A location-aware GIServices quality prediction model via collaborative filtering     

Qingxi Peng  Na Dong 《International Journal of Digital Earth》2018,11(9):897-912

The quality of GIServices (QoGIS) is an important consideration for services sharing and interoperation. However, QoGIS is a complex concept and difficult to be evaluated reasonably. Most of the current studies have focused on static and non-scalable evaluation methods but have ignored location sensitivity subsequently resulting in the inaccurate QoGIS values. For intensive geodata and computation, GIServices are more sensitive to the location factor than general services. This paper proposes a location-aware GIServices quality prediction model via collaborative filtering (LAGCF). The model uses a mixed CF method based on time zone feature from the perspectives of both user and GIServices. Time zone is taken as the location factor and mapped into the prediction process. A time zone-adjusted Pearson correlation coefficient algorithm was designed to measure the similarity between the GIServices and the target, helping to identify highly similar GIServices. By adopting a coefficient of confidence in the final generation phase, the value of the QoGIS most similar to the target services will play a dominant role in the comprehensive result. Two series of experiments on large-scale QoGIS data were implemented to verify the effectivity of LAGCF. The results showed that LAGCF can improve the accuracy of QoGIS prediction significantly.  相似文献   

Novel fusion approach on automatic object extraction from spatial data: case study Worldview-2 and TOPO5000     

U. G. Sefercik  S. Karakis  C. Atalay  I. Yigit  U. Gokmen 《国际地球制图》2018,33(10):1139-1154

The automatic extraction of information content from remotely sensed data is always challenging. We suggest a novel fusion approach to improve the extraction of this information from mono-satellite images. A Worldview-2 (WV-2) pan-sharpened image and a 1/5000-scaled topographic vector map (TOPO5000) were used as the sample data. Firstly, the buildings and roads were manually extracted from WV-2 to point out the maximum extractable information content. Subsequently, object-based automatic extractions were performed. After achieving two-dimensional results, a normalized digital surface model (nDSM) was generated from the underlying digital aerial photos of TOPO5000, and the automatic extraction was repeated by fusion with the nDSM to include individual object heights as an additional band for classification. The contribution was tested by precision, completeness and overall quality. Novel fusion technique increased the success of automatic extraction by 7% for the number of buildings and by 23% for the length of roads.  相似文献   

中国地区集合预报产品自适应递减平均偏差订正法的改进研究     

肖瑶  史一丛  王耸  王新伟 《气象与环境学报》2019,(2):9-14

基于中国地区T213集合预报产品2 m温度预报数据,采用卡尔曼滤波类型的自适应递减平均法进行偏差订正处理,原方案在剧烈降温天气订正效果表现不理想。通过对递减平均参数w的重新构建得到改进的订正方案w(i,p)(i为站点信息,p为天气过程信息),在此基础上进一步优化对历史信息的有效提取,得到改进的方案w(i,p)相似法和w(i,p)统计法,并进行效果检验。结果表明:改进为包含空间和天气过程信息的函数w(i,p)后方案的订正效果得到不同程度的提高,其中24 h剧烈降温预报各成员预报均方根误差平均减小了0. 15℃;而进一步改进的w(i,p)统计法在当前几种剧烈降温预报中订正效果最优,其集合平均偏差与w(i,p)方案相比减小2. 54℃。  相似文献   

The Marine Planning Framework for South Australia: A new ecosystem-based zoning policy for marine management     

Val Day  Rosemary PaxinosJon Emmett  Alison WrightMeg Goecker 《Marine Policy》2008

The Marine Planning Framework for South Australia is a new large-scale, ecosystem-based zoning policy for management of development and use in the marine environment. Utilising the Geographic Information System (GIS), the model establishes four ecologically rated zones, derived from known ecological criteria. A series of goals, objectives and strategies represent the desired outcomes for each of the ecologically rated zones. A Performance Assessment System (PAS) will subsequently evaluate the success of the marine plans. Implementation will be supported by a collaborative whole-of-government approach. Marine plans will facilitate the delivery of long-term protection to the marine environment as a whole ecosystem, whilst enabling a broad range of activities to occur in a sustainable manner.  相似文献   

