Presentation | 2016-11-24 An Experimental study on the Effectiveness of Hierarchical-Bayesian Compressed Sensing for High-Accuracy and Robust TOA Estimation Akira Moro, Guanghao Sun, Tetsuo Kirimoto, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | Microwave radar system is a promising tool for observation of terrain surface and surveillance of suspicious ship under all weather conditions. To take advantage of the radar, high resolution of time of arrival (TOA) is required. However, the TOA resolution is dependent on the frequency bandwidth of transmitted signal. As one of the high resolution TOA estimation methods, the compressed sensing (CS) has been proposed, which is not affected by the limited frequency bandwidth. To retain the estimation accuracy of CS in lower SNR situation, this paper introduces a hierarchical Bayesian based CS approach for noise-robust TOA estimation. The experimental results demonstrate that our proposed method improves the accuracy of TOA estimation compare with the l1-norm based CS. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Radar / time of arrival estimation / compressed sensing / hierarchical Bayesian model / variational Bayes method |
Paper # | SANE2016-76 |
Date of Issue | 2016-11-17 (SANE) |
Conference Information | |
Committee | SANE |
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Conference Date | 2016/11/24(2days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | National Taipei University of Technology (NTUT) |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | ICSANE2016 |
Chair | Hirokazu Kobayashi(Osaka Inst. of Tech.) |
Vice Chair | Takahide Mizuno(JAXA) / Toshifumi Moriyama(Nagasaki Univ.) |
Secretary | Takahide Mizuno(JAXA) / Toshifumi Moriyama(Mitsubishi Electric) |
Assistant | Atsushi Kezuka(ENRI) / Manabu Akita(Univ. of Electro-Comm.) |
Paper Information | |
Registration To | Technical Committee on Space, Aeronautical and Navigational Electronics |
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Language | ENG |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | An Experimental study on the Effectiveness of Hierarchical-Bayesian Compressed Sensing for High-Accuracy and Robust TOA Estimation |
Sub Title (in English) | |
Keyword(1) | Radar |
Keyword(2) | time of arrival estimation |
Keyword(3) | compressed sensing |
Keyword(4) | hierarchical Bayesian model |
Keyword(5) | variational Bayes method |
1st Author's Name | Akira Moro |
1st Author's Affiliation | The University of Electro-Communications(UEC) |
2nd Author's Name | Guanghao Sun |
2nd Author's Affiliation | The University of Electro-Communications(UEC) |
3rd Author's Name | Tetsuo Kirimoto |
3rd Author's Affiliation | The University of Electro-Communications(UEC) |
Date | 2016-11-24 |
Paper # | SANE2016-76 |
Volume (vol) | vol.116 |
Number (no) | SANE-319 |
Page | pp.pp.127-132(SANE), |
#Pages | 6 |
Date of Issue | 2016-11-17 (SANE) |