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2020 IEEE Latin American GRSS & ISPRS Remote Sensing Conference (LAGIRS)最新文献

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Episodic Events On Radar And Multispectral Remote Sensors From Salar De Aguas Calientes, Chile 来自智利阿瓜斯卡连特斯盐湖的雷达和多光谱遥感上的情景事件
Pub Date : 2020-03-01 DOI: 10.1109/lagirs48042.2020.9165626
A. Delsouc, M. Barber, W. Pérez-Martínez, I. Briceño-De-Urbaneja
Restricted episodic changes occurred in a short time period and over large spatial extents. Extreme weather conditions usually give rise to restricted episodic changes. Sentinel-1 radar images of the Salar de Aguas Calientes in Chile acquired in the Altiplanic winter (March 2015 and June 2017), 2018 austral winter and 2017-2018 springtime, demonstrates the ability to monitor episodic events remotely. The results of the backscattered power are encouraging and show episodic variations in VV polarization at C-band. The surface features in Salar de Aguas Calientes Sur change in response to snowfalls during either the Altiplanic or austral winter with an increase of the backscattering in presence of dry snow over the salt pan crust. Flooding events related to snow-melting during spring 2017-2018 showed a decrease in the backscattering signal over ponded water and an increase when wind blows over the water. Remote-sensing observations of the salar can provide a means for monitoring changes in the surface of the salar and a better understanding of the associated climatic episodic event processes. Furthermore, it can help to have a better understanding of environmental changes in arid regions and the understanding of global climate change.
有限的幕式变化发生在短时间和大空间范围内。极端天气条件通常会引起有限的间歇性变化。Sentinel-1在高原冬季(2015年3月和2017年6月)、2018年南方冬季和2017-2018年春季获取了智利阿瓜斯卡兰特斯盐湖的雷达图像,展示了远程监测情景事件的能力。后向散射功率的结果是令人鼓舞的,并且在c波段显示出VV极化的阶段性变化。无论是高原冬季还是南方冬季,阿瓜斯卡兰特斯盐湖的地表特征都随着降雪的变化而变化,在盐盘地壳上有干雪存在时,后向散射增加。2017-2018年春季与融雪相关的洪水事件显示,池塘水面上的后向散射信号减少,当风吹过水面时,后向散射信号增加。对盐湖的遥感观测可以提供一种监测盐湖表面变化的手段,并更好地了解相关的气候偶发事件过程。此外,它还有助于更好地了解干旱地区的环境变化和全球气候变化。
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引用次数: 0
An End-To-End Framework For Low-Resolution Remote Sensing Semantic Segmentation 低分辨率遥感语义分割的端到端框架
Pub Date : 2020-03-01 DOI: 10.1109/lagirs48042.2020.9165642
M. B. Pereira, J. A. D. Santos
High-resolution images for remote sensing applications are often not affordable or accessible, especially when in need of a wide temporal span of recordings. Given the easy access to low-resolution (LR) images from satellites, many remote sensing works rely on this type of data. The problem is that LR images are not appropriate for semantic segmentation, due to the need for high-quality data for accurate pixel prediction for this task. In this paper, we propose an end-to-end framework that unites a super-resolution and a semantic segmentation module in order to produce accurate thematic maps from LR inputs. It allows the semantic segmentation network to conduct the reconstruction process, modifying the input image with helpful textures. We evaluate the framework with three remote sensing datasets. The results show that the framework is capable of achieving a semantic segmentation performance close to native high-resolution data, while also surpassing the performance of a network trained with LR inputs.
