XU Caijun, GONG Zheng. Review of the Post-processing Methods on GRACE Time Varied Gravity Data[J]. Geomatics and Information Science of Wuhan University, 2016, 41(4): 503-510. DOI: 10.13203/j.whugis20140639
Citation: XU Caijun, GONG Zheng. Review of the Post-processing Methods on GRACE Time Varied Gravity Data[J]. Geomatics and Information Science of Wuhan University, 2016, 41(4): 503-510. DOI: 10.13203/j.whugis20140639

Review of the Post-processing Methods on GRACE Time Varied Gravity Data

Funds: 

The National Natural Science Foundation, No.41431069; the Research Fund for the Doctoral Program of Higher Education, No.20110141130010.

The National Natural Science Foundation, No.41431069; the Research Fund for the Doctoral Program of Higher Education, No.20110141130010.

The National Natural Science Foundation, No.41431069; the Research Fund for the Doctoral Program of Higher Education, No.20110141130010.

More Information
  • Received Date: March 17, 2015
  • Published Date: April 04, 2016
  • The gravity field is a physical parameter reflecting the density change and dynamic characteristics of the earth under different circumstances including the solid earth tide, internal heat flow, mass exchange of solids and liquids, surface loads, and seismic tectonic movements. The time varied global gravity model has been provided by GRACE since 2002, but with the existing system error in GRACE and the need for focusing on local areas, post-processing is required when using GRACE products. In last decade, many algorithms have been shown to be effective. The ideas for these algorithms are reviewed in this article; a Gaussian filter with isotropic and non-isotropic types, the destriping filter, the empirical orthogonal functions method, wavelet analysis, and the Slepian function method. The future directions in post-processing algorithms are also discussed.
  • [1]
    Reigber C, Schmidt R, Flechtner F, et al. An Earth Gravity Field Model Complete to Degree and Order 150 from GRACE:EIGEN-GRACE02S[J]. Journal of Geodynamics, 2005, 39(1):1-10
    [2]
    Wang Zhengtao. Theory and Methodology of Earth Gravity Field Recovery by Satellite-to-Satellite Tracking Data[D]. Wuhan:Wuhan University, 2005(王正涛. 卫星跟踪卫星测量确定地球重力场的理论与方法[D]. 武汉:武汉大学, 2005)
    [3]
    Bettadpur S. Level-2 Gravity Field Product User Handbook[OL]. http://isdc.gfz-potsdam.de/index.php?name=UpDownload&req=getit&lid=574,2012
    [4]
    Mayer-Gürr T, Kurtenbach E, Eicker A, et al. ITG-Grace2010 Gravity Field Model[OL]. http://www.igg.uni-bonn.de/apmg/index.php?id=itg-grace2010,2010
    [5]
    Liu X, Ditmar P, Siemes C, et al. DEOS Mass Transport Model(DMT-1) Based on GRACE Satellite Data:Methodology and Validation[J]. Geophysical Journal International, 2010, 181(2):769-788
    [6]
    Kenyon S, Pacino M C, Marti U, et al. AIUB-GRACE02S:Status of GRACE Gravity Field Recovery Using the Celestial Mechanics Approach[M]. Berlin:Springer-Verlag, 2012
    [7]
    Mayer-Gürr T, Zehentner N, Klinger B, et al. ITSG-Grace2014[OL]. http://portal.tugraz.at/portal/page/portal/TU_Graz/Einrichtungen/Institute/Homepages/i5210/research/ITSG-Grace2014#mayer-guerr2014,2014
    [8]
    Lemoine J M, Bruinsma S, Gégout P, et al. Release 3 of the GRACE Gravity Solutions from CNES/GRGS[C].EGU General Assembly Conference, Vienna, Austria, 2013
    [9]
    Chen Qiujie, Shen Yunzhong, Zhang Xingfu, et al. Monthly Gravity Field Models Derived from GRACE Level 1B Data Using a Modified Short-arc Approach[J]. Journal of Geophysical Research:Solid Earth, 2015, 120(3):1804-1819
    [10]
    Bruinsma S, Lemoine J M, Biancale R, et al. CNES/GRGS 10-day Gravity Field Models(Release 2) and Their Evaluation[J]. Advances in Space Research, 2010, 45(4):587-601
    [11]
    Cheng Minkang, Tapley B D. Variations in the Earth's Oblateness During the Past 28 Years[J]. Journal of Geophysical Research:Solid Earth, 2004, 109(B9):B9402
    [12]
    Swenson S, Chambers D, Wahr J. Estimating Geocenter Variations from a Combination of GRACE and Ocean Model Output[J]. Journal of Geophysical Research:Solid Earth, 2008, 113(B8):B8410
    [13]
    Paulson A,Zhong Shijie, Wahr J. Inference of Mantle Viscosity from GRACE and Relative Sea Level Data[J]. Geophysical Journal International, 2007, 171(2):497-508
    [14]
    Tapley B, Ries J, Bettadpur S, et al. GGM02-An Improved Earth Gravity Field Model from GRACE[J]. Journal of Geodesy, 2005, 79(8):467-478
    [15]
