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二维混合数据分布下相关性检测的新方法HY-COCA
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作者 曹巍 王秋月 +1 位作者 覃雄派 王珊 《计算机科学》 CSCD 北大核心 2015年第6期193-203,共11页
混合数据分布是指数据分布的不同区域具有不同的特殊分布。例如销售额和地区两个属性之间,在销售额比较低的数值区间中,两者呈现近似相互独立的数据分布;而在销售额比较高的数值区间,二者呈现近似函数依赖的数据分布。现有检测数据相关... 混合数据分布是指数据分布的不同区域具有不同的特殊分布。例如销售额和地区两个属性之间,在销售额比较低的数值区间中,两者呈现近似相互独立的数据分布;而在销售额比较高的数值区间,二者呈现近似函数依赖的数据分布。现有检测数据相关性的研究专注于给出一个总体的二维相关性的度量,而无法检测出子区域的特殊相关性。在统计分析时,这类具有特殊相关性的子区域有更丰富的统计意义,值得引起重视。研究并提出了存在这类混合数据分布的情况下,检测数据相关性的新方法 HY-COCA。该方法在熵相关系数的基础上,缩小了子区域的搜索空间,与Naive方法相比,降低了复杂度;同时HY-COCA还讨论了子区域的相关性差异判别与结果展示等问题。在生成的数据和测试基准数据上进行了实验,结果验证了方法的有效性。 展开更多
关键词 数据分布 混合数据分布 相关性 数据分布区域 相关性差异分数
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面向多维混合型数据分布的混合多维直方图初探 被引量:1
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作者 曹巍 王珊 《计算机应用》 CSCD 北大核心 2009年第9期2487-2490,2519,共5页
现实世界中,多维数据分布常常不是单一一种类型,而是在不同的数据区域中呈现不同类型的数据分布。提出了一种面向多维混合型数据分布的混合多维直方图COCA*-Hist方法。这种方法在给定的空间预算下,根据数据分布空间不同的区域中的数据... 现实世界中,多维数据分布常常不是单一一种类型,而是在不同的数据区域中呈现不同类型的数据分布。提出了一种面向多维混合型数据分布的混合多维直方图COCA*-Hist方法。这种方法在给定的空间预算下,根据数据分布空间不同的区域中的数据分布类型,可以包含多种不同类型的直方桶,从总体上提高直方图的准确性。由于需要对创建多维直方图的树结构进行二次遍历,以识别不同类型的数据分布区域并进行空间预算的重分配,COCA*-Hist时间效率略低于MHist算法,但对因此获得的准确性的提高和面对不同数据分布类型的通用性来说,是可以接受的。 展开更多
关键词 多维直方图 数据相关性 值域密度 混合型多维数据分布
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Experimental analysis and application of sparsity constrained deconvolution 被引量:7
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作者 李国发 秦德海 +2 位作者 彭更新 岳英 翟桐立 《Applied Geophysics》 SCIE CSCD 2013年第2期191-200,236,共11页
Sparsity constrained deconvolution can improve the resolution of band-limited seismic data compared to conventional deconvolution. However, such deconvolution methods result in nonunique solutions and suppress weak re... Sparsity constrained deconvolution can improve the resolution of band-limited seismic data compared to conventional deconvolution. However, such deconvolution methods result in nonunique solutions and suppress weak reflections. The Cauchy function, modified Cauchy function, and Huber function are commonly used constraint criteria in sparse deconvolution. We used numerical experiments to analyze the ability of sparsity constrained deconvolution to restore reflectivity sequences and protect weak reflections under different constraint criteria. The experimental results demonstrate that the performance of sparsity constrained deconvolution depends on the agreement between the constraint criteria and the probability distribution of the reflectivity sequences; furthermore, the modified Cauchy- constrained criterion protects the weak reflections better than the other criteria. Based on the model experiments, the probability distribution of the reflectivity sequences of carbonate and clastic formations is statistically analyzed by using well-logging data and then the modified Cauchy-constrained deconvolution is applied to real seismic data much improving the resolution. 展开更多
关键词 sparse deconvolution constraint criterion modified Cauchy criterion resolution
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Study on the 3D Seismic Data Field Hybrid Rendering Technique of Natural Gas Hydrate and Its Application
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作者 Pan LI Zhaojun ZHOU Meng HUANG 《International Journal of Technology Management》 2013年第2期50-52,共3页
3D visualization technology is a tool used for displaying, describing, and understanding the characteristics of geologic bodies, and features high efficiency, objective accuracy, visual expression, etc. In this paper,... 3D visualization technology is a tool used for displaying, describing, and understanding the characteristics of geologic bodies, and features high efficiency, objective accuracy, visual expression, etc. In this paper, the man-machine interactive interpretation and 3D visualization technology rapidly displaying and analyzing the 3D seismic data of hydrate ore volume is researched and developed using the hybrid rendering technique. Through the integrated interpretation on the 3D space structure, stratum, and seismic attributes, the visualized multi-attribute superimposition analysis is implemented for describing the spatial distribution characteristics of hydrate ore volume and exquisitely describing the subtle geological characteristics of hydrate ore volume. By the hybrid rendering technique, authentication and interpretation are provided for the geological exploration work, so as to greatly enhance the visualization and accuracy of the geological analysis, and also provide a good decision-making foundation for the subsequent development of resources. 展开更多
关键词 Natural Gas Hydrate 3D Seismic Data Hybrid Rendering Technique
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ONFS: a hierarchical hybrid file system based on memory, SSD, and HDD for high performance computers 被引量:1
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作者 Xin LIU Yu-tong LU +3 位作者 Jie YU Peng-fei WANG Jie-ting WU Ying LU 《Frontiers of Information Technology & Electronic Engineering》 SCIE EI CSCD 2017年第12期1940-1971,共32页
With supercomputers developing towards exascale, the number of compute cores increases dramatically, making more complex and larger-scale applications possible. The input/output (I/O) requirements of large-scale app... With supercomputers developing towards exascale, the number of compute cores increases dramatically, making more complex and larger-scale applications possible. The input/output (I/O) requirements of large-scale applications, workflow applications, and their checkpointing include substantial bandwidth and an extremely low latency, posing a serious challenge to high performance computing (HPC) storage systems. Current hard disk drive (HDD) based underlying storage systems are becoming more and more incompetent to meet the requirements of next-generation exascale supercomputers. To rise to the challenge, we propose a hierarchical hybrid storage system, on-line and near-line file system (ONFS). It leverages dynamic random access memory (DRAM) and solid state drive (SSD) in compute nodes, and HDD in storage servers to build a three-level storage system in a unified namespace. It supports portable operating system interface (POSIX) semantics, and provides high bandwidth, low latency, and huge storage capacity. In this paper, we present the technical details on distributed metadata management, the strategy of memory borrow and return, data consistency, parallel access control, and mechanisms guiding downward and upward migration in ONFS. We implement an ONFS prototype on the TH-1A supercomputer, and conduct experiments to test its I/O performance and scalability. The results show that the bandwidths of single-thread and multi-thread 'read'/'write' are 6-fold and 5-fold better than HDD-based Lustre, respectively. The I/O bandwidth of data-intensive applications in ONFS can be 6.35 timcs that in Lustre. 展开更多
关键词 High performance computing Hierarchical hybrid storage system Distributed metadata management Data migration
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