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Volumn 38, Issue 8-10, 2017, Pages 2117-2134

Quantitative modelling for leaf nitrogen content of winter wheat using UAV-based hyperspectral data

Author keywords

[No Author keywords available]

Indexed keywords

ANTENNAS; BACKPROPAGATION; CROPS; LINEAR REGRESSION; NEURAL NETWORKS; NITROGEN;

EID: 84994829884     PISSN: 01431161     EISSN: 13665901     Source Type: Journal    
DOI: 10.1080/01431161.2016.1253899     Document Type: Article
Times cited : (92)

References (42)
  • 1
    • 0028253889 scopus 로고
    • Light Reflectance Compared with Other Nitrogen Stress Measurements in Corn Leaves
    • Blackmer, T. M., J. S., Schepers, and G. E., Varvel. 1994. “Light Reflectance Compared with Other Nitrogen Stress Measurements in Corn Leaves.” Agronomy Journal 86:934–938. doi:10.2134/agronj1994.00021962008600060002x.
    • (1994) Agronomy Journal , vol.86 , pp. 934-938
    • Blackmer, T.M.1    Schepers, J.S.2    Varvel, G.E.3
  • 2
    • 77954819594 scopus 로고    scopus 로고
    • New Spectral Indicator Assessing the Efficiency of Crop Nitrogen Treatment in Corn and Wheat
    • Chen, P., D., Haboudane, N., Tremblay, J., Wang, P., Vigneault, and B., Li. 2010. “New Spectral Indicator Assessing the Efficiency of Crop Nitrogen Treatment in Corn and Wheat.” Remote Sensing of Environment 114 (9):1987–1997. doi:10.1016/j.rse.2010.04.006.
    • (2010) Remote Sensing of Environment , vol.114 , Issue.9 , pp. 1987-1997
    • Chen, P.1    Haboudane, D.2    Tremblay, N.3    Wang, J.4    Vigneault, P.5    Li, B.6
  • 3
    • 33644781472 scopus 로고    scopus 로고
    • A New Technique for Extracting the Red Edge Position Fromhyperspectral Data: The Linear Extrapolation Method
    • Cho, M. A., and A. K., Skidmore. 2006. “A New Technique for Extracting the Red Edge Position Fromhyperspectral Data:The Linear Extrapolation Method.” Remote Sensing of Environment 101 (2):181–193. doi:10.1016/j.rse.2005.12.011.
    • (2006) Remote Sensing of Environment , vol.101 , Issue.2 , pp. 181-193
    • Cho, M.A.1    Skidmore, A.K.2
  • 4
    • 85015689150 scopus 로고    scopus 로고
    • The Auto-Control System of Remote Sensing Devices for Unmanned Air Vehicle
    • Cui, H. X., and J., Sun. 2004. “The Auto-Control System of Remote Sensing Devices for Unmanned Air Vehicle.” Science of Surveying and Mapping 29 (1):47–49.
    • (2004) Science of Surveying and Mapping , vol.29 , Issue.1 , pp. 47-49
    • Cui, H.X.1    Sun, J.2
  • 5
    • 0024856758 scopus 로고
    • Remote Sensing of Foliar Chemistry
    • Curran, P. J., 1989. “Remote Sensing of Foliar Chemistry.” Remote Sensing of Environment 30:271–278. doi:10.1016/0034-4257(89)90069-2.
    • (1989) Remote Sensing of Environment , vol.30 , pp. 271-278
    • Curran, P.J.1
  • 6
    • 0034969185 scopus 로고    scopus 로고
    • Estimating the Foliar Biochemical Concentration of Leaves with Reflectance Spectrometry: Testing the Kokaly and Clark Methodologies
    • Curran, P. J., J. L., Dungan, and D. L., Peterson. 2001. “Estimating the Foliar Biochemical Concentration of Leaves with Reflectance Spectrometry:Testing the Kokaly and Clark Methodologies.” Remote Sensing of Environment 76:349–359. doi:10.1016/S0034-4257(01)00182-1.
    • (2001) Remote Sensing of Environment , vol.76 , pp. 349-359
    • Curran, P.J.1    Dungan, J.L.2    Peterson, D.L.3
  • 7
    • 0036330345 scopus 로고    scopus 로고
    • Relationships Between Leaf Pigment Content and Spectral Reflectance Across a Wide Range of Species, Leaf Structures and Developmental Stages
    • Daniel, A. S., and J. A., Gamon. 2008. “Relationships Between Leaf Pigment Content and Spectral Reflectance Across a Wide Range of Species, Leaf Structures and Developmental Stages.” Remote Sensing of Environment 81 (2–3):337–354.