    Neumeyer J, Barthelmes F, Dierks O, et al. Combination of Temporal Gravity Variations Resulting from Superconducting Gravimeter(SG) Recordings, GRACE Satellite Observations and Global Hydrology Models[J]. Journal of Geodesy, 2006, 79(10):573-585
    [16]
    Fenoglio-Marc L, Kusche J, Becker M. Mass Variation in the Mediterranean Sea from GRACE and Its Validation by Altimetry, Steric and Hydrologic Fields[J]. Geophysical Research Letters, 2006, 33(19):L19606
    [17]
    Wahr J, Swenson S, Velicogna I. Accuracy of GRACE Mass Estimates[J]. Geophysical Research Letters, 2006, 33(6):L6401
    [18]
    Swenson S, Wahr J. Post-processing Removal of Correlated Errors in GRACE Data[J]. Geophysical Research Letters, 2006, 33(8):L8402
    [19]
    Wahr J, Swenson S, Zlotnicki V, et al. Time-variable Gravity from GRACE:First Results[J]. Geophysical Research Letters, 2004, 31(11):L11501
    [20]
    Wahr J, Molenaar M, Bryan F. Time Variability of the Earth's Gravity Field:Hydrological and Oceanic Effects and Their Possible Detection Using GRACE[J]. Journal of Geophysical Research:Solid Earth, 1998, 103(B12):30205-30229
    [21]
    Han S C, Shum C K, Jekeli C, et al. Non-isotropic Filtering of GRACE Temporal Gravity for Geophysical Signal Enhancement[J]. Geophysical Journal International, 2005, 163(1):18-25
    [22]
    Werth S, Güntner A, Schmidt R, et al. Evaluation of GRACE Filter Tools from a Hydrological Perspective[J]. Geophysical Journal International, 2009, 179(3):1499-1515
    [23]
    Seo K W, Wilson C R. Simulated Estimation of Hydrological Loads from GRACE[J]. Journal of Geodesy, 2005, 78(7-8):442-456
    [24]
    Save H V. Using Regularization for Error Reduction in GRACE Gravity Estimation[D]. Austin:The University of Texas at Austin, 2009
    [25]
    Lemoine J M, Bruinsma S, Loyer S, et al. Temporal Gravity Field Models Inferred from GRACE Data[J]. Advances in Space Research, 2007, 39(10):1620-1629
    [26]
    Zhang Zizhan, Chao B F, Lu Yang, et al. An Effective Filtering for GRACE Time-variable Gravity:Fan Filter[J]. Geophysical Research Letters, 2009, 36(17):L17311
    [27]
    Chambers D P. Converting Release-04 Gravity Coefficients into Maps of Equivalent water Thickness[J]. Center for Space Research. University of Texas at Austin, 2007:1-10
    [28]
    Chambers D P. Evaluation of New GRACE Time-variable Gravity Data over the Ocean[J]. Geophysical Research Letters, 2006, 33(17):L17603
    [29]
    Chen J L, Wilson C R,Tapley B D, et al. GRACE Detects Coseismic and Postseismic Deformation from the Sumatra-Andaman Earthquake[J]. Geophysical Research Letters, 2007, 34(13):L13302
    [30]
    Duan X, Guo J, Shum C, et al. On the Postprocessing Removal of Correlated Errors in GRACE Temporal Gravity Field Solutions[J]. Journal of Geodesy, 2009, 83(11):1095-1106
    [31]
    Tamisiea M E, Mitrovica J X, Davis J L. GRACE Gravity Data Constrain Ancient Ice Geometries and Continental Dynamics over Laurentia[J]. Science, 2007, 316(5826):881-883
    [32]
    Chambers D P, Wahr J, Tamisiea M E, et al. Ocean Mass from GRACE and Glacial Isostatic Adjustment[J]. Journal of Geophysical Research:Solid Earth, 2010, 115(B11):B11415
    [33]
    Li Junhai, Liu Huanling, Wen Hanjiang, et al. Inverstigation on Mass Change of Ice Sheet in Antarctic from GRACE Time-variable Gravity Data[J]. Journal of Geodesy and Geodynamics, 2011,31(3):42-46(李军海,刘焕玲,文汉江,等. 基于GRACE时变重力场反演南极冰盖质量变化[J]. 大地测量与地球动力学, 2011, 31(3):42-46)
    [34]
    Luo Zhicai, Li Qiong, Zhang Kun, et al. Trend of Mass Change in the Antarctic Ice Sheet Recovered from the GRACE Temporal Gravity Field[J]. Sci China Earth Sci, 2012,42(10):1590-1596(罗志才,李琼,张坤,等. 利用GRACE时变重力场反演南极冰盖的质量变化趋势[J]. 中国科学:地球科学, 2012, 42(10):1590-1596)
    [35]
    Cao Yanping, Nan Zhuotong. Monitoring Water Storage Variations in the Heihe River Basin by the GRACE Gravity Satellite[J]. Remote Sensing Technology and Application, 2011,26(6):719-727(曹艳萍,南卓铜. 利用GRACE重力卫星监测黑河流域水储量变化[J]. 遥感技术与应用, 2011, 26(6):719-727)
    [36]
    Luo Zhicai, Li Qiong, Zhong Bo. Water Storage Variations in Heihe River Basin Recovered From GRACE Temporal Gravity Field[J]. Acta Geodaetica et Cartographica Sinica, 2012,41(5):676-681(罗志才,李琼,钟波. 利用GRACE时变重力场反演黑河流域水储量变化[J]. 测绘学报, 2012, 41(5):676-681)
    [37]
    Zhan Jingang, Wang Yong. Detect Water Storage Variation of Longtan Reservoir with GRACE Data[J]. Chinese Journal of Geophysics, 2011,54(5):1187-1192(詹金刚,王勇. 卫星重力捕捉龙滩水库储水量变化[J]. 地球物理学报, 2011, 54(5):1187-1192)
    [38]
