메뉴 건너뛰기




Volumn 9, Issue , 2018, Pages

Combining unmanned aerial vehicle (UAV)-based multispectral imagery and ground-based hyperspectral data for plant nitrogen concentration estimation in rice

Author keywords

Ground hyperspectral data; Multispectral imagery; Pnc; Rice; Texture index; UAV; Vegetation index

Indexed keywords


EID: 85050797200     PISSN: None     EISSN: 1664462X     Source Type: Journal    
DOI: 10.3389/fpls.2018.00936     Document Type: Article
Times cited : (88)

References (61)
  • 1
    • 84994246729 scopus 로고    scopus 로고
    • Estimation of nitrogen fertilizer requirement for rice crop using critical nitrogen dilution curve
    • Ata-Ul-Karim, S. T., Liu, X., Lu, Z., Zheng, H., Cao, W., and Zhu, Y. (2017). Estimation of nitrogen fertilizer requirement for rice crop using critical nitrogen dilution curve. Field Crops Res. 201, 32–40. doi: 10.1016/j.fcr.2016.10.009
    • (2017) Field Crops Res , vol.201 , pp. 32-40
    • Ata-Ul-Karim, S.T.1    Liu, X.2    Lu, Z.3    Zheng, H.4    Cao, W.5    Zhu, Y.6
  • 2
    • 84939454114 scopus 로고    scopus 로고
    • Combining UAV-based plant height fromcrop surface models, visible, and near infrared vegetation indices for biomass monitoring in barley
    • Bendig, J., Yu, K., Aasen, H., Bolten, A., Bennertz, S., Broscheit, J., et al. (2015). Combining UAV-based plant height fromcrop surface models, visible, and near infrared vegetation indices for biomass monitoring in barley. Int. J. Appl. Earth Obs. Geoinform. 39, 79–87. doi: 10.1016/j.jag.2015.02.012
    • (2015) Int. J. Appl. Earth Obs. Geoinform. , vol.39 , pp. 79-87
    • Bendig, J.1    Yu, K.2    Aasen, H.3    Bolten, A.4    Bennertz, S.5    Broscheit, J.6
  • 3
    • 0000623388 scopus 로고
    • Nitrogen-Total
    • A. L. Page, R. H. Miller, and D.R. Keeney (Madison, WI: American Society of Agronomy)
    • Bremner, J. M., and Mulvaney, C. S. (1982). “Nitrogen-Total,” in Methods of Soil Analysis, Part 2. eds A. L. Page, R. H. Miller, and D.R. Keeney (Madison, WI: American Society of Agronomy), 595–624.
    • (1982) Methods of Soil Analysis , pp. 595-624
    • Bremner, J.M.1    Mulvaney, C.S.2
  • 4
    • 84939183435 scopus 로고    scopus 로고
    • Improving in-season estimation of rice yield potential and responsiveness to topdressing nitrogen application with Crop Circle active crop canopy sensor
    • Cao, Q., Miao, Y., Shen, J., Yu, W., Yuan, F., Cheng, S., et al. (2016). Improving in-season estimation of rice yield potential and responsiveness to topdressing nitrogen application with Crop Circle active crop canopy sensor. Precision Agric. 17, 136–154. doi: 10.1007/s11119-015-9412-y
    • (2016) Precision Agric , vol.17 , pp. 136-154
    • Cao, Q.1    Miao, Y.2    Shen, J.3    Yu, W.4    Yuan, F.5    Cheng, S.6
  • 5
    • 84887817288 scopus 로고    scopus 로고
    • Non-destructive estimation of rice plant nitrogen status with Crop Circle multispectral active canopy sensor
    • Cao, Q., Miao, Y., Wang, H., Huang, S., Cheng, S., Khosla, R., et al. (2013). Non-destructive estimation of rice plant nitrogen status with Crop Circle multispectral active canopy sensor. Field Crops Res. 154, 133–144. doi: 10.1016/j.fcr.2013.08.005
    • (2013) Field Crops Res , vol.154 , pp. 133-144
