SAR image despeckling with a multilayer perceptron neural network

Speckle noise in synthetic-aperture radar (SAR) images severely hinders remote sensing applications; therefore, the appropriate removal of speckle noise is crucial. This paper elaborates on the multilayer perceptron (MLP) neural-network model for SAR image despeckling by using a time series of SAR images. Unlike other filtering methods that use only a single radar intensity image to derive their parameters and filter that single image, this method can be trained using archived images over an area of interest to self-learn the intensity characteristics of image patches and then adaptively determine the weights and thresholds by using a neural network for image despeckling. Several hidden layers are designed for feedforward network training, and back-propagation stochastic gradient descent is adopted to reduce the error between the target output and neural-network output. The parameters in the network are automatically updated in the training process. The greatest advantage of MLP is that once the despeckling parameters are determined, they can be used to process not only new images in the same area but also images in completely different locations. Tests with images from TerraSAR-X in selected areas indicated that MLP shows satisfactory performance with respect to noise reduction and edge preservation. The overall image quality obtained using MLP was markedly higher than that obtained using numerous other filters. In comparison with other recently developed filters, this method yields a slightly higher image quality, and it demonstrates the powerful capabilities of computer learning using SAR images, which indicate the promising prospect of applying MLP to SAR image despeckling.     

双巷三维并行电法数值及物理模型试验研究

电法勘探是一种以研究地下探测目标体与周围介质之间的电性差异的地球物理探测方法,通常采用的二维电法勘探只能得到一条垂直于测线的视电阻率剖面,如果不能确定测线位置正好在异常体的正上方,这时就难给出较准确的结论。三维电阻率法采集数据量大,可获得三维电性数据体,而且可方便地根据需要实现水平及垂直切片,有着二维电法探测不能比拟的优点,实现对目标体的准确定位及全面透视。通过对构建的三维地质模型体进行数值模拟和物理模拟,表明双巷并行三维电法对地质异常体可以进行有效的探查并获得良好的探测效果。     

高温焙烧对白云母晶体结构和物性影响研究

通过X射线荧光光谱仪、X射线粉晶衍射分析、热重分析、扫描电镜等表征手段,研究焙烧温度对白云母晶体结构特征、物性变化的影响.结果表明:白云母在25～1 200℃温度范围的加热过程变化主要分为三个阶段:25～500℃,该焙烧温度段对白云母的晶体结构、光学性质、表面形貌影响甚小;600～1 000℃,白云母虽保持片层状晶体结...     

Influencing Factors of the Rebreak of the Key Rock Block of the Main Roof in the Gob

Geotechnical and Geological Engineering - In view of the phenomenon that upright triangular zone and inverted triangular zone of the collapsed roof appeared alternately in the gob, a mechanical...     

基于ERDAS二次开发的震害图像信息提取方法研究

通过ERDAS IMAGINE软件二次开发,建立了一些实用的震害信息提取方法,利用这些方法开发的震害遥感信息提取的程序模块对1976年唐山地震影像、1999年台湾集集地震影像及Quickbid影像进行了处理,将得到的结果与目视解译结果进行对比,结果表明研究中提出的震害信息提取方法具有较好的实用性.     

川滇及邻区Pn波速度结构和各向异性研究

川滇地区是中国大陆构造变形及地震活动最强烈的区域之一.本文利用从国际地震中心(ISC)、中国地震台网以及云南、四川、重庆三个省级地震台网的地震观测报告中严格挑选出的53673个Pn波到时数据,用Pn波层析成像方法反演了川滇地区的Pn波速度结构和各向异性.结果表明该地区上地幔顶部速度结构的横向变化与现代构造运动有明显的关联:盆地地区上地幔顶部速度明显高于其周边区域,四川盆地尤为突出,其上地幔顶部P波速度是整个研究区域的高值;上地幔顶部P波速度低值区与研究区现代火山活动区域(如腾冲)及高热泉活动区域(如康定)有明显的相关性.强震大都发生在Pn波速低值区或Pn波速低值边界区.Pn波速度低速带与狭义的南北地震带相吻合,反映出上地幔顶部的流变性对构造应力的传递起着重要作用.Pn波各向异性表明:位于川青块体与四川盆地交界的龙门山地区,快波方向与该区域绝对运动方向不一致,而是基本沿龙门山断裂走向,这表明该地区的各向异性主要受龙门山断裂对Moho面切割变形的影响.而在其他区域的Pn波各向异性方向大体与当地块体的绝对运动方向一致,说明其各向异性主要是由板块运动产生的软流圈变形引起.     