    • (2008) Remote Sensing of Environment , vol.81 , Issue.2-3 , pp. 337-354
    • Daniel, A.S.1    Gamon, J.A.2
  • 8
    • 79952339777 scopus 로고    scopus 로고
    • In-Situ Crop Hyperspectral Acquiring and Spectral Features Analysis Based on Pushbroom Imaging Spectrometer
    • Dongyan, Z., H., Wenjiang, W., Jihua, Y. Guijun, Z. Dazhou, L. Rongyuan, and M. Zhihong. 2010. “In-Situ Crop Hyperspectral Acquiring and Spectral Features Analysis Based on Pushbroom Imaging Spectrometer.” Transactions of the CSAE 26 (12):188–192.
    • (2010) Transactions of the CSAE , vol.26 , Issue.12 , pp. 188-192
    • Dongyan, Z.1    Wenjiang, H.2    Jihua, W.3
  • 9
    • 0346971055 scopus 로고    scopus 로고
    • Study on the Extraction and Applications of Spectralfeatures in Hyperspectral Remote Sensing
    • Du, P. J., and Y. H., Chen. 2003. “Study on the Extraction and Applications of Spectralfeatures in Hyperspectral Remote Sensing.” Journal of China University of Mining&Technology 05:34–38.
    • (2003) Journal of China University of Mining&Technology , vol.5 , pp. 34-38
    • Du, P.J.1    Chen, Y.H.2
  • 10
    • 0347251248 scopus 로고    scopus 로고
    • Nitrogen Assimilation Transfer and Untilization in Relation to Grain Protein Content and Yield of Spring Wheat Genoypes Differing in Quality
    • Du, J.-Z., W.-X., Li, S.-L., Hu, and J.-H., Liu. 2001. “Nitrogen Assimilation Transfer and Untilization in Relation to Grain Protein Content and Yield of Spring Wheat Genoypes Differing in Quality.” ACTA Agronomicasinica 27 (2):253–260.
    • (2001) ACTA Agronomicasinica , vol.27 , Issue.2 , pp. 253-260
    • Du, J.-Z.1    Li, W.-X.2    Hu, S.-L.3    Liu, J.-H.4
  • 11
    • 79961127280 scopus 로고    scopus 로고
    • Comparison of Active and Passive Spectral Sensors in Discriminating Biomass Parameters and Nitrogen Status in Wheat Cultivars
    • Erdle, K., B., Mistele, and U., Schmidhalter. 2011. “Comparison of Active and Passive Spectral Sensors in Discriminating Biomass Parameters and Nitrogen Status in Wheat Cultivars.” Field Crops Research 124 (1):74–84. doi:10.1016/j.fcr.2011.06.007.
    • (2011) Field Crops Research , vol.124 , Issue.1 , pp. 74-84
    • Erdle, K.1    Mistele, B.2    Schmidhalter, U.3
  • 12
    • 39149095230 scopus 로고    scopus 로고
    • Monitoring Leaf Nitrogen Status with Hyperspectralreflectance in Wheat
    • Feng, W., X., Yao, Y., Zhu, Y. C., Tian, and W. X., Cao. 2008. “Monitoring Leaf Nitrogen Status with Hyperspectralreflectance in Wheat.” European Journal of Agronomy 28 (3):394–404. doi:10.1016/j.eja.2007.11.005.
    • (2008) European Journal of Agronomy , vol.28 , Issue.3 , pp. 394-404
    • Feng, W.1    Yao, X.2    Zhu, Y.3    Tian, Y.C.4    Cao, W.X.5
  • 13
    • 0033540320 scopus 로고    scopus 로고
    • Inverting a Canopy Reflectance Model Using a Neural Network
    • Gong, P., D. X., Wang, and S., Liang. 1999. “Inverting a Canopy Reflectance Model Using a Neural Network.” International Journal of Remote Sensing 20 (1):111–122. doi:10.1080/014311699213631.