用于遥感应用的高分辨率图像往往负担不起或难以获得,特别是在需要长时间记录的情况下。由于很容易从卫星获得低分辨率(LR)图像,许多遥感工作都依赖于这类数据。问题是LR图像不适合语义分割,因为这项任务需要高质量的数据来准确预测像素。在本文中,我们提出了一个端到端框架,该框架结合了超分辨率和语义分割模块,以便从LR输入生成准确的专题地图。它允许语义分割网络进行重建过程,用有用的纹理修改输入图像。我们用三个遥感数据集对该框架进行了评估。结果表明,该框架能够实现接近原生高分辨率数据的语义分割性能,同时也超过了使用LR输入训练的网络的性能。
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引用次数: 7
The New Tandem-X Change Dem: Specifications And Interferometric Processing 新的串联- x变化Dem:规格和干涉测量处理
Pub Date : 2020-03-01 DOI: 10.1109/LAGIRS48042.2020.9165638
M. Lachaise, B. Schweißhelm, T. Fritz
Since 2017, the TanDEM-X mission aims to acquire data globally to generate another (updated) DEM. This new set of acquisitions, which will be complete in 2020, has a clear temporal separation from those used for the TanDEM-X global DEM. It will therefore allow the creation of a temporally independent DEM, the so-called “TanDEM-X Change DEM” enabling the characterization of terrain changes. Since only one global coverage is being acquired, improvements in e.g. the interferometric data processing are necessary. In particular, an edited version of the existing global TanDEM-X DEM is now the “starting point” for the interferometric processing as detailed in this paper.
自2017年以来,TanDEM-X任务旨在获取全球数据以生成另一个(更新的)DEM。这组新的收购将于2020年完成,与用于TanDEM-X全球DEM的收购在时间上有明显的区别。因此,它将允许创建一个暂时独立的DEM,即所谓的“TanDEM-X Change DEM”,能够表征地形变化。由于只获得一个全球覆盖范围,因此需要改进,例如干涉测量数据处理。特别是,现有全球TanDEM-X DEM的编辑版本现在是本文中详细介绍的干涉测量处理的“起点”。
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引用次数: 10
Multicriteria Analysis For Identifying Forest Fire Risk Zones In The Biological Reserve Of The Sama Cordillera, Bolivia 玻利维亚Sama Cordillera生物保护区森林火灾危险区识别的多标准分析
Pub Date : 2020-03-01 DOI: 10.1109/LAGIRS48042.2020.9165594
S. Mariscal, M. Ríos, F. Soria
Forest fires have negative effects on biodiversity, the atmosphere and human health. The paper presents a spatial risk model as a tool to assess them. Risk areas refer to sectors prone to the spread of fire, in addition to the influence of human activity through remote sensing and multi-criteria analysis. The analysis includes information on land cover, land use, topography (aspect, slope and elevation), climate (temperature and precipitation) and socio-economic factors (proximity to settlements and roads). Weights were assigned to each in order to generate the forest fire risk map. The investigation was carried for a Biological Reserve in Bolivia because of the continuous occurrence of forest fires. Five risk categories for forest fires were derived: very high, high, moderate, low and very low. In summary, results suggest that approximately 67% of the protected area presents a moderate to very high risk; in the latter, populated areas are not dense which reduces the actual risk to the type of events analyzed.
