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Artificial neural network-based inversion technique for extracting ocean surface wave spectra from SAR images 基于人工神经网络的海洋表面波谱SAR图像反演技术
Pub Date : 1997-08-03 DOI: 10.1109/IGARSS.1997.606394
D. Kasilingam, Jian Shi
An artificial neural network (ANN) based nonlinear technique for inverting the SAR image spectrum of ocean surface waves is developed. In this technique, a multi-layer perceptron (MLP) is used to perform the inversion process. The MLP is trained using simulated SAR and wave spectra. The training process utilizes the standard error-backpropagation technique. The results indicate that the method works well over a large range of wind and wave conditions. The error in the inversion process was found to increase in the higher sea states. The technique works best if the network is used within the range over which it was trained. It is noted that this technique may be used independent of SAR imaging models, by training the network with coincident and co-located measurements of SAR and wave spectra.
提出了一种基于人工神经网络的海洋表面波SAR图像频谱非线性反演技术。在该技术中,使用多层感知器(MLP)来执行反转过程。MLP使用模拟SAR和波谱进行训练。训练过程采用标准误差反向传播技术。结果表明,该方法在很大范围的风浪条件下都能很好地工作。在较高的海况下,反演过程中的误差增大。如果网络在其被训练的范围内使用,该技术效果最好。值得注意的是,该技术可以独立于SAR成像模型,通过使用SAR和波浪光谱的重合和共定位测量来训练网络。
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引用次数: 7
The China airborne radar altimeter control system 中国机载雷达高度计控制系统
Pub Date : 1997-08-03 DOI: 10.1109/IGARSS.1997.615894
Xu Ke, Li Mao-tang, Z. Ning, Xue Yonglin, Liu Yuesheng
An airborne radar altimeter (ARA) was developed in China in 1995. The airborne radar altimeter control system (ARACS) is discussed. The ARACS consists of an industrial control computer (ICC), controller and data sampling system (DSS). Besides controlling and managing the ARA, the ICC has charge of the ARA calibration, acquisition, tracking and data processing. The controller has the functions of controlling the microwave switches, generating chirp controlling signals and other controlling signals. The DSS has the functions of sampling and holding data. The ARA software consists of initialization, noise, bias, calibration, acquisition and tracking program elements. After being developed the ARA was tested in QingDao and satisfactory success was obtained.
一种机载雷达高度计(ARA)在1995年在中国发展。讨论了机载雷达高度表控制系统(ARACS)。ARACS由工业控制计算机(ICC)、控制器和数据采样系统(DSS)组成。除了控制和管理ARA外,ICC还负责ARA的校准、采集、跟踪和数据处理。该控制器具有控制微波开关、产生啁啾控制信号和其他控制信号的功能。DSS具有采样和保存数据的功能。ARA软件由初始化、噪声、偏置、校准、采集和跟踪程序组成。研制完成后,在青岛进行了试验,取得了满意的效果。
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引用次数: 0
Infusion of altimeter data to same spatial, temporal resolution infrared images to improve the accuracy of the classification of images and DEM 将高度计数据注入到相同时空分辨率的红外图像中,提高图像和DEM的分类精度
Pub Date : 1997-08-03 DOI: 10.1109/IGARSS.1997.615223
Liu Zhen, Li Shukai
The topographic effect and radiation effect are two key elements which affect the accuracy of classification of the remote sensing image. Topographical normalization is a valuable tool by use of DEM. Because the time when the image is acquired differs from that of DEM, a new error was induced in the procedure of topographical normalization. It is obvious that the image classification and DEM accuracies can be improved by use of the same spatial temporal and spatial resolution image and DEM. The DEM help radiation correction, on the other hand, the image provide some information on Earth objects to restore DEM. A new system was developed, which can provide highly accurate DEM and remote sensing image synchronously.
地形效应和辐射效应是影响遥感影像分类精度的两个关键因素。利用DEM进行地形归一化是一种有价值的工具。由于图像采集时间与DEM不同,在地形归一化过程中产生了新的误差。使用相同时空分辨率的图像和DEM可以明显提高图像分类和DEM精度。DEM有助于辐射校正,另一方面,图像提供了一些地球物体的信息来恢复DEM。开发了一种能够同步提供高精度DEM和遥感影像的新系统。
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引用次数: 0
A mixed fractal/wavelet based approach for characterization of textured remote sensing images 基于混合分形/小波的纹理遥感图像表征方法
Pub Date : 1997-08-03 DOI: 10.1109/IGARSS.1997.615214
A. Marazzi, P. Gamba, A. Mecocci, E. Costamagna
One of the problems encountered in the field of remote sensing image characterization, is the choice for the right features. The addition of textures as a discriminating parameter is a good help in the step of segmentation of different zones. The authors present an approach that is a mix between a wavelet multiscale analysis and a fractal characterization, in order to exploit both the main characteristic of the two approaches and to override the limitations of the two techniques. The chain was applied to different textured images showing an improvement respect to other methods based on wavelet transform and fractal approach alone.
