Citation: | DING Chibiao, QIU Xiaolan, XU Feng, et al. Synthetic aperture radar three-dimensional imaging ——from TomoSAR and array InSAR to microwave vision[J]. Journal of Radars, 2019, 8(6): 693–709. doi: 10.12000/JR19090 |
[1] |
GRAHAM L C. Synthetic interferometer radar for topographic mapping[J]. Proceedings of the IEEE, 1974, 62(6): 763–768. doi: 10.1109/PROC.1974.9516
|
[2] |
LAPRADE G L. An analytical and experimental study of stereo for radar[J]. Photogrammetric Engineering, 1963, 29(2): 294–300.
|
[3] |
LEBERL F W, RAGGAM J, and KOBRICK M. On stereo viewing of SAR images[J]. IEEE Transactions on Geoscience and Remote Sensing, 1985, GE-23(2): 110–117. doi: 10.1109/TGRS.1985.289407
|
[4] |
KNAELL K. Three-dimensional SAR from curvilinear apertures[C]. Proceedings of the 1996 IEEE national Radar Conference, Ann Arbor, USA, 1996.
|
[5] |
SCHMITT M and ZHU Xiaoxiang. Demonstration of single-pass millimeterwave SAR tomography for forest volumes[J]. IEEE Geoscience and Remote Sensing Letters, 2016, 13(2): 202–206. doi: 10.1109/LGRS.2015.2506150
|
[6] |
ZHU Xiaoxiang and BAMLER R. Tomographic SAR inversion by L1-norm regularization—the compressive sensing approach[J]. IEEE Transactions on Geoscience and Remote Sensing, 2010, 48(10): 3839–3846. doi: 10.1109/TGRS.2010.2048117
|
[7] |
ZHU Xiaoxiang and BAMLER R. Very high resolution spaceborne SAR tomography in urban environment[J]. IEEE Transactions on Geoscience and Remote Sensing, 2010, 48(12): 4296–4308. doi: 10.1109/TGRS.2010.2050487
|
[8] |
PASQUALI P, PRATI C, ROCCA F, et al. A 3-D sar experiment with EMSL data[C]. Proceedings of International Geoscience and Remote Sensing Symposium, IGARSS’95, Quantitative Remote Sensing for Science and Applications, Firenze, Italy, 1995: 784–786.
|
[9] |
REIGBER A and MOREIRA A. First demonstration of airborne SAR tomography using multibaseline L-band data[J]. IEEE Transactions on Geoscience and Remote Sensing, 2000, 38(5): 2142–2152. doi: 10.1109/36.868873
|
[10] |
FORNARO G, LOMBARDINI F, and SERAFINO F. Three-dimensional multipass SAR focusing: Experiments with long-term spaceborne data[J]. IEEE Transactions on Geoscience and Remote Sensing, 2005, 43(4): 702–714. doi: 10.1109/TGRS.2005.843567
|
[11] |
FORNARO G, LOMBARDINI F, PAUCIULLO A, et al. Tomographic processing of interferometric SAR data: Developments, applications, and future research perspectives[J]. IEEE Signal Processing Magazine, 2014, 31(4): 41–50. doi: 10.1109/MSP.2014.2312073
|
[12] |
REALE D, FORNARO G, PAUCIULLO A, et al. Tomographic imaging and monitoring of buildings with very high resolution SAR data[J]. IEEE Geoscience and Remote Sensing Letters, 2011, 8(4): 661–665. doi: 10.1109/LGRS.2010.2098845
|
[13] |
ZHU Xiaoxiang and BAMLER R. Demonstration of super-resolution for tomographic SAR imaging in urban environment[J]. IEEE Transactions on Geoscience and Remote Sensing, 2012, 50(8): 3150–3157. doi: 10.1109/TGRS.2011.2177843
|
[14] |
ZHU Xiaoxiang, MONTAZERI S, GISINGER C, et al. Geodetic SAR tomography[J]. IEEE Transactions on Geoscience and Remote Sensing, 2016, 54(1): 18–35. doi: 10.1109/TGRS.2015.2448686
|
[15] |
WANG Yuanyuan, ZHU Xiaoxiang, and BAMLER R. An efficient tomographic inversion approach for urban mapping using meter resolution SAR image stacks[J]. IEEE Geoscience and Remote Sensing Letters, 2014, 11(7): 1250–1254. doi: 10.1109/LGRS.2013.2290833
|
[16] |
ZHU Xiaoxiang and BAMLER R. Super-resolution power and robustness of compressive sensing for spectral estimation with application to spaceborne tomographic SAR[J]. IEEE Transactions on Geoscience and Remote Sensing, 2011, 50(1): 247–258.