    De L C, Rivera L, Hinderer J, et al. Separation of Coseismic and Postseismic Gravity Changes for the 2004 Sumatra-Andaman Earthquake from 4.6 yr of GRACE Observations and Modelling of the Coseismic Change by Normal-modes Summation[J]. Geophysical Journal International, 2009, 176(3):695-714
    [39]
    Xin Zhou, Sun Wenke, Fu Guangyu. Gravity Satellite GRACE Detects Coseismic Gravity Changes Caused by 2010 Chile Mw8.8 Earthquake[J]. Chinese Journal of Geophysics, 2011,54(7):1745-1749(周新,孙文科,付广裕. 重力卫星GRACE检测出2010年智利Mw8.8地震的同震重力变化[J]. 地球物理学报, 2011, 54(7):1745-1749)
    [40]
    Heki K, Matsuo K. Coseismic Gravity Changes of the 2010 Earthquake in Central Chile from Satellite Gravimetry[J]. Geophysical Research Letters, 2010, 37(24):L24306
    [41]
    Matsuo K, Heki K. Coseismic Gravity Changes of the 2011 Tohoku-Oki Earthquake from Satellite Gravimetry[J]. Geophysical Research Letters, 2011, 38(7):L0012G
    [42]
    Zhan Jingang, Wang Yong, Hao Xiaoguang. Improved Method for Removal of Correlated Errors in GRACE Data[J]. Acta Geodaetica et Cartographica Sinica, 2011,40(4):442-446, 453(詹金刚,王勇,郝晓光. GRACE时变重力位系数误差的改进去相关算法[J]. 测绘学报, 2011, 40(4):442-446, 453)
    [43]
    Schrama E J, Wouters B, Lavall E E D A. Signal and Noise in Gravity Recovery and Climate Experiment(GRACE) Observed Surface Mass Variations[J]. Journal of Geophysical Research, 2007, 112(B8):B8407
    [44]
    Wouters B, Schrama E J O. Improved Accuracy of GRACE Gravity Solutions Through Empirical Orthogonal Function Filtering of Spherical Harmonics[J]. Geophysical Research Letters, 2007, 34(23):L23711
    [45]
    Chambers Don P. Observing Seasonal Steric Sea Level Variations with GRACE and Satellite Altimetry[J]. Journal of Geophysical Research:Oceans, 2006, 111(C3):C3010
    [46]
    Lei Jiuhou, Matsuo T, Dou Xiankang, et al. Annual and Semiannual Variations of Thermospheric Density:EOF Analysis of CHAMP and GRACE Data[J]. Journal of Geophysical Research:Space Physics, 2012, 117(A1):A1310
    [47]
    Peralta F C, Morison J H., Wallace J M, et al. Arctic Ocean Circulation Patterns Revealed by GRACE[J]. Journal of Climate, 2014, 27(4):1445-1468
    [48]
    Wouters B, Chambers D, Schrama E J O. GRACE Observes Small-scale Mass Loss in Greenland[J]. Geophysical Research Letters, 2008, 35(20):L20501
    [49]
    Schrama E J O, Wouters B. Revisiting Greenland Ice Sheet Mass Loss Observed by GRACE[J]. Journal of Geophysical Research:Solid Earth, 2011, 116(B2):B2407
    [50]
    Crossley D, Hinderer J, Boy J P. Regional Gravity Variations in Europe from Superconducting Gravimeters[J]. Journal of Geodynamics, 2004, 38(3):325-342
    [51]
    Neumeyer J, Barthelmes F, Kroner C, et al. Analysis of Gravity Field Variations Derived from Superconducting Gravimeter Recordings, the GRACE Satellite and Hydrological Models at Selected European Sites[J]. Earth Planets and Space, 2008, 60(5):505-518
    [52]
    Van C M, de V O, Tivier Laurent M E, et al. The Quest for a Consistent Signal in Ground and GRACE Gravity Time-series[J]. Geophysical Journal International, 2014, 197:192-201
    [53]
    Crossley D, de L C, Hinderer J, et al. A Comparison of the Gravity Field over Central Europe from Superconducting Gravimeters, GRACE and Global Hydrological Models, Using EOF Analysis[J]. Geophysical Journal International, 2012, 189(2):877-897
    [54]
    Panet I, Mikhailov V, Diament M, et al. Coseismic and Post-seismic Signatures of the Sumatra 2004 December and 2005 March Earthquakes in GRACE Satellite Gravity[J]. Geophysical Journal International, 2007, 171(1):177-190
    [55]
    Panet I, Pollitz F, Mikhailov V, et al. Upper Mantle Rheology from GRACE and GPS Postseismic Deformation after the 2004 Sumatra-Andaman Earthquake[J]. Geochemistry, Geophysics, Geosystems, 2010, 11(6):Q6008
    [56]
    Mikhailov V O, Panet I, Hayn M, et al. Comparative Study of Temporal Variations in the Earth's Gravity Field Using GRACE Gravity Models in the Regions of Three Recent Giant Earthquakes[J]. Izvestiya, Physics of the Solid Earth, 2014, 50(2):177-191
    [57]
    Mikhailov V, Lyakhovsky V, Panet I, et al. Numerical Modelling of Post-seismic Rupture Propagation after the Sumatra 26.12. 2004 Earthquake Constrained by GRACE Gravity Data[J]. Geophysical Journal International, 2013, 194:640-650
    [58]
    Fengler M J, Freeden W, Kohlhaas A, et al. Wavelet Modeling of Regional and Temporal Variations of the Earth's Gravitational Potential Observed by GRACE[J]. Journal of Geodesy, 2007, 81(1):5-15
    [59]
