基于高原湖泊的数据处理与空间可视化研究

近年来,随着工业化和城市化进程的加快,生态破坏、环境污染、湖泊品质恶化等一系列环境问题日趋严重,高原湖泊作为生态环境的重要指示剂,已逐渐成为研究的重点。空间可视化技术特有的交互性、多维性和可视化多样性的本质,更能直观形象地体现高原湖泊的变化。本文以阿雅克库木湖为研究区域,基于GIS平台,利用Landsat遥感影像数据(包括MSS、TM和ETM影像),运用改进的湖泊边界矢量化提取方法和GIS空间可视化技术,对高原湖泊的变化规律进行了研究。结果表明,历年的湖泊变化规律表现为湖泊的面积随着年份的增大而逐渐增大,某一年内的湖泊变化规律表现为减-增-减的规律,其中在2月份达到最低,在10月份达到最高,这对于保护高原湖泊和环境、预测未来环境等具有重要意义。     

LANDSAT Sub-pixel Analysis in Mapping Impact of Climatic Variability on Prairie Pothole Changes

The Prairie Pothole Region in the United States contains millions of seasonal, semi-permanent, or permanent lakes and wetlands that typically range in size from 0.1 to 10 ha. These lakes and wetlands are vulnerable to climate change, especially in our study area in South Dakota, in which a period of deluge following a sharp drought considerably expanded the areal extent of prairie pothole lakes during the last decade of the twentieth century. Preliminary estimates of lake areas, determined using LANDSAT 5 and 7 images, had appreciable errors especially for the smallest of these lakes. This article describes a new sub-pixel approach integrated with a CART (Classification and Regression Tree) model using a GIS (Geographical Information System) to quantify mixed water pixels along lake boundaries to improve area estimations for pothole lakes. Errors in estimated area were typically 10% or less for lakes greater than 1 ha in size. An analysis of lakes in our study area demonstrates how lake area changed with the transition from drought to deluge. Small lakes exhibited a distinct seasonal variation in contrast to large lakes that tended to follow precipitation trends more broadly. The total water area of lakes is consistent with broad variation in rainfall.     

Use of MODIS satellite images for detailed lake morphometry: Application to basins with large water level fluctuations

Lake morphometry is essential for managing water resources and limnetic ecosystems. For reservoirs that receive high sediment loads, frequent morphometric mapping is necessary to define both the effective life of the reservoir and its water storage capacity for irrigation, power generation, flood control and domestic water supply. The current study presents a methodology for updating the digital depth model (DDM) of lakes and reservoirs with wide intra and interannual fluctuations of water levels using satellite remote sensing. A time series of Terra MODIS satellite images was used to map shorelines formed during the annual water level change cycle, and were validated with concurrent Landsat ETM+ satellite images. The shorelines were connected with in-situ observation of water levels and were treated as elevation contours to produce the DDM using spatial interpolation. The accuracy of the digitized shorelines is within the mapping accuracy of the satellite images, while the resulting DDM is validated using in-situ elevation measurements. Two versions of the DDM were produced to assess the influence of seasonal water fluctuation. Finally, the methodology was applied to Lake Kerkini (Greece) to produce an updated DDM, which was compared with the last available bathymetric survey (1991) and revealed changes in sediment distribution within the lake.     

中国湖泊分布与变化：全国尺度遥感监测研究进展与新编目

湖泊提供重要的生产生活用水,在维系生态安全方面发挥显著的价值。中国地理环境复杂多样,湖泊类型各异,不同湖区间的湖泊时空变化特征及驱动机制复杂。两次全国湖泊调查是国家尺度的湖泊变化监测的开创性工作,近年来伴随遥感数据源的海量积累和湖泊遥感提取方法的快速发展,大尺度湖泊水体变化遥感监测研究取得了长足的发展。然而,由于人工判读、湖泊类型判别依据和遥感数据源时相的差异,湖泊水体遥感提取结果及面积估算存在不同程度的出入。首先,本文总结了现有全国尺度湖泊监测研究的遥感数据源、方法和结果,分析了不同研究分析结果差异的可能原因。其次,本文基于1980s—2010s时段Landsat影像制图的湖泊水淹频率数据集的最大水域范围信息,提取并生成了全国湖泊新编目,以其作为该时段内湖泊判定和水体变化监测空间约束的统一参照,避免了因遥感数据时相与年际、年内湖泊水域范围波动对遥感提取结果及湖泊面积计算带来的差异。最后,本文从湖泊水淹范围频度的统计角度,初次提出了可体现湖泊面积年内与年际变化情况的统计指标——概率等效面积,用于监测和指示湖泊水域动态。结果表明,近30年来,中国有3741个最大水域范围大于1 km²的湖泊,总面积约93723 km²,其中青藏高原湖区的湖泊数量约占全国三分之一,总面积超过了全国的一半。全国湖泊总面积呈显著上升趋势,不同湖区的变化趋势差异明显:青藏高原湖区和新疆湖区湖泊面积显著上升,东部平原湖区、内蒙古高原湖区和云贵高原湖区显著下降,东北平原与山地湖区波动式变化、趋势不显著。研究结果总体表明中国湖泊水资源的时空不平衡状况在加剧。     