|
[17] |
ZHU Xiaoxiang and BAMLER R. Superresolving SAR tomography for multidimensional imaging of urban areas: Compressive sensing-based TomoSAR inversion[J]. IEEE Signal Processing Magazine, 2014, 31(4): 51–58. doi: 10.1109/MSP.2014.2312098
|
[18] |
ZHU Xiaoxiang, GE Nan, and SHAHZAD M. Joint sparsity in SAR tomography for urban mapping[J]. IEEE Journal of Selected Topics in Signal Processing, 2015, 9(8): 1498–1509. doi: 10.1109/JSTSP.2015.2469646
|
[19] |
TEBALDINI S and ROCCA F. Multibaseline polarimetric SAR tomography of a boreal forest at P-and L-bands[J]. IEEE Transactions on Geoscience and Remote Sensing, 2012, 50(1): 232–246. doi: 10.1109/TGRS.2011.2159614
|
[20] |
PONCE O, PRATS-IRAOLA P, SCHEIBER R, et al. First airborne demonstration of holographic SAR tomography with fully Polarimetric multicircular acquisitions at L-Band[J]. IEEE Transactions on Geoscience and Remote Sensing, 2016, 54(10): 6170–6196. doi: 10.1109/TGRS.2016.2582959
|
[21] |
BI Hui, ZHANG Bingchen, and HONG Wen. Lq regularization-based unobserved baselines’ data estimation method for tomographic synthetic aperture radar inversion[J]. Journal of Applied Remote Sensing, 2016, 10(3): 035014. doi: 10.1117/1.JRS.10.035014
|
[22] |
BI Hui, LIU Jianguo, ZHANG Bingchen, et al. Baseline distribution optimization and missing data completion in wavelet-based CS-TomoSAR[J]. Science China Information Sciences, 2018, 61(4): 042302. doi: 10.1007/s11432-016-9068-y
|
[23] |
WEI Lianhuan, BALZ T, and LIAO Mingsheng. Tomographic analysis of high-rise buildings using TerraSAR-X spotlight data with compressive sensing approach[C]. Proceedings of 2014 IEEE Geoscience and Remote Sensing Symposium, Quebec City, Canada, 2014.
|
[24] |
WANG Jinfeng and PI Yiming. SAR tomography imaging via higher-order spectrum analysis[J]. Journal of Systems Engineering and Electronics, 2009, 20(4): 748–754.
|
[25] |
DONOHO D L. Compressed sensing[J]. IEEE Transactions on Information Theory, 2006, 52(4): 1289–1306. doi: 10.1109/TIT.2006.871582
|
[26] |
BARANIUK R G. Compressive sensing[J]. IEEE Signal Processing Magazine, 2007, 24(4): 181–121.
|
[27] |
BARANIUK R and STEEGHS P. Compressive radar imaging[C]. Proceedings of 2007 IEEE Radar Conference, Boston, USA, 2007: 128-133.
|
[28] |
BUDILLON A, EVANGELISTA A, and SCHIRINZI G. SAR tomography from sparse samples[C]. Proceedings of 2009 IEEE International Geoscience and Remote Sensing Symposium, Cape Town, South Africa, 2009: IV-865–IV-868.
|
[29] |
BUDILLON A, EVANGELISTA A, and SCHIRINZI G. Three-dimensional SAR focusing from multipass signals using compressive sampling[J]. IEEE Transactions on Geoscience and Remote Sensing, 2011, 49(1): 488–499. doi: 10.1109/TGRS.2010.2054099
|
[30] |
REN X Z and SUN F. Tomography SAR imaging strategy based on block-sparse model[J]. Progress in Electromagnetics Research M, 2016, 47: 191–200. doi: 10.2528/PIERM16010904
|
[31] |
WEI Lianhuan, BALZ T, ZHANG Lu, et al. A novel fast approach for SAR tomography: Two-step iterative shrinkage/thresholding[J]. IEEE Geoscience and Remote Sensing Letters, 2015, 12(6): 1377–1381. doi: 10.1109/LGRS.2015.2402124
|
[32] |
SHI Yilei, ZHU Xiaoxiang, and BAMLER R. Nonlocal compressive sensing-based SAR tomography[J]. IEEE Transactions on Geoscience and Remote Sensing, 2019, 57(5): 3015–3024. doi: 10.1109/TGRS.2018.2879382
|
[33] |
YOON Y T, EINEDER M, YAGUE-MARTINEZ N, et al. TerraSAR-X precise trajectory estimation and quality assessment[J]. IEEE Transactions on Geoscience and Remote Sensing, 2009, 47(6): 1859–1868. doi: 10.1109/TGRS.2008.2006983
|
[34] |
DE FLORIO S and D’AMICO S. Optimal Autonomous Orbit Control of a Remote Sensing Spacecraft[M]. AAIA. Spaceflight Mechanics 2009. Univelt, San Diego: AAIA, 2009: 949-968.
