WASAR imaging with backprojection based group complex approximate message passing
Group sparsity based wide angle synthetic aperture radar imaging model is developed and propose a novel algorithm called backprojection based group complex approximate message passing to recover the anisotropic scene. Compared with conventional backprojection based complex approximate message passin...
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| Veröffentlicht in: | Electronics letters Jg. 52; H. 23; S. 1950 - 1952 |
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| Hauptverfasser: | , , , , , |
| Format: | Journal Article |
| Sprache: | Englisch |
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The Institution of Engineering and Technology
10.11.2016
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| ISSN: | 0013-5194, 1350-911X, 1350-911X |
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| Abstract | Group sparsity based wide angle synthetic aperture radar imaging model is developed and propose a novel algorithm called backprojection based group complex approximate message passing to recover the anisotropic scene. Compared with conventional backprojection based complex approximate message passing algorithm for the recovery of isotropic scene, the proposed method accommodates aspect dependent scattering behaviour better and can produce better imagery. Simulated and experimental results are presented to demonstrate the validity of the proposed algorithm. |
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| AbstractList | Group sparsity based wide angle synthetic aperture radar imaging model is developed and propose a novel algorithm called backprojection based group complex approximate message passing to recover the anisotropic scene. Compared with conventional backprojection based complex approximate message passing algorithm for the recovery of isotropic scene, the proposed method accommodates aspect dependent scattering behaviour better and can produce better imagery. Simulated and experimental results are presented to demonstrate the validity of the proposed algorithm. |
| Author | Wei, Zhonghao Bi, Hui Hong, Wen Zhang, Bingchen Wu, Yirong Jiang, Chenglong |
| Author_xml | – sequence: 1 givenname: Zhonghao surname: Wei fullname: Wei, Zhonghao email: weizhh@163.com organization: Science and Technology on Microwave Imaging Laboratory, Institute of Electronics, Chinese Academy of Sciences and University of Chinese Academy of Sciences, Beijing, People's Republic of China – sequence: 2 givenname: Chenglong surname: Jiang fullname: Jiang, Chenglong organization: Shanghai Radio Equipment Research Institute, Shanghai, People's Republic of China – sequence: 3 givenname: Bingchen surname: Zhang fullname: Zhang, Bingchen organization: Science and Technology on Microwave Imaging Laboratory, Institute of Electronics, Chinese of Sciences, Beijing, People's Republic of China – sequence: 4 givenname: Hui surname: Bi fullname: Bi, Hui organization: Science and Technology on Microwave Imaging Laboratory, Institute of Electronics, Chinese Academy of Sciences and University of Chinese Academy of Sciences, Beijing, People's Republic of China – sequence: 5 givenname: Wen surname: Hong fullname: Hong, Wen organization: Science and Technology on Microwave Imaging Laboratory, Institute of Electronics, Chinese of Sciences, Beijing, People's Republic of China – sequence: 6 givenname: Yirong surname: Wu fullname: Wu, Yirong organization: Science and Technology on Microwave Imaging Laboratory, Institute of Electronics, Chinese of Sciences, Beijing, People's Republic of China |
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| Cites_doi | 10.1007/s11432-012-4633-4 10.1109/LGRS.2016.2522769 10.1109/MSP.2014.2311828 10.1214/09-AOS778 |
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| Copyright | The Institution of Engineering and Technology 2020 The Institution of Engineering and Technology |
