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2015 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)最新文献

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SAR image compression based on sparsity 基于稀疏性的SAR图像压缩
Pub Date : 2015-11-12 DOI: 10.1109/IGARSS.2015.7326494
A. Budillon, Gilda Schirinzi
In this paper we investigate SAR image compression based on sparse representation. Two approaches are considered: the first one is based on the use of an Overcomplete ICA transform coding method, the second one is based on Compressive Sensing (CS). In both cases an Overcomplete ICA representation is used as sparse representation, but while in the first case the significant overcomplete ICA coefficients are coded using an optimal entropy constrained threshold quantizer, in the latter case a reduced number of measurements obtained combining the SAR image pixels through a random measurement matrix are directly coded. Numerical results on TerraSAR-X images are presented.
本文研究了基于稀疏表示的SAR图像压缩算法。考虑了两种方法:第一种方法是基于使用过完备ICA变换编码方法,第二种方法是基于压缩感知(CS)。在这两种情况下,都使用过完备ICA表示作为稀疏表示,但是在第一种情况下,使用最优熵约束阈值量化器对重要的过完备ICA系数进行编码,在后一种情况下,通过随机测量矩阵结合SAR图像像素获得的减少的测量次数直接编码。给出了在TerraSAR-X图像上的数值结果。
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引用次数: 0
Simultaneous clustering and embedding for multiple intimate mixtures 多亲密混合物的同时聚类和嵌入
Pub Date : 2015-11-12 DOI: 10.1109/IGARSS.2015.7326292
A. Saranathan, M. Parente
Classical unmixing algorithms focus primarily on scenarios with a single mixture. These techniques are easily extensible in the case of images with multiple discrete mixtures (i.e. no shared endmembers). Unmixing in scenarios with multiple mixtures with shared or common endmembers is significantly harder. Manifold clustering and embedding seem tailor-made for such a scenario, but generally these algorithms focus on intersecting manifolds (i.e. manifolds that pass through each other) rather than adjoining manifolds (i.e. manifolds that share a boundary) as is the case with mixtures. In this paper we propose a NNMF based technique for simultaneous manifold clustering and embedding of adjoining manifolds. The algorithm is based on including a clustering term in the objective for finding an appropriate reconstruction matrix. The performance of the new algorithm is tested on a toy dataset made of a couple of simulated manifolds which share a boundary and a simulated dataset made up of two ternary Hapke mixtures with two shared endmembers. The algorithm shows improvements on the state-of-the-art manifold clustering algorithms in terms of both clustering and embedding.
经典的解混算法主要关注单一混合的场景。这些技术在具有多个离散混合(即没有共享端元)的图像的情况下易于扩展。在具有共享或共同端元的多种混合物的情况下,分离要困难得多。流形聚类和嵌入似乎是为这种场景量身定制的,但通常这些算法关注相交流形(即相互穿过的流形),而不是像混合流形那样关注相邻流形(即共享边界的流形)。本文提出了一种基于NNMF的流形聚类和相邻流形嵌入同时进行的技术。该算法是基于在目标中加入聚类项来寻找合适的重构矩阵。在一个由两个共享边界的模拟流形组成的玩具数据集和一个由两个共享端元的三元hake混合物组成的模拟数据集上测试了新算法的性能。该算法在聚类和嵌入两方面都对当前最先进的流形聚类算法进行了改进。
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引用次数: 3
DEM and DHM reconstruction in tropical forests: Tomographic results at P-band with three flight tracks 热带森林DEM和DHM重建:p波段3个飞行轨迹层析成像结果
Pub Date : 2015-11-12 DOI: 10.1109/IGARSS.2015.7326451
Lan Li, E. Chen, Zeng-yuan Li, Q. Feng, Lei Zhao, Wen Yang
The objective of this paper is to derive DEM and DHM in tropical forests based on the technology of multi-baseline InSAR tomography, focusing on the requirement of the minimum number of flight tracks. The experiments were carried out on P-band HH polarization airborne multi-baseline InSAR data over the site of Paracou, French Guiana, during the European Space Agency campaign TropiSAR 2009. Tomographic processing was carried out by Capon spectral estimation technique with three-track observations, subsequently two elevation values with respect to the relative maximum peaks were retrieved representing DEM and DSM respectively. As expected, the retrieved DEM and DHM are found agreements with LiDAR measurements.
