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1.
《Advances in water resources》2005,28(8):856-870
In this paper, we present a genetic algorithm-based methodology to quantify agricultural and water management practices from remote sensing (RS) data in a mixed-pixel environment. First, we formulated a linear mixture model for low spatial resolution RS data where we considered three agricultural land uses as dominant inside the pixel—rainfed, irrigated with two, and three croppings a year; the mixing parameters we considered were the sowing dates, area fractions of agricultural land uses in the pixel, and their corresponding water management practices. Then, we carried out numerical experiments to evaluate the feasibility of the proposed approach. In the process, the mixing parameters were parameterized by data assimilation using evapotranspiration and leaf area index as conditioning criteria. The soil–water–atmosphere–plant system model SWAP was used to simulate the dynamics of these two biophysical variables in the pixel. The results of our numerical experiments showed that it is possible to derive some sub-pixel information from low spatial resolution data e.g. the existing agricultural and water management practices in a region, which are relevant for regional agricultural monitoring programs. 相似文献
2.
利用合成孔径雷达(Synthetic Aperture Radar,SAR)影像提取与地质活动相关的三维地表形变场,对深入理解地质灾害的形成机制及其潜在灾害风险评估非常重要.目前,利用SAR影像的同震三维形变场提取主要利用单个像素点的多次观测构建观测方程,然后基于加权最小二乘(Weighted Least Squares,WLS)方法分解从而获得同震三维形变场,因此该方法缺乏对相邻像素点空间相关性的约束.考虑相邻同震位移点的应力连续性,研究学者提出了顾及大地测量应变张量和卫星形变观测的SAR同震三维形变场方法(Extended Simultaneous and Integrated Strain Tensor Estimation from geodetic and satellite deformation Measurements,ESISTEM).本文以2016年MW7.0熊本地震为例,收集了覆盖此次地震的ALOS-2卫星升降轨影像,利用传统差分InSAR(DInSAR)方法和子孔径雷达干涉测量(Multiple Aperture InSAR,MAI)方法分别对升降轨SAR影像对进行处理,得到视线向(LOS)形变和方位向形变,最后利用ESISTEM方法获取此次地震的三维同震形变场.此外,利用GPS和野外考察观测对本文的三维形变场结果进行结果精度分析.研究结果表明,与传统WLS方法相比,ESISTEM方法不仅能有效抑制奇异像素点对形变结果的干扰,同时对近断层的失相干信号能进行较好的恢复,更有助于解释地表破裂区的地震形变特征和掌握地震发生机制.本文确定的三维同震形变场结果显示主形变区发生在Futagawa断层中部和Hinagu断层最北端,最大水平位移为2m,抬升为0.55m.断层破裂以NE-SW走向的右旋走滑为主兼有部分正断成分.应变张量分析表明发震断层处受到了明显的收缩力和剪切力的作用. 相似文献
3.
双能X射线骨密度仪系统具有测量精度高、时间短、剂量低等独特优势,是目前X射线骨密度测定技术的“金标准”。本文采用半导体CdZnTe探测器模块搭建半导体光子计数骨密度能谱测量平台,针对CdZnTe半导体探测器信号特点,使用移动最小二乘算法进行不同材料高低能拟合校正。移动最小二乘算法通过权函数改变目标数据点周围节点对其影响程度,可以让数据点的拟合方向更具灵活性。研究分析移动最小二乘算法对双能X射线骨密度测量数值的数据处理流程,完成基于移动最小二乘高低能拟合校正算法的骨密度测量实验。实验结果表明,本文所设计实现的基于移动最小二乘算法的骨密度双能拟合技术在实际应用中能达到较好的拟合误差精度,其中探测器像素单元在高能条件下拟合平均误差为0.032%,低能条件下拟合平均误差为0.036%。进一步数据分析表明,边缘像素单元与中心像素单元在高低能条件下的拟合误差差异仅为0.012%和0.011%。该算法能够有效提高半导体光子计数探测器的骨密度测量精度,降低探测器边缘像素单元信号不均匀性差异带来的误差影响,对目前线阵或面阵光子计数半导体探测器像素差异对骨密度诊断的影响具有良好的改善作用。 相似文献
4.
Advances in automated detection of sand dunes on Mars 总被引：1，自引：0，他引：1
This paper describes advances in an automatic approach for the detection of sand dunes of Mars, based on supervised learning techniques. A set of features (gradient histogram) is extracted from the remotely sensed images and two classifiers (Support Vector Machine and Random Forests) are trained from this data. The evaluation is conducted on 230 MOC‐NA images (spatial resolution between 1·45 and 6·80 m/pixel) leading to about 89% of correct detections. A detailed analysis of the detection results (dune/non‐dune) is performed by dune type or bulk shape, confirming high performances independently of the way the dataset is analysed. This demonstrates the robustness and adequacy of the automated approach to deal with the large variety of aeolian structures present on the surface of Mars. Copyright © 2012 John Wiley & Sons, Ltd. 相似文献
5.
