Volume 5 Issue 4
Aug.  2016
Turn off MathJax
Article Contents
HU Chen, ZHANG Fan, LI Guojun, LI Wei, CUI Zhongma. Computation Reduction Oriented Circular Scanning SAR Raw Data Simulation on Multi-GPUs[J]. Journal of Radars, 2016, 5(4): 434-443. doi: 10.12000/JR15078
Citation: HU Chen, ZHANG Fan, LI Guojun, LI Wei, CUI Zhongma. Computation Reduction Oriented Circular Scanning SAR Raw Data Simulation on Multi-GPUs[J]. Journal of Radars, 2016, 5(4): 434-443. doi: 10.12000/JR15078

Computation Reduction Oriented Circular Scanning SAR Raw Data Simulation on Multi-GPUs

DOI: 10.12000/JR15078
Funds:

The National Natural Science Foundation of China (61501018, 61302164), The Fundamental Research Funds for the Central Universities (YS1404), The Beijing Higher Education Young Elite Teacher Project (YETP0500)

  • Received Date: 2015-06-18
  • Rev Recd Date: 2015-09-14
  • Publish Date: 2016-08-28
  • As a special working mode, the circular scanning Synthetic Aperture Radar (SAR) is widely used in the earth observation. With the increase of resolution and swath width, the simulation data has a massive increase, which boosts the new requirements of efficiency. Through analyzing the redundancy in the raw data simulation based on Graphics Processing Unit (GPU), a fast simulation method considering reduction of redundant computation is realized by the multi-GPUs and Message Passing Interface (MPI). The results show that the efficiency of 4-GPUs increases 2 times through the redundant reduction, and the hardware cost decreases by 50%, thus the overall speedup achieves 350 times than the traditional CPU simulation.

     