森林火灾对生物多样性、大气和人类健康都有负面影响。本文提出了一个空间风险模型作为评估工具。风险区域是指除了人类活动的影响之外,通过遥感和多准则分析容易发生火灾蔓延的部门。分析包括关于土地覆盖、土地利用、地形(地形、坡度和海拔)、气候(温度和降水)和社会经济因素(靠近住区和道路)的信息。为了生成森林火险图,对每一项都赋予了权重。这项调查是为玻利维亚的一个生物保护区进行的,因为森林火灾不断发生。得出了森林火灾的五个风险类别:非常高、高、中等、低和非常低。综上所述,结果表明,约67%的保护区存在中等至极高的风险;在后一种情况下,人口密集区并不密集,这降低了所分析的事件类型的实际风险。
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引用次数: 1
Assessment of rainfall influence on sentinel-1 time series on amazonian tropical forests aiming deforestation detection improvement 降雨对亚马逊热带森林sentinel-1时间序列的影响评价
Pub Date : 2020-03-01 DOI: 10.1109/LAGIRS48042.2020.9165566
J. Doblas, A. Carneiro, Y. Shimabukuro, S. Sant’anna, L. Aragão
This work aims to determinate the relationship between C-band SAR backscattering measurements over Amazonian tropical forests and hourly precipitation rates, and to study the feasibility of a SAR-anomaly masking method based on orbital rain measurements. To do so, a comprehensive dataset of ESA’s Sentinel-1 backscattering data and the concomitant GPM-IMERG precipitation data was collected and analysed. Backscattering anomalies were characterized in a statistically meaningful way. GAM models were then adjusted to the backscatter-rain data pairs. The computed models show a positive correlation between non-anomalous backscattering values and accumulated rain, of approximately 0,2 dB/mm·h$^{-1}$ and 0,4 dB/mm·h$^{-1}$ for VV and VH polarizations. Negative anomalies, which can easily mislead deforestation algorithms, have a strong negative correlation with rain rate observed at the time of the SAR acquisition. This is especially true for VV measurements. The subsequent anomaly masking procedure, based on computed accumulated and hourly rain thresholding, yielded unsatisfactory results. These poor results are probably due to the coarse resolution of the 0.1° GPM-IMERG data, which is insufficient to track anomaly-generating atmospheric events such as storm rain cells. Rainrelated changes in SAR backscattering can compromise deforestation detection algorithms, and further research and sensor developing is needed to increase spatial resolution of precipitation measures, to reach an optimal backscattering anomaly screening
本研究旨在确定亚马逊热带森林c波段SAR后向散射测量值与逐时降水率之间的关系,并研究基于轨道雨量测量的SAR异常掩蔽方法的可行性。为此,收集并分析了ESA Sentinel-1后向散射数据和伴随的GPM-IMERG降水数据的综合数据集。后向散射异常具有统计学意义。然后将GAM模型调整为后向散射-降雨数据对。计算模型显示,VV和VH极化的非异常后向散射值与累积雨量呈正相关,分别约为0.2 dB/mm·h$^{-1}$和0.4 dB/mm·h$^{-1}$。负异常与SAR获取时观测到的降雨率有很强的负相关,这很容易误导森林砍伐算法。对于VV测量尤其如此。随后的异常掩蔽程序,基于计算的累积和每小时降雨阈值,产生了令人不满意的结果。这些糟糕的结果可能是由于0.1°GPM-IMERG数据的粗分辨率,不足以跟踪产生异常的大气事件,如暴雨细胞。降雨相关的SAR后向散射变化会影响森林砍伐检测算法,需要进一步研究和开发传感器来提高降水措施的空间分辨率,以达到最佳的后向散射异常筛选
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引用次数: 2
LAGIRS 2020 Organizing Committee LAGIRS 2020组委会
Pub Date : 2020-03-01 DOI: 10.1109/lagirs48042.2020.9165606
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引用次数: 0
Pampa Biome Environmental Particularities Regarding to Energy Balance 关于能量平衡的潘帕草原生物群落环境特征
Pub Date : 2020-03-01 DOI: 10.1109/LAGIRS48042.2020.9165641
N. S. Rocha, P. Käfer, D. Skokovic, G. Veeck, L. R. Diaz, E. Kaiser, C. M. Carvalho, Bijeesh K V, S. Costa, R. Cruz, D. Robérti, S. Rolim
Ecosystem evapotranspiration (ET) has been quantified around the world by different methodologies to understand the energy balance, especially to control the evolution of climate change. It is known that the vegetation of the pampa biome is natural grasslands, it has a large variety of species (flora and fauna), however is it different in the environmental aspects related to the energy balance when compared to the grassland cultivated? In this study the objective was to analyze the environmental differences of the Pampa Biome related to the energy balance in comparison with the pastures cultivated in Barrax, Spain. In the first one the minimum daily ET is 0.99 mm/day, while in the second is 1.57 mm/day. However, the highest differences between the sites occur during the summer period, in the maximum daily ET, the maximum is 16.25 mm/day in Pampa and in Barrax is 7. 31mm/day. The results of this study have indicated that the characteristics of the Pampa biome, both in terms of soil and climatic issues and land use, generate differences in the energy balance when compared to similar vegetation in other regions of the world.