本文的目标是基于多基线InSAR层析成像技术推导热带森林的DEM和DHM,重点关注最小航迹数的要求。实验是在2009年欧洲航天局TropiSAR项目期间,在法属圭亚那Paracou的p波段HH偏振机载多基线InSAR数据上进行的。利用Capon谱估计技术对三径迹观测数据进行层析处理,获取相对最大峰的两个高程值,分别代表DEM和DSM。正如预期的那样,检索到的DEM和DHM与LiDAR测量结果一致。
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引用次数: 3
Assimilation of satellite observations for the estimation of Savanna gross primary production 同化卫星观测资料估算热带草原初级生产总值
Pub Date : 2015-11-12 DOI: 10.1109/IGARSS.2015.7326553
M. Meroni, F. Rembold, M. Migliavacca, J. Ardö
Monitoring vegetation gross primary production (GPP) is required for both carbon balance studies and early warning systems aiming to detect unfavorable crop and pasture conditions. This manuscript describes the assimilation of MODIS observations by a simple process model, fed by meteorological data (temperature, incident radiation and rainfall) and linked with a canopy reflectance model, to estimate GPP. GPP simulations are benchmarked against eddy covariance data collected in a semi-arid environment of a sparse Savanna in the Sudan.
监测植被的初级生产总值(GPP)是碳平衡研究和旨在发现不利作物和牧场条件的预警系统所必需的。本文描述了一个简单的过程模型对MODIS观测的同化,该过程模型由气象数据(温度、入射辐射和降雨)提供,并与冠层反射率模型相联系,以估计GPP。GPP模拟以在苏丹稀树草原半干旱环境中收集的涡动相关数据为基准。
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引用次数: 1
A “dynamic” land masking algorithm for synthetic aperture radar images 合成孔径雷达图像的“动态”陆地掩蔽算法
Pub Date : 2015-11-12 DOI: 10.1109/IGARSS.2015.7326783
W. Biamino, M. Borasi, M. Cavagnero, A. Croce, L. D. Matteo, F. Fontebasso, F. Tataranni, P. Trivero
A novel approach to land masking in synthetic aperture radar (SAR) images is designed and implemented. The developed algorithm takes as input an archived shoreline from a public domain database and modifies it to draw the actual shoreline on SAR images by analysing backscatter values. Starting with data from the GSHHS (the global self-consistent hierarchical high-resolution shoreline database), coastline positioning is improved by evaluating the radiometric intensity gradient in coastal areas of the SAR image. A further enhancement is obtained by applying the Canny edge detection algorithm. The methodology is tested on Envisat and ERS images, as well as on ALOS and COSMO SkyMed images.
设计并实现了一种新的合成孔径雷达(SAR)图像陆地掩蔽方法。所开发的算法以公共领域数据库中的存档海岸线作为输入,并通过分析后向散射值对其进行修改,从而在SAR图像上绘制实际海岸线。从GSHHS(全球自一致分层高分辨率海岸线数据库)的数据开始,通过评估SAR图像中沿海地区的辐射强度梯度来改进海岸线定位。采用Canny边缘检测算法,得到了进一步的增强效果。该方法在Envisat和ERS图像以及ALOS和COSMO SkyMed图像上进行了测试。
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引用次数: 8
Nationwide ground deformation monitoring by persistent scatterer interferometry 持续散射干涉法监测全国地面变形
Pub Date : 2015-11-12 DOI: 10.1109/IGARSS.2015.7326057
M. Costantini, F. Minati, M. G. Ciminelli, A. Ferretti, S. Costabile
The availability of long time series of interferometric data acquired all over the world from several synthetic aperture radar (SAR) satellite missions makes possible to perform a worldwide assessment of the terrain and infrastructure stability by persistent scatterer (PS) SAR interferometry techniques. This technology is computationally demanding, in particular because it requires a 3D processing. When applied to large areas, several problems have to be faced to handle huge amounts of data. In this work, we present a significant example of PS big data processing performed at national scale (the whole Italian territory) with ERS, Envisat and COSMO-SkyMed data. The main challenges and results related to this project are discussed, and the possible worldwide extension with Sentinel data is suggested.