  • loading
  • [1]
    李天池, 周荫清, 蔡世学, 等. 机载环扫成像雷达数据处理方法研究[J]. 系统工程与电子技术, 2002, 24(7): 1-3.Li Tianchi, Zhou Yinqing, Cai Shixue, et al.. Study on the data processing methods for airborne circular scanning imaging radar[J]. Systems Engineering and Electronics, 2002, 24(7): 1-3.
    [2]
    李静, 黄培康, 潘旭东, 等. 雷达下视环扫成像分辨率研究[J]. 系统工程与电子技术, 2009, 31(2): 315-318.Li Jing, Huang Peikang, Pan Xudong, et al.. Study on resolution for circular scanning imaging radar[J]. Systems Engineering and Electronics, 2009, 31(2): 315-318.
    [3]
    李勇, 朱岱寅, 朱兆达. 环视 SAR 成像处理中的几何失真校正算法[J]. 南京航空航天大学学报, 2009, 41(2): 232-237.Li Yong, Zhu Daiyin, and Zhu Zhaoda. Geometric distortion correction algorithm for circular-scanning SAR imaging[J]. Journal of Nanjing University of Aeronautics Astronautics, 2009, 41(2): 232-237.
    [4]
    毛新华, 朱岱寅, 李勇, 等. 环视 SAR 几何失真校正误差分析及补偿技术研究[J]. 电子与信息学报, 2007, 30(11): 2706-2709.doi:10.3724/SP.J.1146.2007.00679.Mao Xinhua, Zhu Daiyin, Li Yong, et al.. Study on error analysis of geometric distortion correction and compensation techniques for circular-scan SAR[J]. Journal of Electronics Information Technology, 2007, 30(11): 2706-2709. doi:10.3724/SP.J.1146.2007.00679.
    [5]
    赵亮, 毛新华, 吴迪. 基于回波信号的环视 SAR 成像运动参数估计[J]. 数据采集与处理, 2014, 29(4): 590-596.Zhao Liang, Mao Xinhua, and Wu Di. Motion parameter estimate of circular-scanning SAR imaging based on echo signal[J]. Journal of Data Acquisition and Processing, 2014, 29(4): 590-596.
    [6]
    孙兵, 周荫清, 李天池, 等. 环扫 SAR 的快速聚焦成像算法[J]. 北京航空航天大学学报, 2007, 33(7): 803-806.Sun Bing, Zhou Yinqing, Li Tianchi, et al.. Fast focused imaging algorithm for circular scanning SAR[J]. Journal of Beijing University of Aeronautics and Astronautics, 2007, 33(7): 803-806.
    [7]
    苏宇, 齐向阳. 基于OpenMP的星载SAR回波信号并行仿真[J]. 中国科学院研究生院学报, 2008, 25(1): 129-135.Su Yu and Qi Xiangyang. OpenMP based space-borne SAR raw signal parallel simulation[J]. Journal of Graduate School of the Chinese Academy of Sciences, 2008, 25(1): 129-135.
    [8]
    王曦爽, 黄立胜, 王贞松. 分布式星载SAR回波仿真的并行化计算研究[J]. 系统仿真学报, 2006, 18(8): 2097-2100.Wang Xishuang, Huang Lisheng, and Wang Zhensong. Research on parallel arithmetic of distribute spaceborne SAR ground target simulation[J]. Journal of System Simulation, 2006, 18(8): 2097-2100.
    [9]
    张帆, 林殷, 洪文. 基于网格计算的SAR回波分布式仿真[J]. 系统仿真学报, 2008, 20(12): 3165-3167.Zhang Fan, Lin Yin, and Hong Wen. SAR echo distributed simulation based on grid computing[J]. Journal of System Simulation, 2008, 20(12): 3165-3167.
    [10]
    Yu L, Xie X, and Xiao L. GPU-accelerated circular SAR echo data simulation of large scenes[C]. XXXIth URSI General Assembly and Scientific Symposium, Beijing, China, 2014: 1-4.
    [11]
    Chapman W, Ranka S, Sahni S, et al.. Parallel processing techniques for the processing of synthetic aperture radar data on GPUs[C]. IEEE International Symposium on Signal Processing and Information Technology, 2011: 573-580.
    [12]
    Zhu H, Xu H, and Feng L. Application of GPU for missile-borne SAR raw signal simulation[C]. International Conference on Artificial Intelligence, Management Science Electronic Commerce, Zhengzhou, China, 2011: 2816-2820.
    [13]
    Sheng H, Zhou M, Wang K, et al.. SAR echo simulation from numerous scattering cells based on GPU[C]. IET International Radar Conference, 2013: 1-5.
    [14]
    秦洁, 张志敏. 基于图形处理单元架构的合成孔径雷达回波仿真实现与优化[J]. 科学技术与工程, 2014, 14(13): 85-89.Qin Jie and Zhang Zhimin. Implementation and optimization of SAR echo simulation based on GPU[J]. Science Technology and Engineering, 2014, 14(13): 85-89.
    [15]
    Wang B, Zhang F, and Xiang M. SAR raw signal simulation based on GPU parallel computation[C]. IEEE Geoscience and Remote Sensing Symposium, Cape Town, South Africa, 2009: 617-620.
    [16]
    Zhang F, Wang B, and Xiang M. Accelerating InSAR raw data simulation on GPU using CUDA[C]. IEEE Geoscience and Remote Sensing Symposium, Honolulu, Hawaii, USA, 2010: 2932-2935.
    [17]
    Zhang F, Li Z, Wang B, et al.. Hybrid general-purpose computation on GPU (GPGPU) and computer graphics synthetic aperture radar simulation for complex scenes[J]. International Journal of Physical Sciences, 2012, 7(8): 1224-1234.
    [18]
    Zhang F, Hu C, Li W, et al.. Accelerating time-domain SAR raw data simulation for large areas using multi-GPUs[J]. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2014, 7(9): 3956-3966.
    [19]
    黄立胜, 王贞松, 郑天垚. 基于FFT的快速SAR分布目标回波模拟算法[J]. 遥感学报, 2004, 8(2): 128-136.Huang Lisheng, Wang Zhensong, and Zheng Tianyao. A fast algorithm based on FFT used in simulation of SAR return wave signal[J]. Journal of Remote Sensing, 2004, 8(2): 128-136.
    [20]
    Moving and Stationary Target Acquisition and Recognition (MSTAR) Public Dataset[OL]. https://www.sdms.afrl. af.mil/datasets/mstar/.
  • 加载中

Catalog

    通讯作者: 陈斌, bchen63@163.com
    • 1. 

      沈阳化工大学材料科学与工程学院 沈阳 110142

    1. 本站搜索
    2. 百度学术搜索
    3. 万方数据库搜索
    4. CNKI搜索
    Article views(3446) PDF downloads(1282) Cited by()
    Proportional views
    Related

    /

    DownLoad:  Full-Size Img  PowerPoint