计算机科学 ›› 2012, Vol. 39 ›› Issue (11): 116-121.

• 数据库与数据挖掘 • 上一篇    下一篇

地理栅格数据的并行访问方法研究

欧阳柳 熊伟 程果 陈宏盛 陈荤   

  1. (国防科技大学电子科学与工程学院 长沙 410073)
  • 出版日期:2018-11-16 发布日期:2018-11-16

Parallel Access Methods for Geographic Raster Data

  • Online:2018-11-16 Published:2018-11-16

摘要: 在海量地理栅格数据处理中,数据I/O性能是影响处理算法程序整体性能的关键。目前针对地理栅格数据 I/O优化问题的研究成果还很有限,通过对并行程序中的数据I/O模式进行深入分析,结合栅格数据逻辑模型和物理 模型的特点,提出了面向地理栅格数据的并行I/O框架;基于消息传递模型,实现了4种并行访问方法。实验证明,并 行访问方法优于传统的串行访问方法和分时多进程访问方法。该研究成果可以提高并行栅格处理程序的I/()访问效 率,进而提高其整体并行性能。

关键词: 地理栅格数据,并行数据访问,并行栅格数据处理,消息传递模型

Abstract: In the field of geographic raster data processing, the data I/O performance significantly impacts the perfor- mance of a parallel program, especially when data are massive. Currently, the research on parallel optimizations for geo- graphic raster data I/O is quite limited. I3y combining the data I/O paradigms in parallel programs with the characteris- tics of the geographic raster logical and physical models, we proposed a parallel I/O architecture for geographic raster data, and implemented four parallel access methods based on message passing model. Massive experiments verify that our methods outperform not only the conventional sequential I/O method but also the time-sharing multi-processes data access method. Our work can be used to promote the I/O efficiency of a parallel raster processing algorithm and thus improve the parallel performance of the program.

Key words: Geographicraster data, Parallel I/O, Parallel raster processing, Message passing model

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