The research on the remote sensing''s information tree model of the Nansha coral islets and reef''s spatial structure

Ｔｈｅｒｅｓｅａｒｃｈｏｎｔｈｅｒｅｍｏｔｅｓｅｎｓｉｎｇ＇ｓｉｎｆｏｒｍａｔｉｏｎｔｒｅｅｍｏｄｅｌｏｆｔｈｅＮａｎｓｈａｃｏｒａｌｉｓｌｅｔｓａｎｄｒｅｅｆ＇ｓｓｐａｔｉａｌｓｔｒｕｃｔｕｒｅ￥ＬｉｕＢａｏｙｉｎ；ＷａｎｇＹａｎｆｅｎｇａｎｄＨａ...     

Remote sensing composite information's trend surface analysis of Nansha Islands coral islets and reefs'top

INTRODUCTIONIntheseaareaofNanshaIslands,therearemanyshoalpatchandrapids.Themajorareaisclassifiedas"dangerouszone".Thereforeitisverydifficulttomakeanormalinvestigationonit.Consideringtheremotesensinginformationfeaturesreflectedbythecontrolfunctionoflocalgeographicstructureandthegrowthofcoralisletsandreefs,wefindthatthemostimportantfeatureofthegeographicsystemofNanshaIslandsisthatitsdistributionisregional.Thetrendsurfaceanalysissystembasedontheremotesensingcompositeinformationistoemulatet…     

基于高分辨率遥感的珊瑚礁地貌单元体系构建和分类方法—以8波段Worldview-2影像为例

珊瑚礁生态系统是全球初级生产力最高的生态系统之一, 在维持海洋生物多样性、防浪固滩、资源供给等方面发挥着巨大作用。珊瑚礁遥感地貌分类体系是珊瑚礁保护、管理及可持续发展的必要基础, 但目前还未有结合珊瑚覆盖度进行分类的体系。本文基于WorldView-2高分辨率遥感影像, 以中国南海西沙群岛七连屿北部赵述岛和西沙洲所在礁盘作为研究区, 结合珊瑚覆盖度、区域地貌成分和水动力条件等指标, 建立了既适用于遥感监测又与珊瑚生存状况相关联的珊瑚礁地貌单元分类体系。同时, 利用面向对象的支持向量机(Support Vector Machine, SVM)和随机森林(Random Forest, RF)分类方法进行珊瑚礁地貌单元的信息提取, 并对分类结果进行精度评价。结果表明, SVM和RF两种分类方法均能较好地提取出珊瑚礁地貌单元, 分类精度分别为87.59%和79.81%。针对分类过程中出现的错分、漏分问题, 结合珊瑚礁成因和分布规律对分类结果进行修正, 修正后分类提取的精度达到91.3%, Kappa系数为0.9041, 表明本文构建的珊瑚礁地貌单元分类体系在一定程度上能满足当前珊瑚岛礁信息提取的需要。     

南沙群岛遥感复合信息的珊瑚礁顶趋势面分析

基于南沙海域区域地质构造的控制与珊瑚岛礁发育及其所表观的遥感信息特征,借助数学模型和电子计算机,以遥感复合信息所建立的趋势面分析系统,模拟了南沙珊瑚岛礁顶部地理数据的空间分布及其区域性变化趋势,从而对南沙珊瑚岛礁的空间分布特征作出科学的解释与区域比较.     

On the possibility of mapping living corals to the species level based on their optical signatures

Several methods (Spectral Angle Mapper, first derivatives, spectral clustering) were used to test the possibility of discriminating live corals at the species level by using reflectance spectra obtained by close range underwater remote sensing. The Spectral Angle Mapper used with an in situ spectral library of 73 coral colonies recognised all corals correctly in an artificial remote sensing image created from the same coral spectra. The results did not change when “grey” noise was added to each pixel in the artificial image or when the artificial image was made from reflectance spectra modelled through a 5-m water column. The results showed that the within-species variability in optical properties of a set of four coral species, for which at least three different specimens were measured, was as high as between-species variability. Thus, it is highly unlikely that hard corals can be discriminated at a species level by means of remote sensing. Cluster analysis showed that it is difficult to recognise corals also at the genus level (Acropora vs. non-Acropora) based on their reflectance spectra. However, visual inspection of the coral spectra and clustering analysis suggest that it is possible to separate three main optical types of corals: green, blue, and brown corals. This may form the basis for an optical classification of corals that is more suited for remote sensing than traditional taxonomy.     