从几个合成孔径雷达(SAR)卫星任务中获得的世界各地的长时间序列干涉数据的可用性使得利用持续散射体(PS) SAR干涉测量技术对全球地形和基础设施稳定性进行评估成为可能。这项技术对计算的要求很高,特别是因为它需要3D处理。当应用于大面积时,必须面对处理大量数据的几个问题。在这项工作中,我们提出了一个在全国范围内(整个意大利领土)使用ERS、Envisat和cosmos - skymed数据进行PS大数据处理的重要例子。讨论了与该项目相关的主要挑战和结果,并建议了Sentinel数据在全球范围内的可能扩展。
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引用次数: 13
Assessing woody vegetation cover dynamics in the Kruger National Park, South Africa: Linking historical aerial photographs and spot imagery 评估南非克鲁格国家公园的木质植被覆盖动态:将历史航空照片和现场图像联系起来
Pub Date : 2015-11-12 DOI: 10.1109/IGARSS.2015.7326762
C. Munyati, N. I. Sinthumule
The coexistence of woody vegetation and grass characterises savannas. High spatial resolution digital satellite images and appropriate image processing algorithms can facilitate monitoring of the woody cover. Historical aerial photographs enable an extension of high spatial resolution analysis of the woody cover to periods before satellite imagery. This study tested a methodology that used historical (1998, 2012) SPOT-4 HRVIR gray scale (“red”) band (0.6-0.68um, 10m resolution) and SPOT-5 HRG panchromatic band (0.48-0.71 urn, 5m resolution) images in combination with panchromatic (0.4-0.7um) aerial photographs (1940, 1968, 1977; 0.44-1.35m resolution) in monitoring woody cover at sites in the Kruger National Park, South Africa. Mean Euclidean Distance texture analysis in 3×3 moving windows enhanced woody cover. The woody cover on the respective multitemporal texture images was extracted through K-means clustering, with high (>85%) indicative classification accuracy. Boolean GIS overlay analysis of the resulting woody cover thematic layers enabled woody cover change detection.
稀树草原的特点是木本植物和草的共存。高空间分辨率的数字卫星图像和适当的图像处理算法可以方便地监测树木覆盖。历史航拍照片可以将对树木覆盖的高空间分辨率分析扩展到卫星图像之前的时期。本研究测试了一种方法,该方法将历史(1998年,2012年)SPOT-4 HRVIR灰度(“红色”)波段(0.6-0.68um, 10m分辨率)和SPOT-5 HRG全色波段(0.48-0.71 urn, 5m分辨率)图像与全色(0.4-0.7um)航空照片(1940年,1968年,1977年;在南非克鲁格国家公园监测树木覆盖。3×3移动窗口增强木质覆盖物的平均欧氏距离纹理分析。通过K-means聚类提取各时序纹理图像上的木质覆盖物,具有较高(>85%)的指示性分类准确率。布尔GIS叠加分析得到的树木覆盖主题层使树木覆盖变化检测成为可能。
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引用次数: 1
Multi-frequency polarimetric microwave observations of snow cover on first-year Arctic sea ice 北极海冰第一年积雪覆盖的多频极化微波观测
Pub Date : 2015-11-12 DOI: 10.1109/IGARSS.2015.7327015
V. Nandan, John J. Jacket, J. P. Gill, T. Geldsetzer, M. Fuller
This study explores the potential of a multi-frequency (Ku-, X- and C-band) scatterometry approach, to understand microwave interactions between teo statistically different snow thickness covers (14cm and 8cm) on first-year Arctic sea ice during the late winter to early-melt season transition. The results show substantial differences in backscatter response from all three frequencies, for both snow covers. Highly-saline snow covers with fluctuating snow geophysical and thermodynamic properties cause these backscatter fluctuations, with contributions from surface and volume scattering from different snow layers and interfaces. C-band exhibited drastic variations in backscatter, especially for the 14cm snow cover, when compared to Ku- and X-band. In the case of 8cm snow cover, all the three frequencies show minimal sensitivity to snow electro-thermo-physical properties. Our results show distinctly different snow thermodynamic processes operating within the different snow layers, essential for snow thickness estimation on first-year sea ice using active microwave remote sensing approaches.
