天津近岸海域大型底栖动物摄食功能群特征及其与环境因子的关系

摄食功能群是指生态系统中食性相同的生物群落,研究摄食功能群有助于科学评估区域生态健康状况.基于2015年9月、2016年5月和2016年9月的天津近岸海域大型底栖动物调查数据,结合同步获取的环境因子,分析研究区大型底栖动物摄食功能群组成及其变化特征,探究大型底栖动物摄食功能群组成及变化的原因.结果表明,3个航次的大型底...     

基于微波辐射计的短时强降水潜势预报

微波辐射计可获取高时间分辨率的大气层结信息,为探索其在短时强降水预报方面的应用潜力,利用微波辐射计仪器获得对流参数特征,提取对短时强降水敏感的对流参数作为预报因子,并利用叠套法建立短时强降水潜势预报.结果表明:液态水路径LWP、SI、LI、CAPE、KOI这5种参数可作为预报因子建立潜势预报,经验证后得出短时强降水的P...     

黑龙江省桦南县二伐区岩金矿床地质特征与找矿标志

介绍了金矿床的地质特征、矿石特征、矿化富集规律,最后确定了找矿标志及找矿方向。     

线路上任意一点对应中桩平面坐标在统一模型中的计算

本文给出了交通线路任意点对应中桩平面坐标计算的统一模型,并就直线段、圆曲线段、缓和曲线段三种线型具体展开,给出其理论公式和实际计算方法。     

GPS在鞍山市城区地壳形变监测中的应用

GPS作为全球卫星定位系统已经成功地应用于军事、交通、大地测量、地壳形变监测等方面。本文所要研究的是将GPS技术应用于地壳形变监测中所采取的测量方法及精度分析。     

Comparative studies on carbon origin of dawsonite between Hailaer Basin in China and Bowen-Gunnedah-Sydney basin system in Australia

Dawsonite, NaAlCO3(OH)2, is widespread as a cement, replacement and cavity filling in Hailaer Basin in China and Bowen-Gunnedah-Sydney (BGS) basin system in Australia. The origin of dawsonite is emphatically contrasted and analyzed through stable isotopic composition. Dawsonite δ13C values ranging from -4.0×10-3 to 4.1×10-3 are remarkably consistent through the BGS basin system. The calculated δ13C values of CO2 gas in isotopic equilibrium with dawsonite range from -11.3×10-3 to -4.6×10-3. These values indicate carbon of dawsonite came from inorganic CO2 gas accompanied by magmatic activity. In Hailaer Basin, the Dawsonite δ13C values ranging from -4.64×10-3 to 2.12×10-3 are also consistent. The calculated δ13C values of CO2 gas in isotopic equilibrium with dawsonite range from -11.82×10-3 to -5.11×10-3. According to the coincidence of dawsonite-bearing well and CO2 gas well with mantle source,lying along deep fracture within or adjacent to Yanshanian granite,it is concluded that CO2 gas forming dawsonite is derived from mantle related to magmatic process during the Yanshanian. A little biologic origin carbon owing to petroleum charging intervened when dawsonite formed.     

基于GIS的宁夏路网空间特征研究

宁夏回族自治区作为我国唯一的省级回族集聚地区,是一个很独特的地理-人口-交通单元,也是连接华北和西北的重要节点.以宁夏的交通路网数据为基础,通过设置阻抗改进网络分析法,并结合成本距离算法和GIS空间分析计算2011、2017年和2023年的县(区)可达性,研究全区路网的空间结构特征,并提出路网发展的决策建议.研究表明:...     

贵州松桃高地超大型锰矿床绿色勘查探索与实践

本文选择贵州松桃高地锰矿作为研究对象,从实际情况出发,编写了实施方案,在勘查过程中,分别从现场分区规划、道路修筑、生活区、工作区、安全环保文化建设、水资源保护以及固体废弃物管理七个方面进行具体实施,采用"一基多孔"技术,选择环保型清洗液,对开挖的地块进行了复垦复绿工作,整个勘查过程实现了生态环境的保护,环境恢复治理的落...     

基于侧扫声呐的水下小目标检测技术研究

针对水下小目标探测与识别难的问题,开展基于侧扫声呐的声呐图像滤波、图像分割及目标提取方法研究。常规滤波方法难以有效清除图像中存在的噪声,从而造成图像质量下降。采用非局部均值滤波算法与GPU加速的方法,在获得声呐图像较好处理效果的同时,满足水下小目标检测实时性的要求;同时,采用膨胀算法与Canny边缘检测算法相结合的方式,实现了水下真假目标的有效区分。     

A hierarchical indexing strategy for optimizing Apache Spark with HDFS to efficiently query big geospatial raster data

ABSTRACT

Earth observations and model simulations are generating big multidimensional array-based raster data. However, it is difficult to efficiently query these big raster data due to the inconsistency among the geospatial raster data model, distributed physical data storage model, and the data pipeline in distributed computing frameworks. To efficiently process big geospatial data, this paper proposes a three-layer hierarchical indexing strategy to optimize Apache Spark with Hadoop Distributed File System (HDFS) from the following aspects: (1) improve I/O efficiency by adopting the chunking data structure; (2) keep the workload balance and high data locality by building the global index (k-d tree); (3) enable Spark and HDFS to natively support geospatial raster data formats (e.g., HDF4, NetCDF4, GeoTiff) by building the local index (hash table); (4) index the in-memory data to further improve geospatial data queries; (5) develop a data repartition strategy to tune the query parallelism while keeping high data locality. The above strategies are implemented by developing the customized RDDs, and evaluated by comparing the performance with that of Spark SQL and SciSpark. The proposed indexing strategy can be applied to other distributed frameworks or cloud-based computing systems to natively support big geospatial data query with high efficiency.