区特点,可追踪监测工程区域及周围海域悬浮物浓度的连续变化,为绿色疏浚提供参考。 展开更多
关键词 疏浚工程 遥感监测 悬浮物浓度 倾倒区 GOCIⅡ
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基于中红外波段的烷烃浓度遥测光学系统 被引量:1
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作者 殷亮 邢志明 +4 位作者 朱科 苗玉 姜萌 单新治 高秀敏 《光学精密工程》 EI CAS CSCD 北大核心 2024年第7期966-975,共10页
为了实现对烷烃气体浓度的大范围灵活检测,提出一种基于卡塞格林系统的中红外遥测遥感的方法。对该光学系统的发射模块、接收模块和探测模块进行整体设计研究,基于卡塞格林系统结合3464 nm的中红外光源完成对烷烃浓度遥测遥感光学系统... 为了实现对烷烃气体浓度的大范围灵活检测,提出一种基于卡塞格林系统的中红外遥测遥感的方法。对该光学系统的发射模块、接收模块和探测模块进行整体设计研究,基于卡塞格林系统结合3464 nm的中红外光源完成对烷烃浓度遥测遥感光学系统的设计。该光学系统需要实现对25~100 m大范围内目标的测量,设计了25 cm口径的光学遥测系统。针对卡塞格林系统存在光信号丢失的问题,采用透射式非球面准直结构,可以实现对不同距离目标的调焦;针对口径过大引起的视差问题,采用发射接收同轴的方式来消除较大的视差。实验结果表明,本系统能够对25~100 m的目标进行测量。主镜和次镜镀有中红外增强金膜,使系统的稳定性得到了显著提升。经过测试,系统的总体发射效率为86%,接收效率为75.8%。烷烃遥测遥感系统能够在大范围远距离上遥测气体浓度,使用方便、测量迅速,测量人员面对的风险低,能够保证整体光学系统的稳定性及作业检测的安全性。 展开更多
关键词 遥测遥感 烷烃浓度测量 中红外光 卡塞格林系统
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海水表层叶绿素a及悬移质浓度的激光雷达初步探测实验研究
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作者 徐杰 王章军 +3 位作者 陈超 庄全风 吴家胜 郭甜甜 《量子电子学报》 CAS CSCD 北大核心 2024年第5期802-812,共11页
针对海水表层叶绿素a和悬移质浓度在线监测的实际需求,设计并研发了一套双视场海洋激光雷达系统。首先利用实验水槽,在实验室开展了叶绿素a浓度测量实验,其结果与叶绿素荧光计/浊度计测量结果的相关系数为0.94,且不同激光发射能量下测... 针对海水表层叶绿素a和悬移质浓度在线监测的实际需求,设计并研发了一套双视场海洋激光雷达系统。首先利用实验水槽,在实验室开展了叶绿素a浓度测量实验,其结果与叶绿素荧光计/浊度计测量结果的相关系数为0.94,且不同激光发射能量下测量的叶绿素a的浓度值与叶绿素荧光计/浊度计的结果也趋于一致;同时对不同粒径的悬移质浓度进行了测量,其结果与叶绿素荧光计/浊度计测量结果的相关系数优于0.91。进而利用海洋激光雷达对青岛近海海水表层叶绿素a和悬移质浓度进行了现场观测,其测量结果与叶绿素荧光计/浊度计测量结果的相关系数分别为0.74和0.86,初步验证了自研海洋激光雷达应用于海水表层叶绿素a与悬移质浓度探测上的可行性。 展开更多
关键词 激光技术 海洋激光雷达 激光遥感 叶绿素A浓度 悬移质浓度
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基于地基遥感和地表原位测量技术研究合肥地区大气温室气体变化特征
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作者 查玲玲 谢宇 +2 位作者 单昌功 曾祥昱 王薇 《大气与环境光学学报》 CAS CSCD 2024年第4期489-502,共14页
基于地基傅里叶变换红外遥感和地表原位测量两种观测技术研究了合肥市2016—2017年两年间大气CO_(2)和CH_(4)浓度的变化。观测结果表明:合肥地区大气中CO_(2)和CH_(4)浓度都有着明显的季节变化,其中CO_(2)浓度在2016年8月呈现一个极小值... 基于地基傅里叶变换红外遥感和地表原位测量两种观测技术研究了合肥市2016—2017年两年间大气CO_(2)和CH_(4)浓度的变化。观测结果表明:合肥地区大气中CO_(2)和CH_(4)浓度都有着明显的季节变化,其中CO_(2)浓度在2016年8月呈现一个极小值,然后随着时间的推移开始逐渐增加,到2017年4月达到最大值,之后逐渐下降,在2017年9月初又达到另一个极小值;而CH_(4)在夏季和初秋浓度较高,冬季和初春浓度较低。2016年地基遥感测量XCO_(2)和XCH_(4)月均值的季节幅值分别为5.96×10^(-6)和0.047×10^(-6),而原位测量的CO_(2)和CH_(4)浓度月均值的季节幅值分别为31.46×10^(-6)和0.26×10^(-6),约为地基遥感测量对应值的5倍。对合肥站点大气CO_(2)与CO、CH_(4)与CO_(2)分别进行了相关性分析,得到地基遥感测量的秋季XCO_(2)与XCO的相关系数R为0.75,XCO_(2)/XCO的值为79.5,强的相关性说明合肥地区秋季CO_(2)和CO多来自于同一个排放源。另一方面,地表原位测量的冬季CO,与CO、CH_(4)和CO_(2)的相关系数R均为0.80,CO_(2)/CO的值为52.2,CH_(4)/CO_(2)的值为0.0036,气体之间强的相关性说明合肥站点冬季人为排放是CO_(2)的主要来源,并且CH_(4)与CO_(2)部分来源于生物质燃烧。 展开更多
关键词 温室气体 地基遥感 原位测量 季节变化 浓度比值
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基于哨兵-2MSI数据的高邮湖水体叶绿素a浓度和总悬浮物浓度遥感反演