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| Keywords | synthetic aperture radar message passing aspect dependent scattering behaviour WASAR imaging backprojection based group complex approximate message passing algorithm radar imaging group sparsity based wide angle synthetic aperture radar imaging model anisotropic scene recovery |
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| References | Zhang, B.; Hong, W.; Wu, Y. (C2) 2012; 55 Quan, X.; Zhang, B.; Liu, J.; Wu, Y. (C6) 2016; 13 Huang, J.; Zhang, T. (C3) 2000; 38 Fang, J.; Xu, Z.; Zhang, B.; Hong, W.; Wu, Y. (C5) 2014; 7 Ash, J.; Ertin, E.; Potter, L.; Zelnio, E. (C1) 2014; 31 2008 2015 2000; 38 2014; 7 2012; 55 2016; 13 2014; 31 Stojanovic I. (e_1_2_7_5_1) 2008 Jiang C. (e_1_2_7_8_1) 2015 e_1_2_7_4_1 e_1_2_7_3_1 e_1_2_7_7_1 e_1_2_7_2_1 Fang J. (e_1_2_7_6_1) 2014; 7 |
| References_xml | – volume: 13 start-page: 535 year: 2016 end-page: 539 ident: C6 article-title: An efficient general algorithm for SAR imaging: complex approximate message passing combined with backprojection publication-title: Geosci. Remote Sens. Lett. – volume: 55 start-page: 1722 year: 2012 end-page: 1754 ident: C2 article-title: Sparse microwave imaging: principles and applications publication-title: Sci. Chin. Inf. Sci. – volume: 31 start-page: 16 year: 2014 end-page: 26 ident: C1 article-title: Wide-angle synthetic aperture radar imaging: models and algorithms for anisotropic scattering publication-title: Signal Process. Mag. – volume: 7 start-page: 352 year: 2014 end-page: 363 ident: C5 article-title: Fast compressed sensing SAR imaging based on approximated observation publication-title: J. STARS – volume: 38 start-page: 1978 year: 2000 end-page: 2004 ident: C3 article-title: The benefit of group sparsity publication-title: Ann. Stat. – start-page: 219 year: 2015 end-page: 223 – volume: 7 start-page: 352 year: 2014 end-page: 363 article-title: Fast compressed sensing SAR imaging based on approximated observation publication-title: J. STARS – volume: 31 start-page: 16 year: 2014 end-page: 26 article-title: Wide‐angle synthetic aperture radar imaging: models and algorithms for anisotropic scattering publication-title: Signal Process. Mag. – volume: 55 start-page: 1722 year: 2012 end-page: 1754 article-title: Sparse microwave imaging: principles and applications publication-title: Sci. Chin. Inf. Sci. – start-page: 697005 year: 2008 end-page: 697005‐12 – volume: 38 start-page: 1978 year: 2000 end-page: 2004 article-title: The benefit of group sparsity publication-title: Ann. Stat. – volume: 13 start-page: 535 year: 2016 end-page: 539 article-title: An efficient general algorithm for SAR imaging: complex approximate message passing combined with backprojection publication-title: Geosci. Remote Sens. Lett. – start-page: 697005 volume-title: Joint space aspect reconstruction of wide‐angle SAR exploiting sparsity year: 2008 ident: e_1_2_7_5_1 – volume: 7 start-page: 352 year: 2014 ident: e_1_2_7_6_1 article-title: Fast compressed sensing SAR imaging based on approximated observation publication-title: J. STARS – ident: e_1_2_7_3_1 doi: 10.1007/s11432-012-4633-4 – ident: e_1_2_7_7_1 doi: 10.1109/LGRS.2016.2522769 – start-page: 219 volume-title: WASAR imaging based on message passing with structured sparse constraint: Approach and experiment year: 2015 ident: e_1_2_7_8_1 – ident: e_1_2_7_2_1 doi: 10.1109/MSP.2014.2311828 – ident: e_1_2_7_4_1 doi: 10.1214/09-AOS778 |
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| SubjectTerms | Algorithms anisotropic scene recovery Approximation aspect dependent scattering behaviour backprojection based group complex approximate message passing algorithm Electronics Group dynamics group sparsity based wide angle synthetic aperture radar imaging model Imaging Message passing Radar imaging Radar, sonar and navigation Synthetic aperture radar WASAR imaging |
| Title | WASAR imaging with backprojection based group complex approximate message passing |
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