曲波阈值法地震弱信号识别及去噪方法研究

深层勘探及小断裂、小幅度构造等隐蔽油气藏勘探是目前老油区增产的重要手段,而进行这类油藏勘探时所面临的共同问题是在相对较高的噪音中识别信号,即弱信号的识别问题.利用小波的多尺度特性,可以在——定程度上压制噪声,识别弱信号.但小波变换在处理二维数据时,对线性奇异性的边缘的识别有一定局限性,而曲波变换能较好地识别二维奇异性边...     

Development and verification of the comprehensive model for physical properties of hydrate sediment

Natural gas hydrate is widely distributed all over the world and may be a potential resource in the near future, whereas hydrate dissociation during the development affects wellbore stability and drilling safety. However, the present modeling of hydrate reservoir parameters ignored the influence of effective stress and only considered the hydrate saturation. In this paper, a series of stress sensitivity experiments for the unconsolidated sandstone were carried out, and the influence of mean effective stress on physical parameters was obtained; a comprehensive model for the physical parameters of hydrate reservoir was developed subsequently. With the help of ABAQUS finite element software, the established comprehensive model was verified by the use of the wellbore stability numerical model of hydrate reservoir. The verification results show that ignoring the effect of mean effective stress on the parameters of hydrate formation aggravates the invasion of drilling fluid into the hydrate formation. Besides, ignoring the stress sensitivity of reservoir physical parameters will underestimate the wellbore instability during hydrate drilling, which will be a threat to the safety of gas hydrate drilling. At the end of the drilling operation, the maximum plastic strain of the model for considering and not considering stress sensitivity was 0.0145 and 0.0138, respectively. Therefore, the established comprehensive model will provide a theoretical support for accurately predicting the engineering geological disasters in hydrate development process.     

塔里木盆地晚泥盆世-早石炭世东河砂岩沉积相

东河砂岩是塔里木盆地主要的勘探目的层和产油层之一。经过多年艰苦勘探和多学科综合研究,现已认识到东河砂岩为晚泥盆世晚期至早石炭世早期海平面上升背景下沉积的一套海侵底砂（砾）岩,在盆地范围内是一个明显的穿时沉积体。东河砂岩以滨浅海相陆源碎屑沉积占优势,局部发育海陆过渡相陆源碎屑沉积。根据盆地内100多口井资料的岩石学特征、沉积特征以及其它指相标志的综合分析,在东河砂岩中识别出滨岸、河口湾、辫状河三角洲以及冲积扇等不同的沉积相类型,其中高能碎屑滨岸相最重要,分布最广。东河砂岩沉积早期和中期,盆地主要为高能碎屑滨岸相和碎屑陆棚相沉积,末期海侵达到最大,盆地内为碳酸盐台地沉积,而轮南及盆地北部一带受物源区的影响,出现混积滨岸和碎屑滨岸沉积。东河砂岩明显具有填平补齐的沉积特征,其砂体厚度在缓坡处减薄、陡坡处增厚、遇孤岛减薄或尖灭,这些沉积特征为形成东河砂岩非构造圈闭奠定了良好的地质基础。满加尔、轮南、塔中、玛扎塔格以及草湖地区都有可能找到该类油气藏（田）,展示了东河砂岩非构造圈闭的良好勘探前景。     

西昌盆地上三叠统白果湾组富有机质泥页岩沉积岩相古地理与孔隙特征

海陆过渡相富有机质泥页岩是页岩气勘查开发的重要领域。本文以西昌盆地上三叠统白果湾组富有机质泥页岩为研究对象,对研究区内富有机质泥页岩的沉积岩相古地理特征、微观孔隙类型、孔隙结构特征进行研究。白果湾组富有机质泥页岩段沉积相主要为湖泊相、三角洲相、河流相。发育不同类型的微孔隙,孔隙主要以小孔为主,微孔次之,平均孔径分布在5.56~56.89nm之间,比表面积平均为9.44m²/g,总孔体积平均为0.0187cm³/g。页岩气主要形成于滨浅湖亚相及半深湖亚相中,并主要吸附于富有机质泥页岩的小孔、微孔内;西昌盆地白果湾组富有机质泥页岩储集空间较好,具有良好的勘探潜力。