|
[35] |
PITZ W and MILLER D. The TerraSAR-X satellite[J]. IEEE Transactions on Geoscience and Remote Sensing, 2010, 48(2): 615–622. doi: 10.1109/TGRS.2009.2037432
|
[36] |
WERMUTH M, HAUSCHILD A, MONTENBRUCK O, et al. TerraSAR-X rapid and precise orbit determination[C]. Proceedings of the 21st International Symposium on Space Flight Dynamics, Toulouse, Frankreich, 2009.
|
[37] |
CALTAGIRONE F. Status, results and perspectives of the Italian Earth Observation SAR COSMO-SkyMed[C]. Proceedings of European Radar Conference, Rome, Italy, 2009: 330–334.
|
[38] |
GIERULL C H. On a concept for an airborne downward-looking imaging radar[J]. International Journal of Electronics and Communications, 1999, 53(6): 295–304.
|
[39] |
GIRET R, JEULAND H, and ENERT P. A study of a 3D-SAR concept for a millimeter wave imaging radar onboard an UAV[C]. The First European Radar Conference, Amsterdam, The Netherlands, 2004: 201–204.
|
[40] |
NOUVEL J, JEULAND H, BONIN G, et al. A Ka band imaging radar: DRIVE on board ONERA motorglider[C]. Proceedings of IEEE International Symposium on Geoscience and Remote Sensing, Denver, USA, 2006: 134–136.
|
[41] |
NOUVEL J F. ONERA DRIVE project[C]. Proceedings of International Radar Conference "Surveillance for a Safer World", Bordeaux, France, 2009: 1–4.
|
[42] |
WEIß M, PETERS O, and ENDER J. First flight trials with ARTINO[C]. Proceedings of the 7th European Conference on Synthetic Aperture Radar, Friedrichshafen, Germany, 2008: 1-4.
|
[43] |
KLARE J, BRENNER A, and ENDER J. Impact of platform attitude disturbances on the 3D imaging quality of the UAV ARTINO[C]. Proceedings of the 7th European Conference on Synthetic Aperture Radar, Friedrichshafen, Germany, 2008.
|
[44] |
WEIß M and GILLES M. Initial ARTINO radar experiments[C]. Proceedings of the 8th European Conference on Synthetic Aperture Radar, Aachen, Germany, 2010: 1–4.
|
[45] |
PENG Xueming, WANG Yanping, HONG Wen, et al. Airborne downward looking sparse linear array 3-D SAR heterogeneous parallel simulation[J]. Remote Sensing, 2013, 5(10): 5304–5329. doi: 10.3390/rs5105304
|
[46] |
彭学明, 王彦平, 谭维贤, 等. 基于跨航向稀疏阵列的机载下视 MIMO 3D-SAR三维成像算法[J]. 电子与信息学报, 2012, 34(4): 943–949. doi: 10.3724/SP.J.1146.2011.00720
PENG Xueming, WANG Yanping, TAN Weixian, et al. Airborne downward-looking MIMO 3D-SAR imaging algorithm based on cross-track thinned array[J]. Journal of Electronics&Information Technology, 2012, 34(4): 943–949. doi: 10.3724/SP.J.1146.2011.00720
|
[47] |
ZHANG Fubo, LIANG Xingdong, WU Yirong, et al. 3D surface reconstruction of layover areas in continuous terrain for multi-baseline SAR interferometry using a curve model[J]. International Journal of Remote Sensing, 2015, 36(8): 2093–2112. doi: 10.1080/01431161.2015.1030042
|
[48] |
LI Hang, LIANG Xingdong, ZHANG Fubo, et al. A novel 3-D reconstruction approach based on group sparsity of array InSAR[J]. Scientia Sinica Informationis, 2018, 48(8): 1051–1064. doi: 10.1360/N112017-00023
|
[49] |
WANG Jie, LIANG Xingdong, and CHEN Longyong. MIMO SAR system using digital implemented OFDM waveforms[C]. Proceedings of IEEE International Geoscience and Remote Sensing Symposium, Munich, Germany, 2012: 7428–7431.