本研究探索了多频率(Ku, X和c波段)散射测量方法的潜力,以了解在冬末到融冰季早期过渡期间,统计上不同积雪厚度(14厘米和8厘米)在北极海冰上第一年的微波相互作用。结果表明,两种积雪在所有三种频率下的后向散射响应存在显著差异。具有波动雪的地球物理和热力学性质的高盐积雪覆盖引起了这些后向散射波动,不同雪层和界面的表面和体积散射对这些波动有贡献。与Ku波段和x波段相比,c波段的后向散射变化较大,特别是在14cm积雪范围内。在8厘米积雪的情况下,所有三个频率对雪的电-热-物理特性都表现出最小的敏感性。我们的研究结果表明,不同雪层内运行的雪热力过程存在明显差异,这对于利用主动微波遥感方法估算第一年海冰的雪厚至关重要。
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引用次数: 0
Interferometric and polarimetric methods to determine SWE, fresh snow depth and the anisotropy of dry snow 干涉法和偏振法测定SWE、新雪深和干雪各向异性
Pub Date : 2015-11-12 DOI: 10.1109/IGARSS.2015.7326709
S. Leinss, J. Lemmetyinen, A. Wiesmann, I. Hajnsek
Dry snow can be considered as a transparent but refractive medium which causes a phase delay in the reflected signal of active radar remote sensing systems. Here, we analyze the phase delay to estimate Snow Water Equivalent (SWE), the depth of fresh snow and the anisotropic orientation of ice grains in the snow volume. SWE is determined from the integrated phase shift measured by differential interferometry. The temporal evolution of the snow anisotropy could be observed because different microwave polarizations show different propagation speeds in anisotropic snow. The depth of fresh snow as well as snow metamorphosis is discussed with respect to characteristic phase-shifts in the co-polar phase difference. Ground based radar observations from the Snow-scat instrument installed at a test site near Sodankylä, Finland, form the data basis for this paper.
干雪可以看作是一种透明的折射率介质,在主动雷达遥感系统的反射信号中造成相位延迟。在此,我们分析了相位延迟来估计雪水当量(SWE)、新雪深度和雪体积中冰粒的各向异性取向。SWE是由微分干涉法测量的积分相移确定的。由于不同的微波极化在各向异性雪中表现出不同的传播速度,因此可以观测雪各向异性的时间演变。根据共极相位差的特征相移,讨论了新雪的深度和雪的变形。安装在芬兰Sodankylä附近试验场的snowscat仪器的地面雷达观测构成了本文的数据基础。
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引用次数: 8
Detection of thinning and clear-cuts using TanDEM-X data 使用TanDEM-X数据检测变薄和清切
Pub Date : 2015-11-12 DOI: 10.1109/IGARSS.2015.7326423
H. Persson, M. Soja, L. Ulander, J. Fransson
Interferometric TanDEM-X data from 2011 and 2014 were used to create biomass maps over the Swedish test site Remningstorp. These maps were used to compute the biomass change for four classes; pre-commercial thinning, thinning, clear-cutting, and untouched forest. Field inventory and ALS data from the corresponding years were used as reference data. The biomass change was compared on 12 subjectively chosen plots with 40 m radius for each class. It was found, that pre-commercial thinning was difficult to detect, as the biomass loss was less than the biomass growth during the four vegetation seasons investigated. Thinning could be detected from the biomass change being about zero or slightly negative, while clear-cut plots were obvious to notice, with the biomass withdrawal being several hundreds of tons ha-1. The untouched plots had a biomass growth of about 4 to 6 tons ha-1 year-1. It was concluded, that annual TanDEM-X images can be used to detect also smaller silviculture activities such as thinning, but further research with shorter time periods would be desired.
2011年和2014年的干涉式TanDEM-X数据被用于绘制瑞典Remningstorp试验场的生物量地图。这些图被用来计算四类植物的生物量变化;商业前的伐林、伐林、滥伐和未受破坏的森林。以现场清查和相应年份的ALS数据为参考数据。在主观选择的12个样地上,每个样地半径为40 m,比较生物量变化。研究发现,由于4个植被季节的生物量损失小于生物量增长,因此很难检测到预商业间伐。从生物量变化基本为零或略为负的变化中可以看出间伐现象,但明显可以看到有明确的样地,生物量回撤量为几百吨/公顷。未动样地的生物量增长约为4 ~ 6吨/年。结论是,每年的TanDEM-X图像也可以用来检测较小的造林活动,如疏林,但需要进一步的短时间研究。
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引用次数: 5
期刊
2015 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)
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