Variational Bayesian independent component analysis for spectral unmixing in remote sensing image

Spectral unmixing is a key technology of optical remote sensing image analysis; it not only influences the accuracy of the extraction of land cover information and automatic classification of topographical objects, but also greatly hinders the development of quantitative remote sensing. Independent component analysis (ICA) is a statistical method which is recently developed to extract the independent linear components, and which can realize the extraction of endmembers as well as fractional abundances with little a priori knowledge. However, ICA still cannot process the correlations among the various components. To overcome this problem, variational Bayesian independent component analysis (VBICA) has been proposed to process optical remote sensing images. In the Bayesian framework, the separation of independent components of remote sensing image has finally been achieved with conditional independence standards of Bayesian network and approximate variational algorithm. In the simulative image and real AVIRIS hyperspectral remote sensing image, the VBICA algorithm demonstrates its better performance. The experiment’s results indicate that the proposed VBICA algorithm is feasible, which has obvious advantages and a good application prospect. The reason is that it can effectively overcome the correlations between the various components in remote sensing images and break through the limitations of traditional remote sensing images analysis. Last but not least, the VBICA algorithm is applied in the classification of the TM multispectral remote sensing images. Compared to basic maximum likelihood classification, principal component analysis and FastICA algorithms, VBICA improves the classification accuracy of remote sensing images, and contributes to the further extension of the application of ICA in remote sensing image analysis.     

持续大流量过程对黄河内蒙古河段河道塑形能力的分析与思考

2018年伏秋汛期黄河流域上游持续来水,为保证2108-2019年度黄河流域凌汛期安全,黄河流域重点水库进行了大流量持续下泄。以2018年9月的实际数据为基准,通过对重点水库实际日均出入库调度情况,内蒙古河段的重点水文站实际日均流量过程和三个年份汛期大断面套绘成果对比分析研究,可以得出水库大流量持续下泄对内蒙古河段河道塑形能力起到了关键性作用,有效的提高了主槽过流能力,河段最小平滩流量得到一定的恢复,对下一步研究黄河流域河道过流能力提供了有利的数据支撑和参考价值。     

Numerical Simulation of 3D Borehole‐to‐Surface Electrical Method

The anomaly response characteristics of the vertical line‐source 3D borehole‐to‐surface model are simulated by an adaptive finite element method. The calculation shows that the anomaly in the radial direction is pressed and the closer to the source, the more pronounced, the anomaly is stretched in the direction perpendicular to the radius. Adding a B pole in the Y direction can offset the effect of stretching to some extent. The anomaly that is closer to the source of the profile is clearer than the anomaly that is far from the source. The research results are of great significance for guiding the practical application of the borehole‐to‐surface electrical method.     

我国页岩气资源及影响因素

在世界面临能源短缺的背景下,页岩气作为油气勘探的一个新领域,越来越得到世界各国的重视。我国页岩气资源丰富,许多盆地或地区具有页岩气大规模成藏的地质条件,对页岩气的研究显得尤为重要。该文介绍了我国页岩气资源储量、分布及开采面临的问题,概述了页岩气地质特征。在此基础上探讨了我国页岩气的影响因素,认为我国页岩气主要受有机碳含量、成熟度、裂缝的发育程度、地层压力的控制;页岩气与煤层气同属于非常规天然气,其赋存形态、成因类型、富集规律具有很多相似之处,因此可将页岩气与煤层气进行对比研究。     

我国科学数据共享现状的调查

本文是科学数据共享政策法规体系研究系列文章的收笔之作.撰写本文的目的,就是为说明科学数据共享政策法规体系的研究是建立在大量的基础调研之上.调查研究是谋事之基、成事之道.从实践中寻求解决现实问题的方法,才能制定出切实可行的政策、法规,调查研究是制定政策、法规的客观依据.为使制订政策、 规章制度适应社会经济发展和变化的新情况,就深入开展调查研究,认真听取各方面的意见,深入研究相应的管理规律和运行机制.本文详述了调查过程、调查方法,以佐证政策法规研究不能脱离实际.     

数字地震观测中由台风产生的震颤信号分析

本文的工作源于我们在以宽频数字地震计和倾斜、重力仪开展对"慢地震"、"前驱波"等信号连续观测和分析的过程中,观测到不少异常的波动信号.在探讨这些异常信号的产生原因的研究中,发现其中一部分由热带气旋(台风)产生.     

南边界强迫的非线性临界层与副高的形成、维持和振荡

用非线性准地转正压涡度方程模式，在南边界取定常强迫波，采用４种方案模拟了非线性临界层及其上激发的Ｋｅｌｖｉｎ猫眼，以确定热带的定常强迫对副高的形成、维持和振荡的影响。结果表明，南边界定常强迫仍在非线性临界层内激发行星尺度的准定常反气旋的Ｋｅｌｖｉｎ猫眼流场，猫眼的移动、强度和形状变化与夏季副高比较相似．而北边界定常强迫所得结果与夏季副高差异较大。因此，南边界所激发的非线性临界层上的Ｋｅｌｖｉｎ猫眼可能是夏季副高形成、维持和振荡的一种更为重要的新物理机制。文中还提出准定常行星波穿越副热带的非线性临界层的物理机制。     

气象应用平台WebGIS产品测试

中国气象局气象探测中心正在开发建设综合气象观测系统运行监控平台(ASOM:Atmospheric Observing systern Operations Monitoring),平台中部分功能采用webGIS技术实现.为了选择相对较好的WebGIS运行支撑平台,对当前主流的3个WebGIS产品进行了测试.从分析气象应...     

树冠叶面积体密度和叶面积指数的间接估值方法研究

本文论述了根据计算机断层成像的原理，对树冠的叶面积体密度和叶面积指数等构造参数进行间接估值的方法。说明了对树冠多角度底视数据的获取，对树冠外形的反投影重构，和获得冠层内叶面积体密度的空间分布的原理和方法。总结了测量工作经验，并用测量数据对估值方法进行了检验。     

基于GIS的水污染源数据监理与查错系统

城市生活废水、工业污水已经成为城市市政管理的重点内容,查清城市排水管网和水污染源的情况,建立专业的排水管网地理信息系统将有利于城市发展。一直以来,数据质量是GIS建设的关键,通过一个基于GIS的可视化数据监理和查错系统,阐述系统的设计方案、监理流程和功能特点。结合广州市水污染源调查项目,对监理系统在实际工程中的重点、难点应用作了说明。