    Chen Guoxiong, Sun Jinsong, Liu Tianyou. Wavelet Multi-scale Decomposition of Time Variable Gravity Field Detected by GRACE Satellite:a Case from Wenchuan Ms 8.0 Earthquake,2008[J]. Geomatics and Information Science of Wuhan University, 2012,37(6):679-682(陈国雄,孙劲松,刘天佑. GRACE卫星时变重力场的小波多尺度分解——以2008年汶川Ms8. 0大地震为例[J]. 武汉大学学报·信息科学版, 2012, 37(6):679-682)
    [60]
    Simons F J, Dahlen F A, Wieczorek Mark A. Spatiospectral Concentration on a Sphere[J]. SIAM Review, 2006, 48(3):504-536
    [61]
    Simons F J, Dahlen F A. A Spatiospectral Localization Approach to Estimating Potential Fields on the Surface of a Sphere from Noisy, Incomplete Data Taken at Satellite Altitudes[C]. Optical Engineering and Applications, San Diego, CA, 2007
    [62]
    Simons F J, Hawthorne Jessica C, Beggan Ciarán D. Efficient Analysis and Representation of Geophysical Processes Using Localized Spherical Basis Functions[OL]. http://arxiv.org/abs/0909.5403,2009
    [63]
    Harig C, Simons F J. Mapping Greenland's Mass Loss in Space and Time[J]. Proceedings of the National Academy of Sciences, 2012, 109(49):19934-19937
    [64]
    Han S C, Riva R, Sauber J, et al. Source Parameter Inversion for Recent Great Earthquakes from a Decade-long Observation of Global Gravity Fields[J]. Journal of Geophysical Research:Solid Earth, 2013, 118(3):1240-1267
    [65]
    Han S, Simons F J. Spatiospectral Localization of Global Geopotential Fields from the Gravity Recovery and Climate Experiment(GRACE) Reveals the Coseismic Gravity Change owing to the 2004 Sumatra-Andaman Earthquake[J]. Journal of Geophysical Research:Solid Earth, 2008, 113(B1):B01405, doi: 10.1029/2007JB004927
    [66]
    Han S C, Sauber J, Luthcke S B, et al. Implications of Postseismic Gravity Change Following the Great 2004 Sumatra-Andaman Earthquake from the Regional Harmonic Analysis of GRACE Intersatellite Tracking Data[J]. Journal of Geophysical Research:Solid Earth, 2008, 113(B11):B11413
    [67]
    Wang Lei, Shum C K, Simons F J, et al. Coseismic Slip of the 2010 Mw 8.8 Great Maule, Chile, Earthquake Quantified by the Inversion of GRACE Observations[J]. Earth and Planetary Science Letters, 2012, 335-336:167-179
    [68]
    Wang Lei, Shum C K, Simons F J, et al. Coseismic and Postseismic Deformation of the 2011 Tohoku-Oki Earthquake Constrained by GRACE Gravimetry[J]. Geophysical Research Letters, 2012, 39(7):L07301
    [69]
    Dai Chunli, Shum C K, Wang Rongjiang, et al. Improved Constraints on Seismic Source Parameters of the 2011 Tohoku Earthquake from GRACE Gravity and Gravity Gradient Changes[J]. Geophysical Research Letters, 2014,41(6):1929-1936
    [70]
    Cambiotti G, Sabadini R. A Source Model for the Great 2011 Tohoku Earthquake(Mw=9.1) from Inversion of GRACE Gravity Data[J]. Earth and Planetary Science Letters, 2012, 335-336:72-79
    [71]
    Save H V, Bettadpur S V, Nagel P B. Use of Background De-aliasing Models and Error Correlations to Improve the Regularized Gravity Solutions from GRACE[C].AGU Fall Meeting, San Francisco, 2010
    [72]
    Koch K-R, Kusche J. Regularization of Geopotential Determination from Satellite Data by Variance Components[J]. Journal of Geodesy, 2002, 76(5):259-268
    [73]
    Xu Peiliang, Fukuda Yoichi, Liu Yumei. Multiple Parameter Regularization:Numerical Solutions and Applications to the Determination of Geopotential from Precise Satellite Orbits[J]. Journal of Geodesy, 2006, 80(1):17-27
    [74]
    Save H, Bettadpur S, Tapley B D. Reducing Errors in the GRACE Gravity Solutions Using Regularization[J]. Journal of Geodesy, 2012, 86(9):695-711
    [75]
    Kusche J. Approximate Decorrelation and Non-isotropic Smoothing of Time-variable GRACE-type Gravity Field Models[J]. Journal of Geodesy, 2007, 81(11):733-749
    [76]
    Davis J L, Tamisiea M E, Elósegui P, et al. A Statistical Filtering Approach for Gravity Recovery and Climate Experiment(GRACE) Gravity Data[J]. Journal of Geophysical Research:Solid Earth, 2008, 113(B4):B04410
    [77]
    Klees R, Revtova E A, Gunter B C, et al. The Design of an Optimal Filter for Monthly GRACE Gravity Models[J]. Geophysical Journal International, 2008, 175(2):417-432
    [78]
    Velicogna I. Wahr J. Measurements of Time-variable Gravity Show Mass Loss in Antarctica[J]. Science, 2006, 311(5768):1754-1756
    [79]
    Swenson S, Wahr J. Multi-sensor Analysis of Water Storage Variations of the Caspian Sea[J]. Geophysical Research Letters, 2007, 34(16):L16401
  • Related Articles