生态系统蒸散发(ET)已在世界范围内通过不同的方法进行量化,以了解能量平衡,特别是控制气候变化的演变。众所周知,潘帕草原的植被是天然草原,它有各种各样的物种(动植物),但是在与能量平衡相关的环境方面,它与人工草地相比有什么不同吗?本研究的目的是分析潘帕草原生物群与西班牙巴拉克斯牧场的能量平衡相关的环境差异。第一个最小日蒸散量为0.99 mm/d,第二个最小日蒸散量为1.57 mm/d。但各站点间的最大差异出现在夏季,最大日蒸散量在潘帕最大为16.25 mm/d,在巴拉克斯最大为7 mm/d。31毫米/天。本研究结果表明,与世界其他地区的类似植被相比,潘帕草原生物群落在土壤和气候问题以及土地利用方面的特征产生了能量平衡的差异。
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引用次数: 0
Characterization Of Sar Images With Weighted Amplitude Transition Graphs 加权振幅转换图对Sar图像的表征
Pub Date : 2020-03-01 DOI: 10.1109/LAGIRS48042.2020.9165609
Eduarda T. C. Chagas, A. Frery, O. Rosso, Heitor S. Ramos
We propose a new technique for SAR image texture characterization based on ordinal pattern transition graphs. The proposal consists in (i) transforming a 2-D patch of data into a time series using a Hilbert Space Filling Curve, (ii) building an Ordinal Pattern Transition Graph with weighted edges; (iii) obtaining a probability distribution function from this graph; (iv) computing the Entropy and Statistical Complexity of this distribution. The weight of the edges is related to the absolute difference of observations. This modification takes into account the scattering properties of the target, and leads to a good characterization of several types of textures. Experiments with data from Munich urban areas, Guatemala forest regions, and Cape Canaveral ocean samples demonstrate the effectiveness of our technique, which achieves satisfactory levels of separability.
提出了一种基于有序模式转换图的SAR图像纹理表征方法。该方案包括:(i)利用Hilbert空间填充曲线将二维数据块转换为时间序列;(ii)构建带加权边的有序模式转换图;(iii)由该图得到概率分布函数;(iv)计算该分布的熵和统计复杂度。边的权重与观测值的绝对差有关。这种修改考虑到目标的散射特性,并导致几种类型的纹理的良好表征。对慕尼黑市区、危地马拉森林地区和卡纳维拉尔角海洋样本的实验证明了我们的技术的有效性,达到了令人满意的可分性水平。
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引用次数: 1
Spatial Association To Characterize The Climate Teleconnection Patterns In Ecuador Based On Satellite Precipitation Estimates 基于卫星降水估算的厄瓜多尔气候遥相关模式的空间关联特征
Pub Date : 2020-03-01 DOI: 10.1109/LAGIRS48042.2020.9165647
D. Ballari, L. Campozano, E. Samaniego, D. Orellana
Climate teleconnections show remote and large-scale relationships between distant points on Earth. Their relations to precipitation are important to monitor and anticipate the anomalies that they can produce in the local climate, such as flood and drought events impacting agriculture, health, and hydropower generation. Climate teleconnections in relation to precipitation have been widely studied. Nevertheless, the spatial association of the teleconnection patterns (i.e., the spatial delineation of regions with teleconnections) has been unattended. Such spatial association allows to characterize how stable (heterogeneity/dependent and statistically significant) is the underlying spatial phenomena for a given pattern. Thus our objective was to characterize the spatial association of climate teleconnection patterns related to precipitation using an exploratory spatial data analysis approach. Global and local indicators of spatial association (Moran’s I and LISA) were used to detect spatial patterns of teleconnections based on TRMM satellite images and climate indices. Moran’s I depicted high positive spatial association for different climate indices, and LISA depicted two types of teleconnections patterns. The homogenous patterns were localized in the Coast and Amazonian regions, meanwhile the disperse patterns had a major presence in the Highlands. The results also showed some areas that, although with moderate to high teleconnection influences, had a random spatial patterns (i.e., non-significant spatial association). Other areas showed both teleconnections and significant spatial association, but with dispersed patterns. This pointed out the need to explore the local underlying features (topography, orientation, wind and micro-climates) that restrict (non-significant spatial association) or reaffirm (disperse patterns) the teleconnection patterns.
