遥感卫星大数据高精度一体化处理技术

仇晓兰; 胡玉新; 上官松涛; 付琨

doi:10.11959/j.issn.2096-0271.2022013

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遥感卫星大数据高精度一体化处理技术

专题：空天大数据 | 更新时间：2024-06-03

- 遥感卫星大数据高精度一体化处理技术
- Remote sensing satellite big data high-recision integration processing technology
- 大数据 2022年8卷第2期页码：15-27
- 作者机构：
  
  1. 中国科学院空天信息创新研究院，北京 100190
  2. 苏州空天信息研究院，江苏苏州 215123
- 作者简介：
  
  [ "仇晓兰（1982- ），女，博士，中国科学院空天信息创新研究院研究员，主要研究方向为SAR信号处理与信息提取" ]
  [ "胡玉新（1981- ），男，博士，中国科学院空天信息创新研究院研究员，主要研究方向为空间信息处理系统技术" ]
  [ "上官松涛（1993- ），男，博士，苏州空天信息研究院助理研究员，主要研究方向为SAR大数据分析与质量评价" ]
  [ "付琨（1974- ），男，博士，中国科学院空天信息创新研究院研究员，主要研究方向为空天信息处理与应用技术研究" ]
- 基金信息：
  
  国家自然科学基金资助项目;The National Natural Science Foundation of China(61725105);国家自然科学基金资助项目;The National Natural Science Foundation of China(62022082)
- DOI：10.11959/j.issn.2096-0271.2022013
  中图分类号： TP751.1
- 网络首发：2022-03，
  
  纸质出版：2022-03-15
- 稿件说明：
移动端阅览
仇晓兰, 胡玉新, 上官松涛, 等. 遥感卫星大数据高精度一体化处理技术[J]. 大数据, 2022,8(2):15-27.

Xiaolan QIU, Yuxin HU, Songtao SHANGGUAN, et al. Remote sensing satellite big data high-recision integration processing technology[J]. Big data research, 2022, 8(2): 15-27.
仇晓兰, 胡玉新, 上官松涛, 等. 遥感卫星大数据高精度一体化处理技术[J]. 大数据, 2022,8(2):15-27. DOI： 10.11959/j.issn.2096-0271.2022013.

Xiaolan QIU, Yuxin HU, Songtao SHANGGUAN, et al. Remote sensing satellite big data high-recision integration processing technology[J]. Big data research, 2022, 8(2): 15-27. DOI： 10.11959/j.issn.2096-0271.2022013.

摘要

我国空天信息获取技术飞速发展，空天数据呈现出数据量大、种类多、增长快、价值密度相对较低的大数据特点。遥感卫星数据是空天大数据的重要组成部分，如何利用遥感卫星数据的规模效应和异构数据互补优势，提升处理精度并提高处理效率，是遥感卫星大数据处理系统需要解决的关键问题。简要回顾了我国遥感卫星数据地面处理系统的发展历程，指出了地面处理系统面临的核心难点，提出了基于稳定特性挖掘的遥感卫星大数据高精度处理技术的思路，并给出了初步的实现方法，以期为我国空天大数据处理系统的发展提供有益参考。

Abstract

With the rapid development of China’s aerospace information acquisition technology

aerospace data presents the characteristics of large data volume

large number of types

rapid growth and relatively low value density.Remote sensing satellite data is an important part of aerospace big data.How to make use of the scale effect and the complementary advantages of the data of different satellites

so as to improve the processing accuracy and efficiency

is the key problem to be solved in the remote sensing satellite big data processing system.The development history of our country’s remote sensing satellite ground data processing system was reviewed briefly.The core difficulties faced by the ground processing system were pointed out.A high-precision processing technology for remote sensing satellite big data based on stability feature mining was proposed.And a preliminary implementation was given.The method provides a useful reference for the development of our country’s aerospace big data processing system.

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references

BOJARSKI A , BACHMANN M , BÖER J , et al . TanDEM-X long-term system performance after 10 years of operation [J ] . IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing , 2021 , 14 : 2522 - 2534 .

ZHOU X , ZENG Q M , JIAO J , et al . Field calibration and validation of RADARSAT-2 [C ] // Proceedings of 2013 IEEE International Geoscience and Remote Sensing Symposium . Piscataway:IEEE Press , 2013 : 4451 - 4454 .

SCHWERDT M , SCHMIDT K , RAMON N T , et al . Independent verification of the Sentinel-1A system calibration [J ] . IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing , 2016 , 9 ( 3 ): 994 - 1007 .

CURLANDER J C . Location of spaceborne SAR imagery [J ] . IEEE Transactions on Geoscience and Remote Sensing , 1982 , 20 ( 3 ): 359 - 364 .

BREIT H , FRITZ T , BALSS U , et al . TerraSAR-X SAR processing and products [J ] . IEEE Transactions on Geoscience and Remote Sensing , 2010 , 48 ( 2 ): 727 - 740 .

丁赤飚 , 刘佳音 , 雷斌 , 等 . 高分三号SAR卫星系统级几何定位精度初探 [J ] . 雷达学报 , 2017 , 6 ( 1 ): 11 - 16 .

DING C B , LIU J Y , LEI B , et al . Preliminary exploration of systematic geolocation accuracy of GF-3 SAR satellite system [J ] . Journal of Radars , 2017 , 6 ( 1 ): 11 - 16 .