    [1]CAI Xianhua, LIU Kaili, HU Zhuoliang, ZHANG Yuan. An Algorithm for Constructing Road Network Using Block Polygon Topology[J]. Geomatics and Information Science of Wuhan University, 2021, 46(8): 1170-1177. DOI: 10.13203/j.whugis20190348
    [2]YANG Wei, AI Tinghua. Extracting Arterial Road Polygon from OpenStreetMap Data Based on Delaunay Triangulation[J]. Geomatics and Information Science of Wuhan University, 2018, 43(11): 1725-1731. DOI: 10.13203/j.whugis20160294
    [3]ZHANG Hao, WU Fang, GONG Xianyong, XU Junkui, ZHANG Juntao. A Parallel Factor-Based Method of Arterial Two-Lane Roads Recognition[J]. Geomatics and Information Science of Wuhan University, 2017, 42(8): 1123-1130. DOI: 10.13203/j.whugis20150122
    [4]WANG Xiao, QIAN Haizhong, LIU Hailong, HE Haiwei, CHEN Jingnan. A Hierarchical and Iterative Road Network Matching Method by Using Road Classification[J]. Geomatics and Information Science of Wuhan University, 2016, 41(8): 1072-1078. DOI: 10.13203/j.whugis20140441
    [5]LIU Hailong, QIAN Haizhong, WANG Xiao, HE Haiwei. Road Networks Global Matching Method Using Analytical Hierarchy Process[J]. Geomatics and Information Science of Wuhan University, 2015, 40(5): 644-651. DOI: 10.13203/j.whugis20130350
    [6]LI Fei, LUAN Xuechen, YANG Bisheng, LI Qiuping. Automatic Topology Maintenance Approach for High-level Road Networks[J]. Geomatics and Information Science of Wuhan University, 2014, 39(6): 729-733. DOI: 10.13203/j.whugis20140115
    [7]LUAN Xuechen, YANG Bisheng, ZHANG Yunfei. Structural Hierarchy Analysis of Streets Based on Complex Network Theory[J]. Geomatics and Information Science of Wuhan University, 2012, 37(6): 728-732.
    [8]LI Qingquan, ZENG Zhe, YANG Bisheng, LIBijun. Betweenness Centrality Analysis for Urban Road Networks[J]. Geomatics and Information Science of Wuhan University, 2010, 35(1): 37-41.
    [9]ZHU Qing, LI Yuan. Review of Road Network Models[J]. Geomatics and Information Science of Wuhan University, 2007, 32(6): 471-476.
    [10]DENG Hongyan, WU Fang, ZHAI Renjian. A Generalization Model of Road Networks Based on Genetic Algorithm[J]. Geomatics and Information Science of Wuhan University, 2006, 31(2): 164-167.
  • Cited by