The remote sensing composite information entropyand types of Nansha coral reef atolls

INTRODUCTIONTherearemorethan60atollsintheNanshaIslandsofChina.AInongtheemergedatollsofthem,thelargestreeftopareaisabout620kmZ,thesmallestisaboutIkmZ.TheresearchontheirgrowthisimPOrtantfromthescientificandrealisticperspectives.Duringthegeologicalhistory,undertheconditionthatthesealevelisrelativelysteady,theatoll'sformationisatypeofmarinetranSgression.Onthebasisoftheatollreef-ring'sopen-degree,theemergedatollsareclassifiedintofourtypes:opentype,half-opentype,quasi-closedtypeandclosedtyp…     

基于WorldView-2和GF-2遥感影像的赵述岛礁坪底质变化研究

以西沙群岛海域赵述岛礁坪为研究区域,应用2010年的WorldView-2和2015年的GF-2两期高分辨率卫星遥感影像数据,结合现场水下珊瑚礁照片和视频资料,建立了赵述岛礁坪底质类型遥感分类体系,分别构建了针对WorldView-2遥感影像和GF-2遥感影像的珊瑚礁底质分类决策树模型,并通过对两期遥感影像的底质类型提取结果的变化分析,完成了赵述岛礁坪退化区域的提取。结果表明:(1)WorldView-2影像的分类决策树具有91%的总体分类精度和0.89的Kappa系数,GF-2影像的分类决策树具有更高的分类精度;(2)6年期间研究区大约1/4的珊瑚礁分布区发生了退化;(3)最突出的自然变化是礁前区大面积的珊瑚丛生区转变成藻脊,结合相关资料认为东北季风、热带气旋和温度上升的综合影响是驱动因素;(4)赵述岛西侧的藻脊、珊瑚沉积区大面积转化为珊瑚砂和深水区域,原因是航道和码头的开发活动。研究分析了6年间赵述岛礁坪底质的退化状况,并分析原因,为珊瑚礁底质分类提供方法,并为西沙群岛的珊瑚礁监测和保护提供了有效资料和手段。     

基于深度学习的西沙永乐群岛珊瑚礁遥感信息提取

珊瑚礁是海洋生态系统的重要组成部分,对保护海洋生物多样性以及维持海洋生态平衡具有重大意义。我国南海珊瑚岛礁自然资源丰富,准确、高效地提取珊瑚岛礁信息对南海岛礁监测、管理、规划与保护具有现实意义。本研究基于我国海洋一号C卫星（HY 1C）遥感数据,对西沙永乐群岛珊瑚礁信息进行了研究与分析,提出基于HY 1C遥感数据的珊瑚礁地貌分类体系。采用全卷积神经网络U Net模型,依次通过下采样、上采样操作提取西沙永乐环礁地貌特征,实现原始影像的像素级语义分割。结果表明：基于HY 1C数据建立的地貌分类体系对活珊瑚覆盖及珊瑚生长发育条件具有指示作用,提出的基于U Net模型的珊瑚岛礁地貌信息自动提取方法,能够为我国南海珊瑚岛礁生态系统的全自动、大范围监测和评价提供相应理论基础,在珊瑚礁生态管理与评价中发挥关键作用。精度验证结果表明：U Net模型可以有效提取珊瑚礁地貌信息,采用的地貌信息提取方法具备时空泛化能力,泛化精度高于80%。     

南海珊瑚岛礁地貌遥感识别研究

南海珊瑚岛礁总体处于退化状态,卫星遥感可以实现珊瑚礁区底质演变的监测.本文以西沙群岛海域赵述岛为研究区域,以Landsat-8卫星遥感影像为研究数据,对浅海地貌变化进行遥感分析.将影像进行水深校正和波段组合,使用最大似然法进行珊瑚礁地貌分类,可以清晰的识别灰沙岛、礁坪、礁前坡、泻湖坡、暗滩和海面六种地貌类型,以Worl...     