    • (1999) International Journal of Remote Sensing , vol.20 , Issue.1 , pp. 111-122
    • Gong, P.1    Wang, D.X.2    Liang, S.3
  • 14
    • 0042913047 scopus 로고    scopus 로고
    • Quantifying Nitrogen Status of Corn (Zea Mays, L.) in the Field by Reflectance Measurements
    • Graeff, S., and W., Claupein. 2003. “Quantifying Nitrogen Status of Corn (Zea Mays, L.) in the Field by Reflectance Measurements.” European Journal of Agronomy 19 (4):611–618. doi:10.1016/S1161-0301(03)00007-8.
    • (2003) European Journal of Agronomy , vol.19 , Issue.4 , pp. 611-618
    • Graeff, S.1    Claupein, W.2
  • 15
    • 0346785341 scopus 로고    scopus 로고
    • Comparative Analysis of Red Edge Hyperspectral Indices
    • Gupta, R. K., D., Vijayan, and T. S., Prasad. 2003. “Comparative Analysis of Red Edge Hyperspectral Indices.” Advance Space Researeh 32 (11):2217–2222.
    • (2003) Advance Space Researeh , vol.32 , Issue.11
    • Gupta, R.K.1    Vijayan, D.2    Prasad, T.S.3
  • 16
    • 84921510235 scopus 로고    scopus 로고
    • Monitoring Model of Leaf Area Index of Winter Wheat Based on Hyperspectral Reflectance at Different Growth Stages
    • He, J., B., Liu, and J., Li. 2014. “Monitoring Model of Leaf Area Index of Winter Wheat Based on Hyperspectral Reflectance at Different Growth Stages.” Transactions of the Chinese Society of Agricultural Engineering 30 (24):141–150.
    • (2014) Transactions of the Chinese Society of Agricultural Engineering , vol.30 , Issue.24 , pp. 141-150
    • He, J.1    Liu, B.2    Li, J.3
  • 17
    • 12444265879 scopus 로고    scopus 로고
    • Interspecific Difference in the Photosynthesis–Nitrogen Relationship: Patterns, Physiological Causes, and Ecological Importance
    • Hikosaka, K., 2004. “Interspecific Difference in the Photosynthesis–Nitrogen Relationship:Patterns, Physiological Causes, and Ecological Importance.” Journal of Plant Research 117 (6):481–494. doi:10.1007/s10265-004-0174-2.
    • (2004) Journal of Plant Research , vol.117 , Issue.6 , pp. 481-494
    • Hikosaka, K.1
  • 18
    • 80052113340 scopus 로고    scopus 로고
    • Disscussion on UAV Remote Sensing Image Capture and Disposal
    • Hong, Y., and J. H., Gong. 2008. “Disscussion on UAV Remote Sensing Image Capture and Disposal.” Remote Sensing Technology and Application 23 (4):462–467.
    • (2008) Remote Sensing Technology and Application , vol.23 , Issue.4 , pp. 462-467
    • Hong, Y.1    Gong, J.H.2
  • 19
    • 84870717321 scopus 로고    scopus 로고
    • Radiometric and Geometric Analysis of Hyperspectral Imagery Acquired from an Unmanned Aerial Vehicle
    • Hruska, R., J., Mitchell, M., Anderson, and N. F., Glenn. 2012. “Radiometric and Geometric Analysis of Hyperspectral Imagery Acquired from an Unmanned Aerial Vehicle.” Remote Sensing 4 (12):2736–2752. doi:10.3390/rs4092736.
    • (2012) Remote Sensing , vol.4 , Issue.12 , pp. 2736-2752
    • Hruska, R.1    Mitchell, J.2    Anderson, M.3    Glenn, N.F.4
  • 20
    • 3242764494 scopus 로고    scopus 로고
    • Inversion of Foliar Biochemical Parameters at Various Physiological Stages and Grain Quality Indicators of Winter Wheat with Canopy Reflectance
    • Huang, W., J., Wang, Z., Wang, Z., Jiang, L., Liangyun, and W., Jindi. 2004. “Inversion of Foliar Biochemical Parameters at Various Physiological Stages and Grain Quality Indicators of Winter Wheat with Canopy Reflectance.” International Journal of Remote Sensing 25 (12):2409–2419. doi:10.1080/01431160310001618095.