|
[50] |
WANG Jie, CHEN Longyong, LIANG Xingdong, et al. Implementation of the OFDM chirp waveform on MIMO SAR systems[J]. IEEE Transactions on Geoscience and Remote Sensing, 2015, 53(9): 5218–5228. doi: 10.1109/TGRS.2015.2419271
|
[51] |
WANG Jie, LIANG Xingdong, DING Chibiao, et al. An improved OFDM chirp waveform used for MIMO SAR system[J]. Science China Information Sciences, 2014, 57(6): 1–9.
|
[52] |
王杰, 丁赤飚, 梁兴东, 等. 机载同时同频MIMO-SAR系统研究概述[J]. 雷达学报, 2018, 7(2): 220–234. doi: 10.12000/JR17046
WANG Jie, DING Chibiao, LIANG Xingdong, et al. Research outline of airborne MIMO-SAR system with same time-frequency coverage[J]. Journal of Radars, 2018, 7(2): 220–234. doi: 10.12000/JR17046
|
[53] |
向茂生, 丁赤飚. 一种基于刚性和柔性基线组合的多基线测量方法[P]. 中国, CN201210512927.4, 2014.
|
[54] |
SPORTOUCHE H, TUPIN F, and DENISE L. Extraction and three-dimensional reconstruction of isolated buildings in urban scenes from high-resolution optical and SAR Spaceborne images[J]. IEEE Transactions on Geoscience and Remote Sensing, 2011, 49(10): 3932–3946. doi: 10.1109/TGRS.2011.2132727
|
[55] |
XU Feng and JIN Yaqiu. Automatic reconstruction of building objects from multiaspect meter-resolution SAR images[J]. IEEE Transactions on Geoscience and Remote Sensing, 2007, 45(7): 2336–2353. doi: 10.1109/TGRS.2007.896614
|
[56] |
ZHANG Yueting, DING Chibiao, QIU Xiaolan, et al. The characteristics of the multipath scattering and the application for geometry extraction in high-resolution SAR images[J]. IEEE Transactions on Geoscience and Remote Sensing, 2015, 53(8): 4687–4699. doi: 10.1109/TGRS.2015.2406793
|
[57] |
POTTER L C and MOSES R L. Attributed scattering centers for SAR ATR[J]. IEEE Transactions on Image Processing, 1997, 6(1): 79–91. doi: 10.1109/83.552098
|
[58] |
JACKSON J A, RIGLING B D, and MOSES R L. Canonical scattering feature models for 3D and bistatic SAR[J]. IEEE Transactions on Aerospace and Electronic Systems, 2010, 46(2): 525–541. doi: 10.1109/TAES.2010.5461639
|
[59] |
JACKSON J A and MOSES R L. Synthetic aperture radar 3D feature extraction for arbitrary flight paths[J]. IEEE Transactions on Aerospace and Electronic Systems, 2012, 48(3): 2065–2084. doi: 10.1109/TAES.2012.6237579
|
[60] |
LI Yongchen, XU Feng, and JIN Yaqiu. A complex target reconstruction characterized by canonical scattering objects[C]. Proceedings of IEEE International Geoscience and Remote Sensing Symposium, Beijing, China, 2016: 1278–1280.
|
[61] |
XU Feng, JIN Yaqiu, and MOREIRA A. A preliminary study on SAR advanced information retrieval and scene reconstruction[J]. IEEE Geoscience and Remote Sensing Letters, 2016, 13(10): 1443–1447. doi: 10.1109/LGRS.2016.2590878
|
[62] |
LIU Xiaobai, ZHAO Yibiao, and ZHU Songchun. Single-view 3D scene reconstruction and parsing by attribute grammar[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2018, 40(3): 710–725. doi: 10.1109/TPAMI.2017.2689007
|
[63] |
徐丰, 金亚秋. 从物理智能到微波视觉[J]. 科技导报, 2018, 36(10): 30–44.
XU Feng and JIN Yaqiu. From the emergence of intelligent science to the research of microwave vision[J]. Science&Technology Review, 2018, 36(10): 30–44.
|
[64] |
陈健堃, 彭凌霄, 仇晓兰, 等. 基于深度神经网络的SAR建筑目标3维重建方法[J]. 中国科学: 信息科学, 2019, 49(11): 1–20.
CHEN Jiankun, PENG Lingxiao, QIU Xiaolan, et al. A 3D building reconstruction method for SAR based on deep neural network[J]. Scientia Sinica Informationis, 2019, 49(11): 1–20.
|