融合地理空间认知的珊瑚礁地貌单元高分遥感分类方法

近年来,在人为活动和自然因素的影响下,全球珊瑚礁面临着大规模退化问题,开展珊瑚礁监测研究对珊瑚礁生态系统评估、修复和保护工作具有重要作用。本文以西沙群岛北礁和华光礁为研究区,应用2015年高分二号（GF-2）和WorldView-2高空间分辨率卫星影像和现场调查数据,基于不同珊瑚礁地貌单元的空间位置特征,提出了融合地理空间认知（Geo-Spatial Cognition,GSC）的珊瑚礁地貌单元高分遥感分类方法。研究结果表明：针对因空间位置不同和底质组成高度近似导致珊瑚礁地貌单元漏分和错分的问题,本文提出的方法更能有效获取精准的珊瑚礁地貌单元信息。其中,融合地理空间认知的随机森林（Integrating Geo-Spatial Cognition-Random Forest,GSC-RF）方法展现出了最优的分类表现,在北礁和华光礁珊瑚礁地貌单元分类中总体精度分别为98.06%和91.93%,Kappa系数分别为0.98和0.91。相比于仅使用光谱信息的随机森林（Random Forest,RF）、多元逻辑回归（Multinomial Logistic Regression,MLR）和支...     

基于QuickBird影像上珊瑚礁发育状况监测实验研究

珊瑚礁生态系统具有很高的生物多样性和重要的生态功能。20世纪80年代以后全球范围内珊瑚礁的大面积退化引起了人们广泛的关注。利用高分辨多光谱QuickBird影像,基于珊瑚礁几何参数与发育指数对南沙典型岛礁发育进行遥感监测,在珊瑚礁体迎风面水域由破波形成的纹理特征表明了海面粗糙度与水下礁坪的发育特性。结果表明,南沙岛礁受地质与气候的影响发育程度不一,半月礁发育较好,发育指数为0.38,仙娥礁发育指数为0.27。建立几何参数等指标能够监测南沙珊瑚礁的发育状况,可对珊瑚礁的保护提供科学依据。     

基于底质类型变化监测的2005—2018年西沙永乐群岛珊瑚礁白化分析

在海洋环境变化和人类活动的双重影响下,我国珊瑚礁白化现象日趋严重,珊瑚礁健康状况、珊瑚种群数量和丰富度呈逐年下降的趋势。本文基于2005-2007年QuickBird卫星影像、2011-2012年QuickBird/WorldView-2卫星影像和2016-2018年GF-1/2卫星影像等3期高分辨率遥感数据,以西沙永乐群岛羚羊礁、中建岛等14个岛礁为研究区（以下统称永乐群岛）,利用支持向量机（support vector machine,SVM）分类方法结合人机交互信息提取方法完成了3期永乐群岛的珊瑚礁底质类型分类,并通过珊瑚礁底质类型变化分析了永乐群岛珊瑚礁白化特征。主要结论包括：（1）提出了一种珊瑚礁白化程度分级的方法,将永乐群岛白化状况分为轻度、中度、重度和严重白化4个等级,通过分析发现在监测时段内14个岛礁中有13个发生了不同程度的白化,其中10个发生了重度白化（白化率20%以上）,1个严重白化（羚羊礁,白化率为33.36%）;（2）根据监测数据统计,上述珊瑚岛礁的白化主要是由珊瑚丛生区白化引起的,2005-2018年永乐群岛珊瑚丛生区白化面积占总的发生白化区域面积的70.55%;（3）14个岛礁中只有甘泉岛的活珊瑚覆盖在逐渐增加,活珊瑚覆盖面积由2006年5月10日的87.13 hm²增加到2018年3月7日的107.80 hm²。     