    Periodical cited type(8)

    1. 高奎亮,刘冰,余旭初,余岸竹,孙一帆. 面向高光谱影像分类的网络结构自动搜索方法. 武汉大学学报(信息科学版). 2024(02): 225-235 .
    2. 崔林林,仙巍,柳锦宝. 产学研背景下遥感科学与技术专业”遥感原理与应用”实验教学改革探讨. 电脑与信息技术. 2023(01): 92-95 .
    3. 李杰,曾超,刘汇慧,李慧芳. 地学大数据背景下遥感课程的多阶段进阶混合式教学模式探索. 测绘通报. 2023(S2): 131-136 .
    4. 薛冰,赵冰玉,李京忠. 地理学视角下城市复杂性研究综述——基于近20年文献回顾. 地理科学进展. 2022(01): 157-172 .
    5. 桑国庆,唐志光,毛克彪,邓刚,王靖文,李佳. 基于GEE云平台与Sentinel数据的高分辨率水稻种植范围提取——以湖南省为例. 作物学报. 2022(09): 2409-2420 .
    6. 徐恩恩,郭颖,陈尔学,李增元,赵磊,刘清旺. 基于无人机LiDAR和高空间分辨率卫星遥感数据的区域森林郁闭度估测模型. 武汉大学学报(信息科学版). 2022(08): 1298-1308 .
    7. 孙玉梅,刘昱豪,边占新,孙亮,陈敬周. 深度学习PaddlePaddle框架支持下的遥感智能视觉平台研究与实现. 测绘通报. 2021(11): 65-69+75 .
    8. 陈晓峰. 光学遥感立体测绘技术及其发展趋势研究. 光源与照明. 2021(11): 69-71 .

    Other cited types(8)

Catalog

    Article views PDF downloads Cited by(16)
    Related

    /

    DownLoad:  Full-Size Img  PowerPoint
    Return
    Return