在遥感图像表征领域中遇到的问题之一是正确选择特征。纹理作为判别参数的加入对不同区域的分割有很好的帮助。作者提出了一种方法,是小波多尺度分析和分形表征之间的混合,以利用这两种方法的主要特点,并超越这两种技术的局限性。将该方法应用于不同纹理图像,相对于单独基于小波变换和分形方法的其他方法有了改进。
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引用次数: 5
Remote sensing education resources on the World Wide Web 万维网上的遥感教育资源
Pub Date : 1997-08-03 DOI: 10.1109/IGARSS.1997.615276
S. Sivaprakash, Junjie Ng, N. L. Teo, V. Khoo, Soo Chin Liew
The objective of this project is to create a compilation of educational resources in remote sensing accessible through the World-Wide Web (WWW). This compilation will be useful to anyone interested in learning about remote sensing. Educators might also find it useful as a place to locate useful resources for teaching courses in remote sensing. The remote sensing web resources were organized into several categories in the authors' web pages. These categories include: (1) Remote Sensing Missions, (2) Remote Sensing Applications, (3) Notes on Remote Sensing and (4) Interesting Images. The authors hope to provide a one-stop web page for accessing educational resources in remote sensing on the World Wide Web.
该项目的目标是编制一份遥感教育资源汇编,可通过万维网访问。这个汇编对任何有兴趣学习遥感的人都很有用。教育工作者可能还会发现,它是一个查找遥感教学课程有用资源的地方。在作者的网页中,将遥感网络资源分成几类。这些类别包括:(1)遥感任务;(2)遥感应用;(3)遥感注释;(4)有趣的图像。作者希望在万维网上提供一个获取遥感教育资源的一站式网页。
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引用次数: 1
Processing and analysis techniques for continental scale radar maps of the tropical forest 热带森林大陆比例尺雷达图的处理与分析技术
Pub Date : 1997-08-03 DOI: 10.1109/IGARSS.1997.609126
M. Simard, G. D. De Grandi, S. Saatchi, M. Leysen, K. Thomson
A new avenue for radar mapping of the tropical forest at continental scale was recently proposed in the context of the European TREES (TRopical Ecosystem Environment monitoring by Satellites) project. The related issues ask for suitable approaches in the processing and analysis phases, which are the main focus of this paper. Some engineering aspects of the processing chain are described. Next the problem of information extraction from the mosaic with respect to the TREES thematic objectives is tackled. A first research topic is the ability to extract multi-scale structures of the tropical forest. The analysis was done using a technique based on the wavelet transform.
最近在欧洲TREES(卫星监测热带生态系统环境)项目的范围内提出了在大陆尺度上对热带森林进行雷达测绘的新途径。相关问题需要在处理和分析阶段采取合适的方法,这是本文的主要重点。描述了加工链的一些工程方面。接下来,讨论了从关于TREES主题目标的马赛克中提取信息的问题。第一个研究课题是提取热带森林多尺度结构的能力。采用基于小波变换的分析方法进行分析。
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引用次数: 4
The universal multichannel technique for enhancing images obtained from different sensors 通用多通道技术用于增强从不同传感器获得的图像
Pub Date : 1997-08-03 DOI: 10.1109/IGARSS.1997.615892
B. Petrenko
A technique is described which embodies a robust approach to enhancing spatial resolution of aerospace images based on images made with another sensor with a better spatial resolution. The technique does not require an exact knowledge of the sensor angular functions replacing it with the analysis of a local signals spatial structure. The extent of correction of a low resolution image depends on its correlation with high resolution images. The universality of the technique is demonstrated by its applications to data of microwave and optical sensors.
本文描述了一种基于另一种具有更好空间分辨率的传感器图像来增强航空航天图像空间分辨率的方法。该技术不需要传感器角函数的精确知识,而是用局部信号空间结构的分析来取代它。低分辨率图像的校正程度取决于其与高分辨率图像的相关性。通过对微波和光学传感器数据的处理,证明了该技术的通用性。
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引用次数: 0
Analysis of radar response from urban areas 市区雷达响应分析
Pub Date : 1997-08-03 DOI: 10.1109/IGARSS.1997.615289
B. Forster, C. Ticehurst, Y. Dong
The output from regular mapping and monitoring of urban areas provides an important source of information for urban planners and decision makers. The use of remotely sensed data to provide this information has been successful in particular environments but has had only limited success in tropical zone countries where cloud and rain often restrict the useful acquisition of visible/infrared image data on a regular basis. In many cases, and particularly in east Asia, these are precisely the areas that most need the data. A number of researchers have examined the potential of using radar images to overcome these problems, because at the wavelengths used (X- to P-), radar is not affected by cloud or rain. Urban areas are a spatially complex mixture of both natural and built surfaces whose spectral and geometric properties are many and varied. Buildings for example, cause significant backscatter when irradiated by microwave radiation, which is dependent on wavelength, polarisation and incidence angle of the radar beam, and roughness, dielectric properties and size, shape and orientation of the buildings and their surface facets. To some extent all combinations of specular and diffuse backscatter are a function of the height and width of buildings, and thus give rise to the possibility of using backscatter as a measure of the bulk density of the built environment. Equations for backscattering mechanisms, often found in urban environments, are well known. These are for example, facets, point scatterers, dihedral and trihedral corner reflectors, cylinders and wedges. This paper examines the theoretical relationships between urban morphology and remote sensing response at radar wavelengths, provides some preliminary results on measures of urban classification using AirSAR quad polarised radar data from test sites over the city of Sydney, Australia, and proposes a solution to the problem of backscatter variation due to building orientation.