    • Cao, Q.1    Miao, Y.2    Wang, H.3    Huang, S.4    Cheng, S.5    Khosla, R.6
  • 6
    • 10844226641 scopus 로고    scopus 로고
    • The MERIS terrestrial chlorophyll index
    • Dash, J., and Curran, P. J. (2004). The MERIS terrestrial chlorophyll index. Int. J. Remote Sens. 25, 5403–5413. doi: 10.1080/0143116042000274015
    • (2004) Int. J. Remote Sens. , vol.25 , pp. 5403-5413
    • Dash, J.1    Curran, P.J.2
  • 7
    • 0037244288 scopus 로고    scopus 로고
    • Texture-based characterization of urban environments on satellite SAR images
    • Dell’Acqua, F., and Gamba, P. (2003). Texture-based characterization of urban environments on satellite SAR images. IEEE Trans. Geosci. Remote Sens. 41, 153–159. doi: 10.1109/TGRS.2002.807754
    • (2003) IEEE Trans. Geosci. Remote Sens. , vol.41 , pp. 153-159
    • Dell’Acqua, F.1    Gamba, P.2
  • 8
    • 85019439202 scopus 로고    scopus 로고
    • Effect of application stage of panicle fertilizer on rice grain yield and the utilization of nitrogen
    • Ding, Y.-F., Zhao, C.-H., and Wang, Q.-S. (2003). Effect of application stage of panicle fertilizer on rice grain yield and the utilization of nitrogen. J. Nanjing Agric. Univ. 26, 5–8.
    • (2003) J. Nanjing Agric. Univ. , vol.26 , pp. 5-8
    • Ding, Y.-F.1    Zhao, C.-H.2    Wang, Q.-S.3
  • 9
    • 84861313046 scopus 로고    scopus 로고
    • Improved forest biomass and carbon estimations using texture measures from WorldView-2 satellite data
    • Eckert, S. (2012). Improved forest biomass and carbon estimations using texture measures from WorldView-2 satellite data. Remote Sens. 4, 810–829. doi: 10.3390/rs4040810
    • (2012) Remote Sens , vol.4 , pp. 810-829
    • Eckert, S.1
  • 10
    • 84894037546 scopus 로고    scopus 로고
    • Measuring leaf nitrogen concentration in winter wheat using double-peak spectral reflection remote sensing data
    • Feng, W., Guo, B. B., Wang, Z. J., He, L., Song, X., Wang, Y. H., et al. (2014). Measuring leaf nitrogen concentration in winter wheat using double-peak spectral reflection remote sensing data. Field Crops Res. 159, 43–52. doi: 10.1016/j.fcr.2014.01.010
    • (2014) Field Crops Res , vol.159 , pp. 43-52
    • Feng, W.1    Guo, B.B.2    Wang, Z.J.3    He, L.4    Song, X.5    Wang, Y.H.6
  • 11
    • 0028813962 scopus 로고
    • Evaluating wheat nitrogen status with canopy reflectance indices and discriminant analysis
    • Filella, I., Serrano, L., Serra, J., and Penuelas, J. (1995). Evaluating wheat nitrogen status with canopy reflectance indices and discriminant analysis. Crop Sci. 35, 1400–1405. doi: 10.2135/cropsci1995.0011183X003500050023x
    • (1995) Crop Sci , vol.35 , pp. 1400-1405
    • Filella, I.1    Serrano, L.2    Serra, J.3    Penuelas, J.4
  • 14
    • 0037356853 scopus 로고    scopus 로고
    • Relationships between leaf chlorophyll content and spectral reflectance and algorithms for non-destructive chlorophyll assessment in higher plant leaves
    • Gitelson, A. A., Gritz, Y., and Merzlyak, M. N. (2003b). Relationships between leaf chlorophyll content and spectral reflectance and algorithms for non-destructive chlorophyll assessment in higher plant leaves. J. Plant Physiol. 160, 271–282. doi: 10.1078/0176-1617-00887
    • (2003) J. Plant Physiol. , vol.160 , pp. 271-282
    • Gitelson, A.A.1    Gritz, Y.2    Merzlyak, M.N.3
