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PARALLEL PROCESSING OF MASSIVE REMOTE SENSING IMAGES IN A GPU ARCHITECTURE

机译:GPU体系结构中大规模遥感图像的并行处理

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摘要

Profiting from the development of space remote sensing technology, the amount of remote sensing image data obtained by satellite is increasing dramatically; however, how to deal with these data quickly and efficiently has turned out to be a great computational challenge. With the rapid development of general-purpose GPU computing technology, researchers improved remote sensing applications based on GPU, and obtained good speedup. However, the current GPU parallel processes are not well adapted to the remote sensing image processing; furthermore, they have data loading, storage, and I/O problems. To solve these bottlenecks, this paper proposes three corresponding optimization strategies, and their effectiveness is confirmed by further experiments.
机译:得益于空间遥感技术的发展,卫星获取的遥感图像数据量急剧增加。但是,如何快速有效地处理这些数据已成为一个巨大的计算难题。随着通用GPU计算技术的飞速发展,研究人员改进了基于GPU的遥感应用,并获得了良好的加速。但是,当前的GPU并行处理不能很好地适应遥感图像处理。此外,它们还存在数据加载,存储和I / O问题。为了解决这些瓶颈,本文提出了三种相应的优化策略,并通过进一步的实验证实了它们的有效性。

著录项

  • 来源
    《Computing and informatics》 |2014年第1期|197-217|共21页
  • 作者单位

    Institute of Remote Sensing and Digital Earth Chinese Academy of Sciences No. 9 Dengzhuang South Road, Haidian District Beijing 100094, P. R. China;

    Institute of Remote Sensing and Digital Earth Chinese Academy of Sciences No. 9 Dengzhuang South Road, Haidian District Beijing 100094, P. R. China;

    Institute of Remote Sensing and Digital Earth Chinese Academy of Sciences No. 9 Dengzhuang South Road, Haidian District Beijing 100094, P. R. China;

    Institute of Remote Sensing and Digital Earth Chinese Academy of Sciences No. 9 Dengzhuang South Road, Haidian District Beijing 100094, P. R. China;

    Institute of Remote Sensing and Digital Earth Chinese Academy of Sciences No. 9 Dengzhuang South Road, Haidian District Beijing 100094, P. R. China;

    Institute of Remote Sensing and Digital Earth Chinese Academy of Sciences No. 9 Dengzhuang South Road, Haidian District Beijing 100094, P. R. China;

    Institute of Computer Science Cracow University of Technology Warszawska 24 31-155 Cracow, Poland;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    GPU; remote sensing image processing; data intensive computing;

    机译:GPU;遥感图像处理;数据密集型计算;

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