首页|基于MPI、MapReduce和OpenMP混合编程的高分三号数据分布式并行转换算法

基于MPI、MapReduce和OpenMP混合编程的高分三号数据分布式并行转换算法

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高分三号是我国C波段多极化合成孔径雷达卫星,形成三星组网星座.PolSARpro是欧空局支持下的一款SAR影像处理的开源软件.为了便于使用该软件来处理高分三号数据,提出了一种根据PolSARpro软件的数据格式要求进行分布式并行转换算法.该算法内层采用OpenMP按极化方式并行计算,中间层采用MapReduce按景并行处理,外层采用MPI按任务分布式计算,最终实现将高分三号极化数据快速精确转化为复数散射矩阵S2数据格式.通过KingMap V10.0平台实现了算法并在实际数据中进行测试,验证了算法的高效性、可行性和正确性.
Distributed Parallel Conversion Algorithm of GF-3 Data Based on MPI,MapReduce and OpenMP Hybrid Programming
Gaofen-3 is the C-band multi-polarization SAR satellite in China,and networked a constellation of 3 satellites.PolSARpro is an open source software for SAR image processing supported by ESA.In order to process GF-3 data conveniently,this paper proposes a distributed parallel conversion algorithm according to the data format requirements of its software,internal layer based on OpenMP by polarization,intermediate layer based on MapRe-duce by scene,and external layer based on MPI by task,which can quickly and accurately convert GF-3 polariza-tion data into complex sinclair matrix data format.The algorithm is implemented on KingMap V10.0 platform and tested in real data,which verifies the efficiency,feasibility and correctness of the algorithm.

GF-3Complex sinclair matrixSynthetic aperture radarParallel computingDistributed computing

史超、蔡源浩、陈超、姚术林、陈云

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呼伦贝尔市大数据中心

呼伦贝尔智慧城市发展研究院 内蒙古呼伦贝尔 021000

高分三号 复数散射矩阵 合成孔径雷达 并行计算 分布式计算

2024

科技资讯
北京国际科技服务中心 北京合作创新国际科技服务中心

科技资讯

影响因子:0.51
ISSN:1672-3791
年,卷(期):2024.22(13)