Combining multisource satellite data to estimate storage variation of a lake in the Rift Valley Basin,Ethiopia

Integration of remote sensing data sets from multiple satellites is tested to simulate water storage variation of Lake Ziway, Ethiopia for the period 2009-2018. Sixty Landsat ETM+/OLI images served to trace temporal variation of lake surface area using a water extraction index. Time series of lake levels were acquired from two altimetry databases that were validated by in-situ lake level measurements. Coinciding pairs of optical satellite based lake surface area and radar altimetry based lake levels were related through regression and served for simulating lake storage variation. Indices for extracting lake surface area from images showed 91–99 % overall accuracy. Lake water levels from the altimetry products well agreed to in-situ lake level measurements with R² = 0.92 and root mean square error of 11.9 cm. Based on this study we conclude that integrating satellite imagery and radar altimetry is a viable approach for frequent and accurate monitoring of lake water volume variation and for long-term change detection. Findings indicate water level reduction (4 cm/annum), surface area shrinkage (0.08km²/annum) and water storage loss (20.4Mm³/annum) of Lake Ziway (2009–2018).     

Remote sensing of alpine lake water environment changes on the Tibetan Plateau and surroundings: A review

Alpine lakes on the Tibetan Plateau (TP) are key indicators of climate change and climate variability. The increasing availability of remote sensing techniques with appropriate spatiotemporal resolutions, broad coverage and low costs allows for effective monitoring lake changes on the TP and surroundings and understanding climate change impacts, particularly in remote and inaccessible areas where there are lack of in situ observations. This paper firstly introduces characteristics of Tibetan lakes, and outlines available satellite observation platforms and different remote sensing water-body extraction algorithms. Then, this paper reviews advances in applying remote sensing methods for various lake environment monitoring, including lake surface extent and water level, glacial lake and potential outburst floods, lake ice phenology, geological or geomorphologic evidences of lake basins, with a focus on the trends and magnitudes of lake area and water-level change and their spatially and temporally heterogeneous patterns. Finally we discuss current uncertainties or accuracy of detecting lake area and water-level changes from multi-source satellite data and on-going challenges in mapping characteristics of glacial lakes using remote sensing. Based on previous studies on the relationship between lake variation and climate change, it is inferred that the climate-driven mechanisms of lake variations on the TP still remain unclear and require further research.     

太湖流域典型中小湖群水资源利用及动态变化的遥感调查与分析

近年来太湖流域中小型湖群的网围水产养殖业带来了十分可观的经济效益，挑、涌湖经遥感分析网围养殖面积占总湖水面积75％以上，属超密度网围。超密度网围养殖的负面效应是湖水营养盐急剧增高，水草资源大幅度减少，从而破坏了湖泊的生态平衡，恶化了湖水环境。采用15年以来的陆地卫星影像结合航空数据，对研究区的水资源利用类型、空间分布及变化状况进行了分析解译和目标分类，结合佃技术，对各类型进行了面积量算，推算了网围养殖密度，同时遥感分析了养殖水域环境和水草资源的变化，并展开了野外实地调查验证。     