选取2010年1月至2020年8月期间甘肃区域测震台网记录的兰州市周边地区三分向宽频带数字波形资料,采用震中位置空间分布、波形特征及傅里叶频谱特征对比等多种方法相结合,分析兰州市红古区非天然地震活动的特性。结果显示:该区临近测震台记录的大量地震事件波形特征和傅里叶频谱特征与其他区域地震存在显著差异,符合非天然地震的典型震相特征,且空间分布密集、震级较大,初步分析与该区矿产资源开发活动密切相关。对红古区非天然地震特征的研究有助于台网工作人员快速、准确的判别兰州周边地震类型,同时对兰州市地震灾害风险评估与防治也具有积极的参考价值。 相似文献
6.
本文以芦山地震强地面运动记录为基础资料,研究了阿里亚斯强度和Newmark位移两个地震动参数的空间分布特征、衰减特征以及与其它地震动参数的相关性。研究结果表明:阿里亚斯强度的空间分布与地震断层空间展布和地震破裂方向具有相关性;阿里亚斯强度与峰值加速度（PGA）有较好的相关性,场地条件对二者的相关性具有显著影响,PGA相同时,场地越软,阿里亚斯强度越大;震级也是影响阿里亚斯强度与PGA相关性的重要因素,PGA相同时,震级越大,阿里亚斯强度也越大;Newmark位移与PGA和阿里亚斯强度均具有较好的相关性,与阿里亚斯强度的相关性更强,相关系数可达0.94以上。研究还表明,现有模型不能较好地描述芦山地震的阿里亚斯强度和Newmark位移衰减特征,这说明了芦山地震在持时和破裂过程上的特殊性。芦山地震的特殊性揭示了我国西部地震地质构造环境与其它地区有显著差异,因此应该研究适用于我国西部地区地震的地震动参数预测方程。本文的研究结果对我们从更多方面了解地震动特性以及我国地震灾害的预测预防具有重要的科学意义和应用价值。 相似文献
7.
中国大陆强震活动时空特征分析 总被引：1，自引：0，他引：1
本文在以往研究的基础上分析中国大陆强震活动的时空特征, 以中国大陆1901年以来7级及其以上强震年频次为样本, 采用最优分割将中国大陆地震活动状态分为三种时段: 少发段、 平均段和频发段。 中国大陆强震时间活动呈现非稳态现象, 强震频发段间存在短期的地震平静, 由强震平均段到频发段过渡期间同样存在强震少发段, 而少发段也有7级以上强震发生。 以此为基础结合中国大陆活动地块边界带, 研究不同强震丛发时段前地震活动的空间分布特点以及强震丛发时段的主体活动地区。 研究结果表明, 1901年以来中国大陆强震活动总体来讲, 1955年前后表现出不同的空间特征: 1955年之前强震活动主体区域为中国西部及周边大三角地区的三条边界; 1955年之后强震活动主体区域为华北地区、 巴颜喀拉地块区及南北地震带南段地区。 不同相邻强震丛发时段的主体活动地区有一定的交替性, 少发时段或增多时段的强震往往是上一个丛发时段的主体区内强震活动的延续, 或者发生在下一个强震主体活动区内或周边地区。 相似文献
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Earthquakes are one of the most destructive natural disasters and the spatial distribution of their epicentres generally shows diverse interaction structures at different spatial scales. In this paper, we use a multi-scale point pattern model to describe the main seismicity in the Hellenic area over the last 10 years. We analyze the interaction between events and the relationship with geological information of the study area, using hybrid models as proposed by Baddeley et al. (2013). In our analysis, we find two competing suitable hybrid models, one with a full parametric structure and the other one based on nonparametric kernel estimators for the spatial inhomogeneity. 相似文献
10.