  • 15
    • 84888199590 scopus 로고    scopus 로고
    • Hyperspectral canopy sensing of paddy rice aboveground biomass at different growth stages
    • Gnyp, M. L., Miao, Y., Yuan, F., Ustin, S. L., Yu, K., Yao, Y., et al. (2014). Hyperspectral canopy sensing of paddy rice aboveground biomass at different growth stages. Field Crops Res. 155, 42–55. doi: 10.1016/j.fcr. 2013.09.023
    • (2014) Field Crops Res. , vol.155 , pp. 42-55
    • Gnyp, M.L.1    Miao, Y.2    Yuan, F.3    Ustin, S.L.4    Yu, K.5    Yao, Y.6
  • 16
    • 0036323544 scopus 로고    scopus 로고
    • Integrated narrow-band vegetation indices for prediction of crop chlorophyll content for application to precision agriculture
    • Haboudane, D., Miller, J. R., Tremblay, N., Zarco-Tejada, P. J., and Dextraze, L. (2002). Integrated narrow-band vegetation indices for prediction of crop chlorophyll content for application to precision agriculture. Remote Sens. Environ. 81, 416–426. doi: 10.1016/S0034-4257(02) 00018-4
    • (2002) Remote Sens. Environ. , vol.81 , pp. 416-426
    • Haboudane, D.1    Miller, J.R.2    Tremblay, N.3    Zarco-Tejada, P.J.4    Dextraze, L.5
  • 17
    • 44449085273 scopus 로고    scopus 로고
    • Application of spectral remote sensing for agronomic decisions
    • Hatfield, J., Gitelson, A. A., Schepers, J. S., and Walthall, C. (2008). Application of spectral remote sensing for agronomic decisions. Agron. J. 100, 117–131. doi: 10.2134/agronj2006.0370c
    • (2008) Agron. J. , vol.100 , pp. 117-131
    • Hatfield, J.1    Gitelson, A.A.2    Schepers, J.S.3    Walthall, C.4
  • 18
    • 0141792270 scopus 로고    scopus 로고
    • Reflectance measurement of canopy biomass and nitrogen status in wheat crops using normalized difference vegetation indices and partial least squares regression
    • Hansen, P. M., and Schjoerring, J. K. (2003). Reflectance measurement of canopy biomass and nitrogen status in wheat crops using normalized difference vegetation indices and partial least squares regression. Remote Sens. Environ. 86, 542–553. doi: 10.1016/S0034-4257(03)00131-7
    • (2003) Remote Sens. Environ. , vol.86 , pp. 542-553
    • Hansen, P.M.1    Schjoerring, J.K.2
  • 20
    • 0022268748 scopus 로고
    • Spectral response of a plant canopy with different soil backgrounds
    • Huete, A. R., Jackson, R. D., and Post, D. F. (1985). Spectral response of a plant canopy with different soil backgrounds. Remote Sens. Environ. 17, 37–53. doi: 10.1016/0034-4257(85)90111-7
    • (1985) Remote Sens. Environ. , vol.17 , pp. 37-53
    • Huete, A.R.1    Jackson, R.D.2    Post, D.F.3
  • 21
    • 24044504080 scopus 로고    scopus 로고
    • Evaluation of digital photography from model aircraft for remote sensing of crop biomass and nitrogen status
    • Hunt, E. R., Cavigelli, M., Cst, D., Mcmurtrey, J. I., and Walthall, C. L. (2005). Evaluation of digital photography from model aircraft for remote sensing of crop biomass and nitrogen status. Precision Agric. 6, 359–378. doi: 10.1007/s11119-005-2324-5
    • (2005) Precision Agric , vol.6 , pp. 359-378
    • Hunt, E.R.1    Cavigelli, M.2    Cst, D.3    McMurtrey, J.I.4    Walthall, C.L.5
  • 22
    • 84866038390 scopus 로고    scopus 로고
    • Diagnostic mapping of canopy nitrogen content in rice based on hyperspectral measurements