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作者 陈宇洁 陈志芳 +1 位作者 邹丽 王厚俊 《环境监控与预警》 2024年第6期21-28,共8页
哨兵-2号卫星多光谱成像仪(MSI)数据的空间分辨率高,重访周期短,适用于高邮湖这类中小型湖泊的水质反演。利用实测水体光谱数据模拟出哨兵-2 MSI数据,并建立了适用于该数据在高邮湖反演叶绿素a(Chl.a)浓度和总悬浮物(TSM)浓度的模型。... 哨兵-2号卫星多光谱成像仪(MSI)数据的空间分辨率高,重访周期短,适用于高邮湖这类中小型湖泊的水质反演。利用实测水体光谱数据模拟出哨兵-2 MSI数据,并建立了适用于该数据在高邮湖反演叶绿素a(Chl.a)浓度和总悬浮物(TSM)浓度的模型。经过验证,Chl.a的反演均方根误差(RMSE)为8.02μg/L,平均相对误差(MRE)为18.4%,TSM的反演RMSE为16.2 mg/L,MRE为23.3%,表明该模型具备理想的反演精度。利用哨兵-2 MSI数据和建立的反演模型,可以获得高邮湖Chl.a和TSM时空分布情况。初步分析发现,高邮湖这2项水质参数的分布与湖内的围网养殖和入湖径流之间存在一定关系。 展开更多
关键词 高邮湖 叶绿素A浓度 总悬浮物浓度 遥感反演 哨兵-2号卫星 多光谱成像仪数据
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基于Sentinel-2卫星数据的城市湖泊湿地叶绿素A及总悬浮物浓度定量监测分析——以长沙市松雅湖为例
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作者 肖海 陈铸 +2 位作者 徐思源 全思湘 张泰 《国土资源导刊》 2024年第1期129-134,共6页
将湖南省长沙市松雅湖生态湿地湖泊作为研究区,以2016年12月9日和2020年11月8日两期Sentinel-2卫星MSI影像为基础数据源,基于二类水体区域性近岸海域水色算法(C2RCC),对监测区的叶绿素A浓度及总悬浮物浓度进行反演。监测结果表明,秋冬季... 将湖南省长沙市松雅湖生态湿地湖泊作为研究区,以2016年12月9日和2020年11月8日两期Sentinel-2卫星MSI影像为基础数据源,基于二类水体区域性近岸海域水色算法(C2RCC),对监测区的叶绿素A浓度及总悬浮物浓度进行反演。监测结果表明,秋冬季节,松雅湖水生态修复区的叶绿素A浓度和总悬浮物浓度平均值与非修复区相比,呈现整体偏低的趋势。随着时间推移,松雅湖三个区域的整体叶绿素A浓度和悬浮物浓度均有明显降低。研究结果表明,此方法可为快速高效开展生态湿地湖泊水体的生态状况评价提供基础数据支撑。 展开更多
关键词 叶绿素A浓度 总悬浮物浓度 遥感反演 C2RCC算法 湖南
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The Pattern of Sediment Dispersion in the Front Sector of the Stenhouse and Ajax Glaciers, Visca Anchorage, King George Island, Antarctica
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作者 Beatriz Ferraz Scigliano Kátia Kellem da Rosa +1 位作者 Ana Teresa Cordeiro Cid Bastos Elisabete de Santis Braga 《International Journal of Geosciences》 2014年第12期1509-1520,共12页
This study investigated the dispersal pattern of suspended sediment in the areas near the Stenhouse and Ajax glaciers, Visca Anchorage, Martel Inlet, King George Island, Antarctica. This study was conducted using visi... This study investigated the dispersal pattern of suspended sediment in the areas near the Stenhouse and Ajax glaciers, Visca Anchorage, Martel Inlet, King George Island, Antarctica. This study was conducted using visible band processing of Quickbird high-resolution spatial images obtained in October 2006. The methodology was also based on the collection and interpretation of data obtained from water samples collected in Admiralty Bay in December 2004. The digital processing of satellite images was performed using a classification method based on the reflectance characteristics of water. The classified images improved visual identification of the dispersion pattern of suspended sediments in the study area. These data were related to the interpretation of analyses conducted on suspended particulate matter (SPM) in the water. The sediment dispersal pattern observed may be associated with glacial erosion processes, their input of meltwater from the front of the glaciers into the study area, detritus flow processes and glaciomarine circulation in the region. 展开更多