近年来,单谱与多谱磁共振图像的分割方法研究已经取得了很大进展,并应用于正常年龄的脑发育和脑疾病的诊断研究,例如老年痴呆综合征、脑损伤、脑肿瘤等的临床研究等。据此可以通过多谱MR图像获得多种对比度信息,更加准确表达人体组织及其病理情况。现已提出的大多数方法,把组织分割问题考虑成统计决策、模式识别和聚类、图像处理和分析等问题。在这些方法中用于组织分割的特征主要是单谱/多谱图像的灰度值/矢量,它们不能直接反映组织的物理特征。而且,这些方法将组织分割问题表述成组织磁共振图像中像素不同成分的有限集合。所以,这些组织分割的方法所取得的结果在某种意义上是不够合理的。这篇论文提出了一种基于磁共振图像谱分解的新的组织分割方法,该方法将组织分割问题考虑成组织的磁共振物理参数的估计问题。这个方法不仅用于磁共振成像中脂肪信号的抑止,也用于核磁共振谱中的水信号抑止。因此,这个方法可以称为空间和谱MR成像。 相似文献
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《Geofísica Internacional》2014,53(3):289-308
Edge enhancement is an element of analysis to derive the spatial structure of satellite images. Two methods to extract edges from multispectral satellite images are presented. A multispectral image is modeled as a vector field with a number of dimensions equal to the number of bands in the image. In this model, a pixel is defined as a vector formed by a number of elements equal to the number of bands. Two vector operators are applied to such vector field. In our first method, we extend the definition of the gradient. In this extension, the vector difference of the window central pixel with neighboring pixels is obtained. A multispectral image is then generated where each pixel represents the maximum change in spectral response in the image in any direction. This image is named a multispectral gradient. The other method, considers the generalization of the Laplacian by means of an η-dimensional Fourier transform. This image is named a multispectral Laplacian. The vector operators perform a simultaneous extraction of edge-content in the spectral bands of a multispectral image. Our methods are parameter-free. Our methods work for a multispectral image of any number of bands. Two examples are discussed that involve multispectral satellite images at two scales. We compare our results with widely used edge enhancement procedures. The evaluation of results shows better performance of proposed methods when compared to widely used edge operators. 相似文献
13.
An effective bias correction procedure using gauge measurement is a significant step for radar data processing to reduce the systematic error in hydrological applications. In these bias correction methods, the spatial matching of precipitation patterns between radar and gauge networks is an important premise. However, the wind-drift effect on radar measurement induces an inconsistent spatial relationship between radar and gauge measurements as the raindrops observed by radar do not fall vertically to the ground. Consequently, a rain gauge does not correspond to the radar pixel based on the projected location of the radar beam. In this study, we introduce an adjustment method to incorporate the wind-drift effect into a bias correlation scheme. We first simulate the trajectory of raindrops in the air using downscaled three-dimensional wind data from the weather research and forecasting model (WRF) and calculate the final location of raindrops on the ground. The displacement of rainfall is then estimated and a radar–gauge spatial relationship is reconstructed. Based on this, the local real-time biases of the bin-average radar data were estimated for 12 selected events. Then, the reference mean local gauge rainfall, mean local bias, and adjusted radar rainfall calculated with and without consideration of the wind-drift effect are compared for different events and locations. There are considerable differences for three estimators, indicating that wind drift has a considerable impact on the real-time radar bias correction. Based on these facts, we suggest bias correction schemes based on the spatial correlation between radar and gauge measurements should consider the adjustment of the wind-drift effect and the proposed adjustment method is a promising solution to achieve this. 相似文献
14.
已有的遥感影像混合像元分解理论方法都要求遥感影像的通道数目大于地物种类,而合成孔径雷达(SAR)的自身特点决定了SAR图像不可能有过多的通道数目,为解决SAR图像地物种类大于通道数目情况下的混合像元分解问题,本文基于单亲遗传算法提出了一种新的混合像元分解方法,创建了一种新的染色体编码方式及进化迭代方式,新算法很好地实现混合像元的分解,可以分解出比通道数目更多的地物种类.并从北京地区ENVISAT-ASAR图像中截取天安门附近区域作为数据源进行实验,实验结果表明了本文算法的正确性和有效性. 相似文献
15.
在硬件配置不变的情况下,如何进一步提高CT系统空间分辨率是目前工业CT领域内的研究热点之一。本文改进了半像素错位算法,有效地提高了CT系统的空间分辨率,具有一定的理论意义和工程应用价值。 相似文献
16.
为提高华南地区流体地震预测水平和实效,在中国震例及日常工作经验积累的基础上建立华南地区流体地震预测指标体系,并在日常震情跟踪工作中进行检验,以2019年广西北流5.2级地震为例,对该指标体系的异常与干扰及会商机制等进行反思。结果表明:①指标体系中的空间指标、地球化学指标存在应用的局限性;基于M_L4.5震例基础上建立的震级强度指标在震级的判定上存在一定的偏差;②任何单一的预测指标用于地震预测时,都应根据不同区域特点,并结合多测项及其它学科资料进行综合判定,才能得到更为准确的判定结果;③空间分析不能只关注一条断裂带,应从更大的区域范围对成组断裂带进行分析;④地震异常和干扰有时是共生或伴生关系,不能因周围有干扰就直接否定其构造成因;异常分析不能仅局限在省域范围,应加强片区内各省学科间的交流协作,搭建一个可以充分勾通、交流的平台。 相似文献
17.