定期测绘和监测城市地区的产出为城市规划者和决策者提供了重要的信息来源。利用遥感数据提供这种信息在特定环境中取得了成功,但在热带地区国家取得的成功有限,因为热带地区的云和降雨往往限制了定期有效地获取可见光/红外图像数据。在许多情况下,特别是在东亚,这些地区恰恰是最需要这些数据的地区。许多研究人员已经研究了利用雷达图像来克服这些问题的潜力,因为在使用的波长(X-到P-),雷达不受云或雨的影响。城市地区是自然和建筑表面的复杂空间混合体,其光谱和几何特性多种多样。例如,当建筑物受到微波辐射照射时,会引起明显的反向散射,这取决于雷达波束的波长、极化和入射角,以及建筑物及其表面表面的粗糙度、介电特性和大小、形状和方向。在某种程度上,所有镜面散射和漫射后向散射的组合都是建筑物高度和宽度的函数,因此可以使用后向散射来衡量建筑环境的体积密度。通常在城市环境中发现的后向散射机制的方程是众所周知的。例如,切面、点散射器、二面体和三面体角反射器、圆柱体和楔形。本文研究了城市形态与雷达波长遥感响应之间的理论关系,利用澳大利亚悉尼市上空试验点的AirSAR四极化雷达数据提供了一些城市分类措施的初步结果,并提出了由于建筑物朝向引起的后向散射变化问题的解决方案。
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引用次数: 3
Magnetic dipole localization with a gradiometer: obtaining unique solutions 磁偶极子定位与梯度计:获得唯一解
Pub Date : 1997-08-03 DOI: 10.1109/IGARSS.1997.608906
W. Wynn
The five independent equations describing the field gradient tensor at a point for a static magnetic dipole source can be inverted to give the bearing vector to the source and the source moment vector divided by the fourth power of the range. The equations have four solutions, two of which are related in a non-trivial way, and two more that are obtained by reflections through the field point. The symmetry of the four solutions in the principal-axis frame of the gradient tensor can be used to express the solutions directly in terms of one another in an arbitrary frame without executing the inversion. This relationship has been exploited to construct explicit proofs that a unique solution for magnetic moment vector and relative position between source and field point can be obtained if either the magnetic field vector, or the rate of change of the gradient tensor and the relative motion of source and field point is known.
描述静态磁偶极子源在一点处的场梯度张量的五个独立方程可以反向得到源的方位矢量和源力矩矢量除以范围的四次方。方程有四个解,其中两个解以非平凡的方式相关,另外两个解通过场点反射得到。在梯度张量的主轴坐标系中,四个解的对称性可以用来在任意坐标系中直接表示解的相互关系,而不需要进行反演。利用这一关系构造了明确的证明,如果磁场矢量或梯度张量的变化率以及源和场点的相对运动已知,则可以得到磁矩矢量和源与场点之间相对位置的唯一解。
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引用次数: 24
On the polarization-dependent signatures of atmospheric and oceanic features in radar images of the ocean surface 海洋表面雷达图像中大气和海洋特征的偏振相关特征
Pub Date : 1997-08-03 DOI: 10.1109/IGARSS.1997.606437
R. Romeiser
Multi-polarization radar images of the ocean surface from various experimental campaigns suggest that the backscattered signal is more sensitive to wind field variations at vertical (VV) than at horizontal (HH) polarization. On the other hand, radar signatures of oceanic features like internal waves or underwater bottom topography are often better visible at HH. In this paper, a possible theoretical explanation for these phenomena is discussed. It is shown that polarization-dependent radar signatures are qualitatively consistent with predictions of a composite surface scattering model, where the ratio between modulation depths at HH and VV is determined by the intensity variations of ocean waves in different wave-number ranges. Using a simple scenario of wind and current variations, it is demonstrated that a pair of radar images with dominant oceanic and atmospheric signatures at HH and VV, respectively, can be basically obtained from the model.
来自不同实验活动的海洋表面多极化雷达图像表明,背向散射信号对垂直(VV)方向的风场变化比水平(HH)方向的风场变化更敏感。另一方面,海洋特征的雷达特征,如内波或水下底部地形,通常在HH下更清晰可见。本文对这些现象的可能的理论解释进行了探讨。结果表明,极化相关的雷达特征与复合表面散射模型的预测在质量上是一致的,其中HH和VV调制深度之间的比率由不同波数范围内海浪的强度变化决定。在简单的风和流变化情景下,该模式基本可以获得分别在HH和VV具有主要海洋和大气特征的一对雷达图像。
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引用次数: 5
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遥感信息
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