    • (2004) International Journal of Remote Sensing , vol.25 , Issue.12 , pp. 2409-2419
    • Huang, W.1    Wang, J.2    Wang, Z.3    Jiang, Z.4    Liangyun, L.5    Jindi, W.6
  • 21
    • 0035892382 scopus 로고    scopus 로고
    • An AOTF-Based Hyperspectral Imaging System for Field Use in Ecophysiological and Agricultural Applications
    • Inoue, Y., and J., Peñuelas. 2001. “An AOTF-Based Hyperspectral Imaging System for Field Use in Ecophysiological and Agricultural Applications.” International Journal of Remote Sensing 22 (18):3883–3888. doi:10.1080/01431160110069863.
    • (2001) International Journal of Remote Sensing , vol.22 , Issue.18 , pp. 3883-3888
    • Inoue, Y.1    Peñuelas, J.2
  • 22
    • 0035144811 scopus 로고    scopus 로고
    • Investigating a Physical Basis for Spectroscopic Estimates of Leaf Nitrogen Concentration
    • Kokaly, R. F., 2001. “Investigating a Physical Basis for Spectroscopic Estimates of Leaf Nitrogen Concentration.” Remote Sensing of Environment 75:153–161. doi:10.1016/S0034-4257(00)00163-2.
    • (2001) Remote Sensing of Environment , vol.75 , pp. 153-161
    • Kokaly, R.F.1
  • 23
    • 0033102275 scopus 로고    scopus 로고
    • Spectroscopic Determination of Leaf Biochemistry Using Band Depth Analysis of Absorption Features and Stepwise Multiple Linear Regression
    • Kokaly, F., and R. N., Clark. 1999. “Spectroscopic Determination of Leaf Biochemistry Using Band Depth Analysis of Absorption Features and Stepwise Multiple Linear Regression.” Remote Sensing of Environment 67:267–287. doi:10.1016/S0034-4257(98)00084-4.
    • (1999) Remote Sensing of Environment , vol.67 , pp. 267-287
    • Kokaly, F.1    Clark, R.N.2
  • 24
    • 84888336388 scopus 로고    scopus 로고
    • Reflectance Estimation of Canopy Nitrogen Content in Winter Wheat Using Optimised Hyperspectral Spectral Indices and Partial Least Squares Regression
    • Li, F., B., Mistele, Y., Hu, X., Chen, and U., Schmidhalter. 2014a. “Reflectance Estimation of Canopy Nitrogen Content in Winter Wheat Using Optimised Hyperspectral Spectral Indices and Partial Least Squares Regression.” European Journal of Agronomy 52 (1):198–209. doi:10.1016/j.eja.2013.09.006.
    • (2014) European Journal of Agronomy , vol.52 , Issue.1 , pp. 198-209
    • Li, F.1    Mistele, B.2    Hu, Y.3    Chen, X.4    Schmidhalter, U.5
  • 25
    • 84897941582 scopus 로고    scopus 로고
    • Optimising Three-Band Spectral Indices to Assess Aerial N Concentration, N Uptake and Aboveground Biomass of Winter Wheat Remotely in China and Germany
    • Li, F., B., Mistele, Y., Hu, X., Chen, and U., Schmidhalter. 2014b. “Optimising Three-Band Spectral Indices to Assess Aerial N Concentration, N Uptake and Aboveground Biomass of Winter Wheat Remotely in China and Germany.” Isprs Journal of Photogrammetry & Remote Sensing 92 (2):112–123. doi:10.1016/j.isprsjprs.2014.03.006.
    • (2014) Isprs Journal of Photogrammetry & Remote Sensing , vol.92 , Issue.2 , pp. 112-123
    • Li, F.1    Mistele, B.2    Hu, Y.3    Chen, X.4    Schmidhalter, U.5
  • 26
    • 84902287000 scopus 로고    scopus 로고
    • Hyperuas-Imaging Spectroscopy from a Multirotor Unmanned Aircraft System
    • Lucieer, A., Z., Malenovskýz, T., Veness, and L., Wallace. 2014. “Hyperuas-Imaging Spectroscopy from a Multirotor Unmanned Aircraft System.” Journal of Field Robotics 31 (4):571–590. doi:10.1002/rob.2014.31.issue-4.
    • (2014) Journal of Field Robotics , vol.31 , Issue.4 , pp. 571-590
    • Lucieer, A.1    Malenovskýz, Z.2    Veness, T.3    Wallace, L.4
  • 27
    • 0031660546 scopus 로고    scopus 로고
    • Photosynthetic Nitrogen-Use Efficiency of Species that Differ Inherently in Specific Leaf Area
    • Poorter, H., and J. R., Evans. 1998. “Photosynthetic Nitrogen-Use Efficiency of Species that Differ Inherently in Specific Leaf Area.” Oecologia 116 (1–2):26–37. doi:10.1007/s004420050560.
