SAR RAW DATA PROCESSING APPROACH BASED ON A COMBINATION OF LBG ALGORITHM AND COMPRESSED SENSING

被引:1
|
作者
Zhang, Qun [1 ]
Zhu, Feng [1 ]
Deng, Donghu [1 ]
Gu, Fufei [1 ]
Li, Kaiming [1 ]
机构
[1] AFEU, Inst Telecommun Engn, Xian 710077, Shaanxi, Peoples R China
关键词
SAR raw data; LBG algorithm; Compressed Sensing; Frequency Scaling algorithm; compressing rate;
D O I
10.1109/IGARSS.2012.6351945
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Aimed at the problem of how to diminish SAR raw data apparently and realize SAR imaging effectively, a new approach for processing SAR raw data combined with Linde-Buzo-Gray (LBG) algorithm and Compressed Sensing (CS) is proposed in this paper. For SAR returned signals, CS is engaged to reduce the sampling number in the pulse duration, and LBG algorithm as a classical vector quantization (VQ) method, is employed to diminish encode number of every sample value. Next, data reconstruction process still contains the two ordinal steps according to LBG algorithm and CS theory, respectively. On the basis of that, the traditional SAR imaging method, Frequency Scaling (FS) algorithm, is carried out to achieve the final SAR image. Simulation results show that the high quality SAR image can be achieved on condition of the SAR raw data is diminished furthermore obviously, which is compared with the traditional method.
引用
收藏
页码:7424 / 7427
页数:4
相关论文
共 50 条
  • [1] THE RECOVERY ALGORITHM OF SATURATED SAR RAW DATA BASED ON COMPRESSED SENSING
    Chen, Wenjiao
    Xiao, Peng
    Yu, Ze
    Li, Chunsheng
    IGARSS 2018 - 2018 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, 2018, : 8018 - 8021
  • [2] IMAGING METHOD WITH COMPRESSED SAR RAW DATA BASED ON COMPRESSED SENSING
    Cheng, Jian
    Gu, Fufei
    Bai, Youqing
    Zhang, Lan
    Zhang, Qun
    2012 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS), 2012, : 3963 - 3966
  • [3] Seismic communication data processing based on compressed sensing algorithm
    Jiang, Yuanjie
    Xing, Xuefeng
    GEOPHYSICAL PROSPECTING, 2024, 72 (05) : 1698 - 1709
  • [4] A SAR Imaging Algorithm Based on Compressed Sensing
    Xiao Long
    Zong Zhulin
    Wang Jian
    2012 5TH INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING (CISP), 2012, : 1001 - 1004
  • [5] A Novel SAR Imaging Algorithm Based on Compressed Sensing
    Bu, Hongxia
    Tao, Ran
    Bai, Xia
    Zhao, Juan
    IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2015, 12 (05) : 1003 - 1007
  • [6] A DATA ADAPTIVE COMPRESSED SENSING APPROACH TO POLARIMETRIC SAR TOMOGRAPHY
    Aguilera, E.
    Nannini, M.
    Reigber, A.
    2012 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS), 2012, : 7472 - 7475
  • [7] Fast Compression Algorithm of SAR Image Based on Compressed Sensing
    Guo, Lina
    Wen, Xianbin
    Yu, Jinjin
    PROCEEDINGS OF THE 2013 FOURTH INTERNATIONAL CONFERENCE ON INTELLIGENT CONTROL AND INFORMATION PROCESSING (ICICIP), 2013, : 144 - 149
  • [8] SAR IMAGING BASED ON COMPRESSED SENSING
    Huan, Yifeng
    Wang, Junfeng
    Tan, Zhen
    Liu, Xingzhao
    Yu, Wenxian
    2011 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS), 2011, : 1674 - 1677
  • [9] A Promotion SAR Raw Data Compressing Algorithm Based on BAQ
    Sun Li
    Zhang Yuedong
    Wang Min
    Gu Fufei
    PROCEEDINGS OF THE 3RD INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND SERVICE SYSTEM (CSSS), 2014, 109 : 416 - 419
  • [10] Improving SAR Imaging by Superpixel-Based Compressed Sensing and Backprojection Processing
    Bonfert, Christina
    Ruopp, Elias
    Waldschmidt, Christian
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2024, 62 : 1 - 12