典型海岛生态环境物联网信息感知及传输技术

海岛生态物联网是海岛生态环境监测与物联网相结合的新技术, 对生态环境监测信息的集成共享、灾害预警、资源合理开发利用具有积极推动作用。文章结合庙湾岛珊瑚生态修复应用需求, 基于海岛生态人文环境特点, 对海岛生态环境物联网技术展开研究, 重点研究了珊瑚修复区海底生境参数感知技术、岸基供电控制及信息中继技术、物联网数据传输技术及远程服务器终端遥控及信息接收和管理技术等生态物联网关键技术, 可望为海岛生态物联网建设提供参考, 为海岛生态修复及健康评估提供技术支撑。     

The remote sensing composite information of Nansha reef''s closed atoll and the model of its spatial structure evolution——Ⅰ

Based on the feature of the growth and the local limitation of the Nansha reef's closed atoll, also the relatedremote sensing information of it, the composite analysis is made. The closed atoll conception remote sensing system is constructed through the formation mechanism, development law and the space-time distribution of the closed atoll. Solution of the equation consisting of information function value and isostatic value of closed atoll and half-closed atoll using this system, and topologic analysis on the two kinds of atoll's morphologic growth are the basic foundation for the research of their evolutionary comparative model.     

Study of attenuation depths for MODIS bands in the Bohai Sea in China

An attenuation depth is defined for remote sensing purposes as a depth above which 90% of the arising light leaving the water surface is originated.The deeper the attenuation depth,the more information of water is detectable by remote sensing,then the more precise information of water is extracted.Meanwhile,the attenuation depth is helpful to know water layer (by its thickness) from which remote sensing will be able to extract information.A number of investigators are using the moderate resolution imaging spectroradiometer (or MODIS) for remote sensing of ocean color.It is necessary to have a rough idea of the effective attenuation depth of imagery in each of the spectral bands employed by the MODIS.The attenuation depth is directly determined from MODIS data.Though analyzing the spectral distribution of the attenuation depth on 7 August 2003 and the seasonal variation of the attenuation depth (551 nm) in the Bohai Sea indicated that:the spectral distribution of the attenuation depth for the spectral range between 400 to 700 nm is single-peak curve,and it''s similar and difference in different regions is consistent with other scholars'' results of zoning,moreover,it supports the Bohai Sea is Case 2 water; the maximum attenuation depth shifts toward longer wavelengths,liking the red shift,with increase of turbidity of water,just like the maximum attenuation depth in the outside of the northwest coast of the Bohai Sea and the Bohai Strait is at 531nm,in the central of the Bohai Sea is at 551nm,in the region controlled by the Huanghe (Yellow) River,the region impacted by the old Huanghe River,the western side of the Liaodong Bay and the eastern side of the Liaodong Bay is at 555 nm; the seasonal change of the attenuation depth is the largest in the summer,followed by the fall,and the ranking of winter and spring in different regions is distinct.The attenuation depth in different regions is dissimilar:the order of the attenuation depth in different regions from small to big is the region controlled by the Huanghe River or the eastern side of the Liaodong Bay,the western side of the Liaodong Bay,the region impacted by the old Huanghe River,the central of the Bohai Sea or the outside of the northwest coast of the Bohai Sea,the Bohai Strait (except at 412 nm and 645 nm),in which between the region controlled by the Huanghe River and the eastern side of the Liaodong Bay (and between the central of the Bohai Sea and the outside of the northwest coast of the Bohai Sea) it varies in different seasons and different bands.     

支持海洋遥感信息提取技术的可视化建模系统流程设计

根据海洋遥感信息提取可视化建模应用需求,以用户可视化模型建立及流程设计实现为目标,采用统一建模语言UML面向对象分析方法,设计海洋遥感信息提取可视化建模系统软件结构、用户需求用例(use case)结构、类(class)结构及流程图表示法,同时完成流程定义器、流程调度的设计和实现.结果表明,可视化用户建模系统可以使广大海洋用户在使用遥感数据时无须在数据预处理及转换工作上花费较多的时间,也不要学习很多遥感信息处理专业知识即可适应和使用组件式海洋遥感数据处理和信息提取通用软件,并且在该软件平台上进行他们的研究和应用开发工作.     