WILLIAMS D , LEDANTEC P , CHABOT M , et al . RADARSAT-2 image quality and calibration update [C ] // Proceedings of 10th European Conference on Synthetic Aperture Radar .[S.l.:s.n ] , 2014 : 1 - 4 .

BRESNAHAN P C , . Geolocation accuracy re-evaluation of COSMO-SkyMed spotlight and stripmap imaging mode products [C ] // Proceedings of 2011 Joint Agency Commercial Imagery Evaluation Civil Commercial Imagery Evaluation Workshop .[S.l.:s.n ] , 2011 .

SCHUBERT A , SMALL D , JEHLE M , et al . COSMO-SkyMed,TerraSAR-X,and RADARSAT-2 geolocation accuracy after compensation for earth-system effects [C ] // Proceedings of 2012 IEEE International Geoscience and Remote Sensing Symposium . Piscataway:IEEE Press , 2012 : 3301 - 3304 .

GISINGER C , BALSS U , PAIL R , et al . Precise three-dimensional stereo localization of corner reflectors and persistent scatterers with TerraSAR-X [J ] . IEEE Transactions on Geoscience and Remote Sensing , 2015 , 53 ( 4 ): 1782 - 1802 .

EINEDER M , MINET C , STEIGENBERGER P , et al . Imaging geodesy—toward centimeter-level ranging accuracy with TerraSAR-X [J ] . IEEE Transactions on Geoscience and Remote Sensing , 2011 , 49 ( 2 ): 661 - 671 .

ULANDER L M H , . Trihedral corner reflector for polarimetric calibration of biomass [C ] // Proceedings of 2015 International Workshop on Science and Applications of SAR Polarimetry and Polarimetric Interferometry .[S.l.:s.n ] , 2015 .

GARTHWAITE M C , NANCARROW S , HISLOP A , et al . The design of radar corner reflectors for the australian geophysical observing system:a single design suitable for InSAR deformation monitoring and SAR calibration at multiple microwave frequency bands [R ] . Geoscience Australia , 2015 .

SHIMADA M , ISOGUCHI O , TADONO T , et al . PALSAR radiometric and geometric calibration [J ] . IEEE Transactions on Geoscience and Remote Sensing , 2009 , 47 ( 12 ): 3915 - 3932 .

TOUZI R , SHIMADA M . Polarimetric PALSAR calibration [J ] . IEEE Transactions on Geoscience and Remote Sensing , 2009 , 47 ( 12 ): 3951 - 3959 .

LIANG W B . A set of point-targets-based polarimetric calibration methods based on general polarimetric system model [J ] . IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing , 2020 , 13 : 2502 - 2519 .

YANG J T , QIU X L , DING C B , et al . Identification of stable backscattering features,suitable for maintaining absolute synthetic aperture radar (SAR) radiometric calibration of Sentinel-1 [J ] . Remote Sensing , 2018 , 10 ( 7 ): 1010 .

SHANGGUAN S T , QIU X L , YANG J T , et al . Extraction and analysis of the scattering stability in urban areas based on dual-polarization SAR data [J ] . IEEE Geoscience and Remote Sensing Letters , 2019 , 16 ( 3 ): 427 - 431 .

QUEGAN S . A unified algorithm for phase and cross-talk calibration of polarimetric data-theory and observations [J ] . IEEE Transactions on Geoscience and Remote Sensing , 1994 , 32 ( 1 ): 89 - 99 .

AINSWORTH T L , FERRO-FAMIL L ,, LEE J S . Orientation angle preserving a posteriori polarimetric SAR calibration [J ] . IEEE Transactions on Geoscience and Remote Sensing , 2006 , 44 ( 4 ): 994 - 1003 .

SHI L , YANG J , LI P X . Co-polarization channel imbalance determination by the use of bare soil [J ] . ISPRS Journal of Photogrammetry and Remote Sensing , 2014 , 95 : 53 - 67 .

SCHNEIDER R Z , PAPATHANASSIOU K P , HAJNSEK I , et al . Polarimetric and interferometric characterization of coherent scatterers in urban areas [J ] . IEEE Transactions on Geoscience and Remote Sensing , 2006 , 44 ( 4 ): 971 - 984 .

KIMURA H . Calibration of polarimetric PALSAR imagery affected by faraday rotation using polarization orientation [J ] . IEEE Transactions on Geoscience and Remote Sensing , 2009 , 47 ( 12 ): 3943 - 3950 .

SHI L , LI P X , YANG J , et al . Co-polarization channel imbalance phase estimation by corner-reflector-like targets [J ] . ISPRS Journal of Photogrammetry and Remote Sensing , 2019 , 147 : 255 - 266 .

JIANG S , QIU X L , HAN B , et al . A quality assessment method based on common distributed targets for GF-3 polarimetric SAR data [J ] . Sensors , 2018 , 18 ( 3 ): 807 .

SHANGGUAN S T , QIU X L , FU K , et al . GF-3 polarimetric data quality assessment based on automatic extraction of distributed targets [J ] . IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing , 2020 , 13 : 4282 - 4294 .

LUO Y T , QIU X L , DONG Q , et al . A robust stereo positioning solution for multiview spaceborne SAR images based on the range–Doppler model [J ] . IEEE Geoscience and Remote Sensing Letters , 2022 , 19 : 1 - 5 .

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