PVDF管式超滤膜在低渗油田水处理中的研究及应用——以江苏台兴油田为例     

张奉东 《海洋地质译丛》2008,(2):92-94

根据低渗油田和特低渗油田的特点,研制出PVDF管式超滤膜,开展室内基础研究,并在江苏台兴油田进行中试和大规模的现场试验。经过处理后,水质标准达到油田回注水A1标准（SY／T5329-1994）,满足了低渗油田和特低渗油田的注水要求。  相似文献   

基于杨赤中插值法的坡度、坡向计算的实现与分析          下载免费PDF全文

夏元平  陈天伟  张佃友 《海洋测绘》2008,28(1):9-12

应用杨赤中滤波推估法,将地形碎部点高程观测值看作一种包含规律性和随机性变化的复合变量,求其二项系数加权游动平均,建立估值数学模型,求得各格网点高程估值。将离散的数据经插值计算转换为DEM数据,并根据其网格顶点来分析、推算和显示网格单元的坡度和坡向。  相似文献   

多尺度带乘性噪声系统的最优状态平滑算法     

褚东升  于春晓  吴昊罡 《中国海洋大学学报(自然科学版)》2008,38(1):139-142

针对多尺度带乘性噪声系统,在多尺度最优滤波融合的基础上,进行状态最优固定域平滑算法的研究.通过推广得到的平滑算法需要大量的局部传感器参数,而分布式多尺度滤波融合后不能保留这些信息.针对这一弊端对算法进行改进,推导出仅使用融合后的一步预测及滤波值的平滑算法.该算法在线性最小方差意义下是最优的.计算机仿真验证了算法的可行性.  相似文献   

基于Gabor滤波方法的居民地识别分析     

汪闽  蒋圣  杨晓梅 《地球信息科学学报》2008,10(3):308-313

图像纹理对于高分辨率遥感图像的信息提取与目标识别具有重要意义。针对"北京一号"小卫星全色遥感图像非城市区域居民地块往往呈现出比较明显的方向性纹理的特点,扩充改进Gabor滤波方法进行提取。方法主要利用Gabor滤波器的多尺度、多方向滤波的性质,提取多尺度纹理特征集,并进行特征;而后利用多特征聚类实现图像的初步分割。由于分割是对特征进行聚类完成的,其结果可能存在一个居民地块由若干个相互间存在间隔的子区域组成、存在无用小斑块、居民地内部存在大量小孔洞等缺陷。针对上述不足,利用形态学尺度空间融合方法,对居民地块通过结构元素不断增大的闭运算进行迭代融合,并选择一个具备"最长生存期限"的类别个数作为最佳类数,选择首次出现该类别数的分割结果作为最后的识别结果。对延庆地区的小卫星影像进行了居民地提取,并与共生矩阵纹理分析方法进行了实验对比。结果表明方法是有效的,并在提取精度上具有优势。  相似文献   

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许阿裴  归庆明  韩松辉 《大地测量与地球动力学》2008,28(1):101-104

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Robust adaptive unscented Kalman filter for bearings-only tracking in three dimensional case     

《Applied Ocean Research》2019

This paper proposes an improved version of Unscented Kalman Filter (UKF), namely Robust Adaptive UKF (RAUKF), with a special focus on Bearings-Only Target Tracking for three-dimensional case (3DBOT). The automatic tuning of the noise covariance matrices and the robust estimation of the target states form a critical point for the performance of the Kalman-type filtering algorithms, especially in the variable environmental conditions exposed in underwater. The key idea of the proposed filter is to combine robust aspects of UKF and adaption of the process and measurement noise covariance matrices with low computational complexity. The main contribution of this paper is to adjust these matrices by means of the steepest descent algorithm, and the H_∞ technique is embedded to achieve superior performance in terms of accuracy and robustness against initial conditions and model uncertainties. Different experiments are performed to evaluate the performance of the proposed algorithm in the 3DBOT problem with a single moving observer. Simulations demonstrate that the proposed filter produce more accurate results with satisfactory computational burden in comparison with other methods.  相似文献