渤海海域MODIS波段衰减深度研究

衰减深度是传感器检测到的水体信息的90%的深度,衰减深度越大,传感器检测到的水体信息越多,提取水体信息的精确度越高,同时从衰减深度还可了解传感器获取的水体信息到底来自水下多深的水层。以MODIS数据为数据源,对渤海海域衰减深度进行计算,分析了某一时间渤海海域衰减深度波谱变化和某一波段渤海海域衰减深度季节变化。衰减深度波谱曲线为单峰曲线,不同区域的衰减深度波谱曲线的相似和差异情况与前人根据渤海海域悬浮泥沙含量和光谱情况进行分区的情况较一致,衰减深度最大值具有红移现象(不同区域衰减深度最大值的情况是:渤海西北海岸外区域和渤海海峡区域在波段531nm,渤海中部区域在波段551nm,现黄河口影响区域、老黄河口影响区域、辽东湾西侧区域、辽东湾东侧区域在波段555nm),衰减深度波谱佐证了渤海海域为二类水体;衰减深度在夏季最大,在秋季次之,在春季和冬季在不同区域大小顺序有所不同。不同区域衰减深度由小到大顺序是现黄河口影响区域和辽东湾东侧区域、辽东湾西侧区域、老黄河口影响区域、渤海西北海岸外区域和渤海中部区域、渤海海峡区域(除去412和645nm),其中现黄河口影响区域与辽东湾东侧区域和渤海中部区域与渤海西北海岸外区域的衰减深度的大小顺序在不同季节和不同波段有差异。     

Observer presence may alter the behaviour of reef fishes associated with coral colonies

Although underwater visual census (UVC) is the most frequently used technique for quantifying reef fish assemblages, remote video analysis has been gaining attention as a potential alternative. In the South Atlantic Ocean, Millepora spp. (class Hydrozoa) are the only branching coral species; however, little is known about the ecological role that they play for reef fish communities. We compared these two observation methods (remote video and UVC) to estimate reef fish abundance and species richness associated with colonies of the fire‐coral Millepora alcicornis at Tamandaré Reefs, Northeast Brazil. Additionally, the two different techniques were used to compare species behaviour in association with fire‐corals in order to examine the biases associated with each technique and provide useful information for behavioural ecologists studying fish–coral associations. There were no differences in reef fish abundance or species richness sampled by remote video or UVC. However, a significant difference in the behaviour of associated fish was recorded between the two methods. In the presence of a diver carrying out a UVC, fish were observed spending more time sheltered amongst the coral branches compared with passively swimming on coral colonies with the remote video technique. Specifically, on the remote video recordings agonistic interactions between fish and passive swimming accounted for 33.3% and 22.2% of the census time, respectively. By comparison, when observed by a diver fish spent 34.8% of their time sheltering amongst the coral branches. We demonstrate that both techniques are similarly effective for recording fish abundance and species richness associated with fire‐corals. However, differences were observed in the ability of each method to detect the behaviour of coral‐associated fishes. Our findings show that behavioural ecologists studying complex fish–coral associations need to ensure that their aims are clearly defined and that they choose the most appropriate technique for their study in order to minimize methodological biases.     

遥感影像局部兴趣目标的可逆信息隐藏算法

提出了一种适用于遥感影像局部兴趣目标授权使用的可逆信息隐藏算法。提取遥感影像上的局部兴趣目标作为待隐藏的信息,并在原始图像上对该目标进行变形处理,然后利用可逆整数线性变换实现待隐藏信息的调制嵌入,授权用户能够完全无损重建原始遥感影像。算法为盲算法,具有较大的嵌入容量,含隐藏信息图像的峰值信噪比较高,并且可以有效抵抗剪切及椒盐噪声等攻击。     

海洋遥感文献库系统设计

以中国国家海洋信息中心出版的《海洋文摘》为主要信息源 ,兼顾其它国内外渠道的相关信息 ,设计了电子版的海洋遥感文献库。该库为适合于海洋遥感的专用文献库 ,在查询内容和种类上多于普通的文献库存。文摘与全文混合编排 ,一般文献只录入摘要 ,重点文章全文录入。文献录入前先经过海洋遥感专家的信息评估和质量控制