A hierarchical spatiotemporal adaptive fusion model using one image pair

ABSTRACT

Image fusion techniques that blend multi-sensor characteristics to generate synthetic data with fine resolutions have generated great interest within the remote sensing community. Over the past decade, although many advances have been made in the spatiotemporal fusion models, there still remain several shortcomings in existing methods. In this article, a hierarchical spatiotemporal adaptive fusion model (HSTAFM) is proposed for producing daily synthetic fine-resolution fusions. The suggested model uses only one prior or posterior image pair, especially with the aim being to predict arbitrary temporal changes. The proposed model is implemented in two stages. First, the coarse-resolution image is enhanced through super-resolution based on sparse representation; second, a pre-selection of temporal change is performed. It then adopts a two-level strategy to select similar pixels, and blends multi-sensor features adaptively to generate the final synthetic data. The results of tests using both simulated and actual observed data show that the model can accurately capture both seasonal phenology change and land-cover-type change. Comparisons between HSTAFM and other developed models also demonstrate our proposed model produces consistently lower biases.     

行业高校测绘卓越工程师多元化培养模式构建研究与实践

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统计地理空间框架建设的国际经验及对中国的启示

为了更好地整合统计地理空间信息,联合国成立了统计和地理信息整合专家组,目标是推进全球统计地理空间框架的实施.全球统计地理空间框架为各国提供了通用的标准和方法,以促进统计和地理空间信息的整合,并提高了结合空间信息的统计数据的可用性,让统计更好地服务于决策.本文介绍了构成统计地理空间框架五项原则的具体内容和相关国际经验,并分析了国内实施框架的基础条件、有利因素和困难.建议国家统计局在今后的普查和统计调查中,参照全球统计地理空间框架原则,加强统计和地理信息的整合,并提出了具体措施.     

块状岩石矿物组分热红外光谱反演实验研究

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地图模型的研究

讨论了地图模型的实质,对地图模型的直观性、一览性、抽象性、概括性、可量测性、几何精确性、合成性、几何相似性、地理一致性、单义性、连续性、艺术性等认识论特性和表现形式的多样性、存储量的巨大性、信息传输性、信息多维动态性等信息论特性进行了重点分析了,并阐述了地图模型对计算机制图和地图分析应用的研究意义。     

供水管网地理信息系统中爆管分析的算法研究

爆管关阀分析是供水管网地理信息系统中重要的空间分析功能之一,目前已建系统的爆管分析功能存在着算法繁琐或功能简单、不具通用性等缺点。本文以高质量的源数据为基础,根据系统和爆管分析的需求建立合理的数据模型,设计了爆管关阀分析算法,该算法克服现有算法的不足,剔除了可关可不关的阀门,得到正确、经济的关阀门方案,并列出了受影响的用户。将此设计方案应用于"新疆石油管理局供水地理信息系统"中,成功地实现了爆管分析,体现出了该算法简洁、高效、准确、通用的优越性。     

Modeling errors in upward continuation for INS gravity compensation

Accurate upward continuation of gravity anomalies supports future precision, free-inertial navigation systems, since the latter cannot by themselves sense the gravitational field and thus require appropriate gravity compensation. This compensation is in the form of horizontal gravity components. An analysis of the model errors in upward continuation using derivatives of the standard Pizzetti integral solution (spherical approximation) shows that discretization of the data and truncation of the integral are the major sources of error in the predicted horizontal components of the gravity disturbance. The irregular shape of the data boundary, even the relatively rough topography of a simulated mountainous region, has only secondary effect, except when the data resolution is very high (small discretization error). Other errors due to spherical approximation are even less important. The analysis excluded all measurement errors in the gravity anomaly data in order to quantify just the model errors. Based on a consistent gravity field/topographic surface simulation, upward continuation errors in the derivatives of the Pizzetti integral to mean altitudes of about 3,000 and 1,500 m above the mean surface ranged from less than 1 mGal (standard deviation) to less than 2 mGal (standard deviation), respectively, in the case of 2 arcmin data resolution. Least-squares collocation performs better than this, but may require significantly greater computational resources.     

山西省基础地理信息数据库的技术研究

山西省基础地理信息数据库是山西省空间数据基础设施建设的重要组成部分,主要介绍数据库建设的技术方案和关键技术.     

GIS的未来之我见

对当前地理信息系统的发展动态进行了分析,提出了未来GIS的发展呈现出的新特点、云计算GIS的发展趋势以及GIS和人们的生活密切相关.     

共轭面状特征的快速提取与遥感影像精确配准

使用数学形态学的"膨胀算子"对影像进行预处理,提出了一种改进的基于高斯拉普拉斯算子的面状特征提取和细化方法,并利用边界代数快速标注边界封闭的面状特征。在提取面状特征的基础上,利用奇异值分解算法,实现了基于面状质心的遥感影像匹配,进而完成精确配准。实验结果表明,与传统方法相比,此方法在速度与准确度上具有明显优势。