基于遥感的鄱阳湖丰水期悬浮泥沙数值模拟预测

悬浮泥沙是湖泊水体的重要水质要素之一,是湖泊水生态系统重要影响因子。利用遥感提取的鄱阳湖底质类型数据,对各类型底质区域上泥沙模型参数进行敏感性分析,基于2011年实测的不同底质区上泥沙浓度数据率定得到空间上不一致的泥沙模型参数,从而建立鄱阳湖丰水期二维悬浮泥沙输运模型。利用该模型模拟预测2013年丰水期悬浮泥沙输移过程,实测泥沙数据验证表明,模拟悬浮泥沙均方根误差为19.8 mg/L,相关系数R2为0.78,该模型能够较好地进行悬浮泥沙模拟预测。对比模型模拟和遥感反演的悬浮泥沙空间分布,两者具有较好的空间一致性,进一步表明该模型能够可靠地模拟预测鄱阳湖悬浮泥沙的时空动态变化。本研究充分利用遥感数据辅助建立鄱阳湖泥沙输移模型,为湖泊水环境动态变化监测提供有力的技术方法支撑,为进一步进行鄱阳湖水环境动态变化的数值模拟预测研究提供基础。     

湖泊遥感研究进展与展望

湖泊遥感作为一门新型交叉学科,是湖泊科学和遥感科学的重要分支.本文探讨了湖泊遥感科学的研究对象、内容和方法,通过梳理国内外总体研究进展,总结出湖泊遥感的5个发展趋势:(1)关注问题,从兴趣导向发展到问题导向;(2)观测手段,从地基遥感/中分辨率卫星发展到高分辨率/高光谱/无人机;(3)算法算力,从单机版经验/机理模型发...     

青藏高原湖泊面积、水位与水量变化遥感监测研究进展

青藏高原湖泊数量多、分布广、所占面积大,是亚洲水塔的重要组成部分,其受到人类活动的干扰较少,是理解高原生态环境变化机理的钥匙.青藏高原湖泊是气候变化敏感的指示器,在全球快速变暖背景下其对气候变化的响应如何?本研究基于多源遥感数据监测结果,系统地总结了青藏高原湖泊(大于1 km2)在过去近50 a(1976年-2018年...     

浅水湖泊水生植被遥感监测研究进展

在浅水湖泊中,水生植物具有净化水质、抑制藻类、提供鱼类食物和栖息环境等生态功能,同时,其过度扩张也会加速湖泊淤浅和沼泽化、引起湖泊二次污染等环境负效应.实时动态地掌握湖泊水生植被类群和种群的空间分布及其面积、生物量等指标信息,对湖泊生态修复和评估、水生植被恢复和管理等具有重要现实意义.遥感技术的大面积、实时、动态等特点...     

1991—2014年中亚伊塞克湖湖泊面积变化遥感监测

基于中亚伊塞克湖地区的1991—1998年Landsat-5/TM、1999—2012年Landsat-7/ETM+以及2013—2014年Landsat-8/OLI等遥感影像为主要基础数据,通过采用波段比值法(TM3/TM5)自动提取湖泊边界,并加以人工修订,得出了伊塞克湖1991—2014年多期次的湖泊边界及对应的湖泊面积变化过程.结果显示,伊塞克湖的湖泊面积在1991—1998年间总体减小5.3 km2,而在1998—2014年间总体增大7.3 km2.通过与中亚地区Tian Shan气象站记录的气象数据对比发现,伊塞克湖水域面积的变化与气温和降水具有显著的正相关关系,这说明过去20年以来中亚地区气候的暖湿化对伊塞克湖流域具有重大影响.     

基于Landsat TM与CBER-02B的土地覆盖变化分析

以Landsat TM和CBERS-02B图像为遥感数据源,运用RS与GIS技术,对遥感数据的处理方法和技术流程进行系统的研究,并对汉寿县三期遥感影像进行处理,增强影像的可识别性。在野外调查和室内判别的基础上,建立研究区解译标志,采用机助目视解译方法,建立了1994年、2003年及2008年汉寿县土地覆盖数据库,提取并分析汉寿县土地覆盖变化信息。     

青海湖湖面变化三维可视化分析

建立了包含青海湖水下地形的流域DEM（LBD）;利用LBD和各时期水位数据,计算湖泊面积和水量;利用LBD和遥感影像,通过三维可视化技术,最终实现一万多年来湖面时空变化的动态模拟。结果表明,青海湖东西两岸的退缩幅度明显大于南北两岸,水位降低对于青海湖湖岸形态有很大的影响;利用恢复水下地形来进行水量计算,简单易行。     