In this paper we extend the generalized likelihood uncertainty estimation (GLUE) technique to estimate spatially distributed uncertainty in models conditioned against binary pattern data contained in flood inundation maps. Untransformed binary pattern data already have been used within GLUE to estimate domain‐averaged (zero‐dimensional) likelihoods, yet the pattern information embedded within such sources has not been used to estimate distributed uncertainty. Where pattern information has been used to map distributed uncertainty it has been transformed into a continuous function prior to use, which may introduce additional errors. To solve this problem we use here ‘raw’ binary pattern data to define a zero‐dimensional global performance measure for each simulation in a Monte Carlo ensemble. Thereafter, for each pixel of the distributed model we evaluate the probability that this pixel was inundated. This probability is then weighted by the measure of global model performance, thus taking into account how well a given parameter set performs overall. The result is a distributed uncertainty measure mapped over real space. The advantage of the approach is that it both captures distributed uncertainty and contains information on global likelihood that can be used to condition predictions of further events for which observed data are not available. The technique is applied to the problem of flood inundation prediction at two test sites representing different hydrodynamic conditions. In both cases, the method reveals the spatial structure in simulation uncertainty and simultaneously enables mapping of flood probability predicted by the model. Spatially distributed uncertainty analysis is shown to contain information over and above that available from global performance measures. Overall, the paper highlights the different types of information that may be obtained from mappings of model uncertainty over real and n‐dimensional parameter spaces. Copyright © 2002 John Wiley & Sons, Ltd. 相似文献
18.
南方海相地震资料脊波非线性阈值去噪方法 总被引：2，自引：0，他引：2
小波分析方法在数据处理中已得到成功广泛的应用,这主要得益于它的局部时频分析能力,但是小波分析对方向的表征能力有限。脊波变换具备优越的方向选择性能,能更好地处理含有线状变化特征的信号。本文针对低信噪比地震记录,尝试研究利用脊波变换方法对其进行处理,提高剖面资料信噪比,突出同相轴信息。在对南方某油田的实际地震资料的处理中,可以发现处理后的地震剖面同相轴品质及连续性有了明显改善,信噪比增强,分辨率相应提高,体现出了该方法相对常规小波分析方法的优越性。 相似文献
19.
Influence of river channel morphology and bank characteristics on water surface boundary delineation using high‐resolution passive remote sensing and template matching 
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下载免费PDF全文 Accurate mapping of water surface boundaries in rivers is an important step for monitoring water stages, estimating discharge, flood extent, and geomorphic response to changing hydrologic conditions, and assessing riverine habitat. Nonetheless, it is a challenging task in spatially and spectrally heterogeneous river environments, commonly characterized by high spatiotemporal variations in morphology, bed material, and bank cover. In this study, we investigate the influence of channel morphology and bank characteristics on the delineation of water surface boundaries in rivers using high spatial resolution passive remote sensing and a template‐matching (object‐based) algorithm, and compare its efficacy with that of Support Vector Machine (SVM) (pixel‐based) algorithm. We perform a detailed quantitative evaluation of boundary‐delineation accuracy using spatially explicit error maps in tandem with the spatial maps of geomorphic and bank classes. Results show that template matching is more successful than SVM in delineating water surface boundaries in river sections with spatially challenging geomorphic landforms (e.g. sediment bar structures, partially submerged sediment deposits) and shallow water conditions. However, overall delineation accuracy by SVM is higher than that of template matching (without iterative hierarchical learning). Vegetation and water indices, especially when combined with texture information, improve the accuracy of template matching, for example, in river sections with overhanging trees and shadows – the two most problematic conditions in water surface boundary delineation. By identifying the influence of channel morphology and bank characteristics on water surface boundary mapping, this study helps determine river sections with higher uncertainty in delineation. In turn, the most suitable methods and data sets can be selectively utilized to improve geomorphic/hydraulic characterization. The methodology developed here can also be applied to similar studies on other geomorphic landforms including floodplains, wetlands, lakes, and coastlines. Copyright © 2014 John Wiley & Sons, Ltd. 相似文献
20.
应用中国地壳运动观测网络工程获得的1998-2005年4期重力场变化观测资料,结合EGM2008的重力场模型作为区域背景场.对2008年新疆于田Ms7.3地震前的重力场变化特征进行深入分析,通过位场延拓和空间求导等方法,对震前的质源体边界特征进行跟踪和估定.同时,尝试利用一种应用空间相关性加权分析方法给出地震危险性空间... 相似文献