    • (1998) Oecologia , vol.116 , Issue.1-2 , pp. 26-37
    • Poorter, H.1    Evans, J.R.2
  • 28
    • 0141791697 scopus 로고    scopus 로고
    • Relationships between Forest Biochemical Concentrations and CASI Data along the Oregon Transect
    • Pu, R. L., and P., Gong. 1997. “Relationships between Forest Biochemical Concentrations and CASI Data along the Oregon Transect.” Journal of Remote Sensing 02:115–123.
    • (1997) Journal of Remote Sensing , vol.2 , pp. 115-123
    • Pu, R.L.1    Gong, P.2
  • 29
    • 36248982885 scopus 로고    scopus 로고
    • Advances in the Application and Researches of Hyperspectral Imaging Remote Sensing in China
    • Qian, L. X., and X. Q., Pan. 2004. “Advances in the Application and Researches of Hyperspectral Imaging Remote Sensing in China.” Remote Sensing for Land & Resouces 02:1–6.
    • (2004) Remote Sensing for Land & Resouces , vol.2 , pp. 1-6
    • Qian, L.X.1    Pan, X.Q.2
  • 30
    • 84861860105 scopus 로고    scopus 로고
    • Assessment of Plant Nitrogen Stress in Wheat (Triticum Aestivum L.) through Hyperspectral Indices
    • Ranjan, R., U. K., Chopra, R., Sahoo, A. K., Singh, and S., Pradhan. 2012. “Assessment of Plant Nitrogen Stress in Wheat (Triticum Aestivum L.) through Hyperspectral Indices.” International Journal of Remote Sensing 33 (20):6342–6360. doi:10.1080/01431161.2012.687473.
    • (2012) International Journal of Remote Sensing , vol.33 , Issue.20 , pp. 6342-6360
    • Ranjan, R.1    Chopra, U.K.2    Sahoo, R.3    Singh, A.K.4    Pradhan, S.5
  • 31
    • 80455143289 scopus 로고    scopus 로고
    • Unmanned Aerial Vehicle (UAV) Operated Spectral Camera System for Forest and Agriculture Applications
    • Saari H., I. Pellikka, J. Mäkynen, and O. Kai. 2011. “Unmanned Aerial Vehicle (UAV) Operated Spectral Camera System for Forest and Agriculture Applications.” Proceedings of SPIE - The International Society for Optical Engineering 8174 (1):466–471.
    • (2011) Proceedings of SPIE - The International Society for Optical Engineering , vol.8174 , Issue.1 , pp. 466-471
    • Saari, H.1
  • 32
    • 31344449225 scopus 로고    scopus 로고
    • Inversion of a Forest Reflectance Model to Estimate Structural Canopy Variables from Hyperspectral Remote Sensing Data
    • Schlerf, M., and C., Atzberger. 2006. “Inversion of a Forest Reflectance Model to Estimate Structural Canopy Variables from Hyperspectral Remote Sensing Data.” Remote Sensing of Environment 100:281–294. doi:10.1016/j.rse.2005.10.006.
    • (2006) Remote Sensing of Environment , vol.100 , pp. 281-294
    • Schlerf, M.1    Atzberger, C.2
  • 33
    • 0036330345 scopus 로고    scopus 로고
    • Relationships between Leaf Pigment Content and Spectral Reflectance across a Wide Range of Species, Leaf Structures and Developmental Stages
    • Sims, D. A., and J. A., Gamon. 2002. “Relationships between Leaf Pigment Content and Spectral Reflectance across a Wide Range of Species, Leaf Structures and Developmental Stages.” Remote Sensing of Environment 81 (2–3):337–354. doi:10.1016/S0034-4257(02)00010-X.
    • (2002) Remote Sensing of Environment , vol.81 , Issue.2-3 , pp. 337-354
    • Sims, D.A.1    Gamon, J.A.2
  • 34
    • 70350583466 scopus 로고    scopus 로고
    • Monitoring Canopy Chlorophyii Density in Seedings of Winter Wheat Using Imaging Spectrometer
    • Tan, H.-Z., S.-K., Li, K.-R., Wang, R.-Z. Xie, S.-J. Gao, B. Ming, Q. Yu, J.-C. Lai, G.-Q. Liu, and Q.-X. Tang. 2008. “Monitoring Canopy Chlorophyii Density in Seedings of Winter Wheat Using Imaging Spectrometer.” ACTA Agronomicasinica 34 (10):1812–1817.