气候遥相关显示了地球上遥远点之间遥远而大规模的关系。它们与降水的关系对于监测和预测它们可能在当地气候中产生的异常非常重要,例如影响农业、健康和水力发电的洪涝和干旱事件。与降水有关的气候遥相关已被广泛研究。然而,远距连接模式的空间关联(即具有远距连接的区域的空间描绘)一直未被关注。这种空间关联可以表征给定模式的潜在空间现象的稳定性(异质性/依赖性和统计显著性)。因此,我们的目标是利用探索性空间数据分析方法来表征与降水相关的气候遥相关模式的空间关联。基于TRMM卫星影像和气候指数,利用Moran’s I和LISA全球和局部空间关联指标检测遥相关的空间格局。Moran的I描述了不同气候指数的高度正空间关联,LISA描述了两种类型的遥相关模式。均匀型主要分布在沿海和亚马逊地区,分散型主要分布在高原地区。结果还显示,一些地区,虽然有中等到高度的遥相关影响,但具有随机的空间模式(即,非显著的空间关联)。其他区域同时表现出远连和显著的空间关联,但模式分散。这表明需要探索限制(非显著空间关联)或重申(分散模式)遥连模式的当地潜在特征(地形、方向、风和微气候)。
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引用次数: 1
Stereo-Photogrammetric Measurement Of Spatio-Temporal Velocity Fields At Lange Glacier, King George Island 乔治国王岛兰格冰川时空速度场的立体摄影测量
Pub Date : 2020-03-01 DOI: 10.1109/LAGIRS48042.2020.9165565
E. Schwalbe, R. Koschitzki, E. Johnson, D. F. Mojica Moncada, B. Schröter, C. Cárdenas, G. Casassa, H. Maas
A network consisting of six cameras was set up on both sides of Lange Glacier on King George Island, Antarctica, for a period of two years to monitor changes in the glacier’s motion behaviour. The cameras were observing spatio-temporal glacier surface velocity vector fields as well as the position of the glacier front. Velocity field information was obtained from image sequences by applying subpixel accuracy photogrammetric image sequence analysis techniques. Georeferencing in a superordinate coordinate system was performed via integrated photogrammetric-geodetic network adjustment. As a result, velocity fields were determined with maximum glacier surface velocities in the order of 1.5 meter per day. The results of terrestrial camera image sequence processing can be used as validation and calibration reference for satellite image based glacier velocity dynamics calculations. Moreover, the very high temporal resolution of the image sequences taken at 20 minute time intervals can also be used to analyse highly dynamic processes.
在南极洲乔治王岛的兰格冰川两侧建立了一个由6台摄像机组成的网络,为期两年,以监测冰川运动行为的变化。相机观测了冰川表面的时空速度矢量场和冰川锋的位置。采用亚像素精度摄影测量图像序列分析技术,从图像序列中获取速度场信息。通过综合摄影测量-大地测量网平差实现上坐标系的地理参考。结果,以最大冰川表面速度为1.5 m / d确定速度场。陆地相机图像序列处理结果可作为基于卫星图像的冰川速度动力学计算的验证和定标参考。此外,以20分钟的时间间隔拍摄的图像序列的非常高的时间分辨率也可用于分析高度动态的过程。
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引用次数: 0
期刊
2020 IEEE Latin American GRSS & ISPRS Remote Sensing Conference (LAGIRS)
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