无/缺水下地形数据的高原堰塞湖水量遥感估算

水量遥感动态监测对于高原堰塞湖风险评估、预报预警和处置决策等具有重要意义。针对高原无资料或缺资料区,充分利用空天遥感技术,文章提出了一种无/缺水下地形数据的高原堰塞湖水量遥感定量估算方法。该方法首先通过遥感水域面积提取,获取堰塞湖淹没空间范围;进而采用不规则复杂多边形中线定位算法,确定堰塞湖中心线位置;然后基于河道中心特定点高程信息,结合局部河道比降估算,生成堰塞湖水下地形河道中线约束因子;再根据河道边坡高程信息和水下地形约束因子自适应拟合出局部堰塞河道的水下未知地形;最后通过三维曲面离散积分实现堰塞湖水量遥感动态定量估算。实验以东帕米尔高原的萨雷兹堰塞湖为研究区,展开遥感水量调查与局部验证研究,结果表明:萨雷兹堰塞湖当前水域面积约为89.09 km²,水量约为162.49亿m³;这一结果与专家预估的水资源量155—165亿m³基本吻合。经局部模拟实验精度对比验证,模拟结果与实际数据动态误差总体控制在10%以内,相关系数达到0.95(P<0.01,双尾),进一步证明了算法的鲁棒性和估算结果的可信度。为无/缺水下地形数据的高原堰塞湖水量遥感估算提供了一种有效的方法,实现了水下地形未知的高原堰塞湖水量遥感快速反演与定量测算。     

应用遥感方法的广西铁山港区海岸线变迁分析

基于RS和GIS技术对铁山港地区4个时期的Landsat卫星遥感数据进行处理,分析岸线特征,提取海岸线,研究该区海岸线近20年来(1987年～2006年)的变化特征。结果显示:研究区海岸线总体处于向海推进状态,其变化主要受人为因素影响。岸线变化的主要表现在铁山港与丹兜海湾顶两侧,以养殖开发、港口码头建设为主。     

Lake variations in response to climate change in the Tibetan Plateau in the past 40 years

The Qinghai-Tibetan Plateau plays an important role in global climate and environmental change and holds the largest lake area in China, with a total surface area of 36,900 km². The expansion and shrinkage of these lakes are critical to the water cycle and ecological and environmental systems across the plateau. In this paper, surface areas of major lakes within the plateau were extracted based on a topographic map from 1970, and Landsat MSS, TM and ETM+ satellite images from the 1970s to 2008. Then, a multivariate correlation analysis was conducted to examine the relationship between the changes in lake surface areas and the changes in climatic variables including temperature, precipitation, evaporation, and sunshine duration. Initial results suggest that the variations in lake surface areas within the plateau are closely related to the warming, humidified climate transition in recent years such as the rise of air temperature and the increase in precipitation. In particular, the rising temperature accelerates melting of glaciers and perennial snow cover and triggers permafrost degradation, and leads to the expansion of most lakes across the plateau. In addition, different distributions and types of permafrost may cause different lake variations in the southern Tibetan Plateau.     

西藏过布错湖泊演化的遥感分析

高原湖泊的演化研究是全球环境研究的重要组成部分,本文以西藏过布错湖泊为研究对象,利用RS、GIS技术,以TM图像为遥感信息源,根据遥感图像上过布错湖泊演化过程中所留下的相关沉积物的影像特征,反演古湖泊在四个不同时期的水域范围,并进一步分析了演化原因以及相应解决对策。研究表明,从更新世晚期至今,湖泊面积缩小了258.2km2。水位下降了76m,其中,在更新世晚期至全新世早期湖泊萎缩速度最快,其间分离出了一些小湖泊,此后湖泊退缩较慢。     

基于MNDWI特征空间的水体追踪识别方法研究

水体作为国土资源的关键要素,其水体面积变化在水资源调查、变化检测及大型水利设施建设评估等方面具有非常重要的意义.由于区域山体阴影、建筑等因素的干扰影响,带来域内所有湖库水体进行一次性提取的难点,文中以landsat8为数据源,研究提出一种M NDWI+水体追踪识别的方法;并以京津冀区域为例,应用本方法在该区域湖库水体的...     

安庆沿江湖泊近20年水域多时相动态演变

基于GIS和遥感技术对不同时期的遥感影像数据进行处理,获取安庆沿江8个主要湖泊5个时期的水域面积,分析其时空变化特征,结合相关资料与实地考察,总结了引起水域面积变化的原因,并对合理利用与保护湖泊水资源的对策进行了探讨。