    • (2008) ACTA Agronomicasinica , vol.34 , Issue.10 , pp. 1812-1817
    • Tan, H.-Z.1    Li, S.-K.2    Wang, K.-R.3
  • 35
    • 0033970477 scopus 로고    scopus 로고
    • Hyperspectral Vegetation Indices and Theirrelationshipswith Agricultural Crop Characteristics
    • Thenkaba, P. S., R. B., Smith, and E., Pauw. 2000. “Hyperspectral Vegetation Indices and Theirrelationshipswith Agricultural Crop Characteristics.” Remote Sensing of Environment 71:158–182. doi:10.1016/S0034-4257(99)00067-X.
    • (2000) Remote Sensing of Environment , vol.71 , pp. 158-182
    • Thenkaba, P.S.1    Smith, R.B.2    Pauw, E.3
  • 37
    • 84885900114 scopus 로고    scopus 로고
    • Progress in Inversion of Vegetation Nitrogen Concentration by Hyperspectral Remote Sensing
    • Wang, L., and Y., Wei. 2013. “Progress in Inversion of Vegetation Nitrogen Concentration by Hyperspectral Remote Sensing.” Spectroscopy and Spectral Analysis 33 (10):2823–2827.
    • (2013) Spectroscopy and Spectral Analysis , vol.33 , Issue.10 , pp. 2823-2827
    • Wang, L.1    Wei, Y.2
  • 39
    • 0028980520 scopus 로고
    • Predicting Nitrogen and Chlorophyll Content and Concentrations from Reflectance Spectra (400–2500 Nm) at Leaf and Canopy Scales
    • Yoder, B. J., and R. E., Pettigrew. 1995. “Predicting Nitrogen and Chlorophyll Content and Concentrations from Reflectance Spectra (400–2500 Nm) at Leaf and Canopy Scales.” Remote Sensing of Environment 53:199–211. doi:10.1016/0034-4257(95)00135-N.
    • (1995) Remote Sensing of Environment , vol.53 , pp. 199-211
    • Yoder, B.J.1    Pettigrew, R.E.2
  • 40
    • 84855428733 scopus 로고    scopus 로고
    • Fluorescence, Temperature and Narrow -Band Indices Acquired from a UAV Platform for Water Stress Detection Using a Micro-Hyperspectral Imager and a Thermal Camera[J]
    • Zarco-Tejada, P. J., V., González-Dugo, and J. A. J., Berni. 2012. “Fluorescence, Temperature and Narrow -Band Indices Acquired from a UAV Platform for Water Stress Detection Using a Micro-Hyperspectral Imager and a Thermal Camera[J].” Remote Sensing of Environment 117:322–337. doi:10.1016/j.rse.2011.10.007.
    • (2012) Remote Sensing of Environment , vol.117 , pp. 322-337
    • Zarco-Tejada, P.J.1    González-Dugo, V.2    Berni, J.A.J.3
  • 41
    • 84876091324 scopus 로고    scopus 로고
    • Response of Winter Wheat Spectral Reflectance to Leaf Chlorophyll, Total Nitrogen of Above Ground
    • Zhang, J. H., and J. B., Zhang. 2008. “Response of Winter Wheat Spectral Reflectance to Leaf Chlorophyll, Total Nitrogen of Above Ground.” Chinese Journal of Soil Science 39 (3):586–592.
    • (2008) Chinese Journal of Soil Science , vol.39 , Issue.3 , pp. 586-592
    • Zhang, J.H.1    Zhang, J.B.2
  • 42
    • 70449563338 scopus 로고    scopus 로고
    • Study on UAV Remote Sensing Image Acquiring and Visualization Management System for the Area Affected by 5.12 Wenchuan Earthquake
    • Zhou, J. P., and J. H., Gong. 2008. “Study on UAV Remote Sensing Image Acquiring and Visualization Management System for the Area Affected by 5.12 Wenchuan Earthquake.” Journal of Remote Sensing 12 (6):877–883.
    • (2008) Journal of Remote Sensing , vol.12 , Issue.6 , pp. 877-883
    • Zhou, J.P.1    Gong, J.H.2


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