关键词 remote sensing GLACIOMARINE CIRCULATION suspended sediment
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地理加权回归建模结果不确定性度量与约束方法 被引量:1
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作者 刘宁 邹滨 张鸿辉 《测绘学报》 EI CSCD 北大核心 2023年第2期307-317,共11页
作为一种经典局部加权最小二乘方法,地理加权回归建模一直受样本空间稀疏及预测变量局部共线性等因素困扰,导致建模结果不确定性呈现空间异质。通过协方差传播定律构建后验标准差精度评价指标,本文提出了一种地理加权回归建模结果不确... 作为一种经典局部加权最小二乘方法,地理加权回归建模一直受样本空间稀疏及预测变量局部共线性等因素困扰,导致建模结果不确定性呈现空间异质。通过协方差传播定律构建后验标准差精度评价指标,本文提出了一种地理加权回归建模结果不确定性度量与约束方法,并基于地表PM 2.5浓度遥感制图实例开展了验证。试验结果表明:不确定性约束后,不同参数下地理加权回归模型的拟合精度、基于样本/站点/区域的十折交叉验证精度均有改善;局部共线性导致的模型回归系数符号偏差问题得到了改正;模型预测结果奇异值及负值能被有效甄别,有效提升了地表PM 2.5浓度制图结果的可靠性。该不确定性度量与约束方法可有效保证地理加权回归模型估算结果的稳定性和有效性。 展开更多
关键词 地理加权回归模型 不确定性度量 PM 2.5浓度 遥感制图
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杭州湾及其邻近海域总悬浮物浓度卫星遥感
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作者 叶小敏 王晓梅 +1 位作者 邹斌 王福涛 《空间科学学报》 CAS CSCD 北大核心 2023年第6期1058-1068,共11页
近海及海湾总悬浮物是重要的水质参数之一,而杭州湾及其邻近海域是典型的海湾与近岸海域,与人类关系密切。卫星遥感广泛应用于海水总悬浮物浓度的探测与分析。利用现场实测数据,建立了中国HY-1C/D卫星水色水温扫描仪(Chinese Ocean Colo... 近海及海湾总悬浮物是重要的水质参数之一,而杭州湾及其邻近海域是典型的海湾与近岸海域,与人类关系密切。卫星遥感广泛应用于海水总悬浮物浓度的探测与分析。利用现场实测数据,建立了中国HY-1C/D卫星水色水温扫描仪(Chinese Ocean Color and Temperature Scanner, COCTS)及其他当前在轨的典型水色遥感器在杭州湾及邻近海域的总悬浮物卫星遥感反演方法模型,模型平均相对误差不高于19%。反演并融合获得了HY-1C/D等多源卫星2015-2022年杭州湾及邻近海域的总悬浮物浓度卫星遥感及其融合数据。融合数据经实测数据对比验证,两者之间线性相关系数为0.72,平均相对偏差为26%。卫星遥感结果表明,2015-2022年间杭州湾及其邻近海域总悬浮物浓度年际变化不大,其线性变化不超过其年平均浓度值的0.5%。研究结果表明利用包括HY-1C/D卫星COCTS等的海洋水色遥感载荷,可有效遥感反演得到杭州湾及其邻近海域的总悬浮物浓度并分析其时空变化特征。 展开更多
关键词 杭州湾 总悬浮物浓度 HY-1C/D卫星 遥感
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基于无人机遥感和集成学习的苏州市河流悬浮物浓度反演 被引量:1
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作者 余成 唐毅 +4 位作者 潘杨 易虹辰 谷一平 褚峰 施骄阳 《中国环境科学》 EI CAS CSCD 北大核心 2023年第10期5335-5346,共12页
针对单一模型容易过拟合的缺陷,通过4种不同的集成学习策略实现多种机器学习方法之间的优势互补,从而提升模型的精度和泛化性,并以苏州市为研究区,无人机采集的多光谱遥感影像和实地测量的悬浮物浓度数据为基础建立集成学习反演模型.同... 针对单一模型容易过拟合的缺陷,通过4种不同的集成学习策略实现多种机器学习方法之间的优势互补,从而提升模型的精度和泛化性,并以苏州市为研究区,无人机采集的多光谱遥感影像和实地测量的悬浮物浓度数据为基础建立集成学习反演模型.同时,4种常用的回归分析方法和3种经典的机器学习方法被作为对比方法以探究集成学习策略的有效性.结果表明,集成学习策略能够克服单一模型各自的缺陷,显著提升遥感反演的精度和泛化性,其中表现最优的集成学习反演模型的验证集决定系数达到0.821井相比回归分析方法提升38.21%,井相比单一机器学习方法提升16.79%.此外,集成学习方法反演的绝对误差集中于较小值,其绝对误差均值和中值均优于传统方法,以期提高城市悬浮物浓度反演精度,为无人机遥感河流悬浮物浓度反演提供指导. 展开更多
关键词 河流悬浮物浓度 无人机遥感 多光谱 集成学习 机器学习
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