    • Inoue, Y., Sakaiya, E., Zhu, Y., and Takahashi, W. (2012). Diagnostic mapping of canopy nitrogen content in rice based on hyperspectral measurements. Remote Sens. Environ. 126, 210–221. doi: 10.1016/j.rse.2012.08.026
    • (2012) Remote Sens. Environ. , vol.126 , pp. 210-221
    • Inoue, Y.1    Sakaiya, E.2    Zhu, Y.3    Takahashi, W.4
  • 23
    • 84950153610 scopus 로고    scopus 로고
    • Estimation of maize residue cover using Landsat-8 OLI image spectral information and textural features
    • Jin, X., Ma, J., Wen, Z., and Song, K. (2015). Estimation of maize residue cover using Landsat-8 OLI image spectral information and textural features. Remote Sens. 7, 14559–14575. doi: 10.3390/rs71114559
    • (2015) Remote Sens , vol.7 , pp. 14559-14575
    • Jin, X.1    Ma, J.2    Wen, Z.3    Song, K.4
  • 24
    • 33646390388 scopus 로고    scopus 로고
    • Nitrogen balance and groundwater nitrate contamination: Comparison among three intensive cropping systems on the North China Plain
    • Ju, X. T., Kou, C. L., Zhang, F S., and Christie, P. (2006). Nitrogen balance and groundwater nitrate contamination: comparison among three intensive cropping systems on the North China Plain. Environ. Pollut. 143, 117–125. doi: 10.1016/j.envpol.2005.11.005
    • (2006) Environ. Pollut. , vol.143 , pp. 117-125
    • Ju, X.T.1    Kou, C.L.2    Zhang, F.S.3    Christie, P.4
  • 25
    • 84904490457 scopus 로고    scopus 로고
    • Estimates of aboveground biomass from texture analysis of Landsat imagery
    • Kelsey, K., and Neff, J. (2014). Estimates of aboveground biomass from texture analysis of Landsat imagery. Remote Sens. 6, 6407–6422. doi: 10.3390/rs6076407
    • (2014) Remote Sens , vol.6 , pp. 6407-6422
    • Kelsey, K.1    Neff, J.2
  • 26
    • 61349099437 scopus 로고    scopus 로고
    • Texture and scale in object-based analysis of subdecimeter resolution Unmanned Aerial Vehicle (UAV) imagery
    • Laliberte, A. S., and Rango, A. (2009). Texture and scale in object-based analysis of subdecimeter resolution Unmanned Aerial Vehicle (UAV) imagery. IEEE Trans. Geosci. Remote Sens. 47, 761–770. doi: 10.1109/TGRS.2008.2009355
    • (2009) IEEE Trans. Geosci. Remote Sens. , vol.47 , pp. 761-770
    • Laliberte, A.S.1    Rango, A.2
  • 27
    • 84866044645 scopus 로고    scopus 로고
    • A light-weight multi-spectral aerial imaging systemfor nitrogen crop monitoring
    • Lebourgeois, V., Bégué, A., Labbé, S., Houlès, M., and Martiné, J. F. (2012). A light-weight multi-spectral aerial imaging systemfor nitrogen crop monitoring. Precision Agric. 13, 525–541. doi: 10.1007/s11119-012-9262-9
    • (2012) Precision Agric , vol.13 , pp. 525-541
    • Lebourgeois, V.1    Bégué, A.2    Labbé, S.3    Houlès, M.4    Martiné, J.F.5
  • 28
    • 41149104782 scopus 로고    scopus 로고
    • Diagnosis tool for plant and crop Nstatus in vegetative stage: Theory and practices for crop Nmanagement
    • Lemaire, G., Jeuffroy, M.-H., and Gastal, F. (2008). Diagnosis tool for plant and crop Nstatus in vegetative stage: theory and practices for crop Nmanagement. Eur. J. Agron. 28, 614–624. doi: 10.1016/j.eja.2008.01.005
    • (2008) Eur. J. Agron. , vol.28 , pp. 614-624
    • Lemaire, G.1    Jeuffroy, M.-H.2    Gastal, F.3
  • 29
    • 78751497737 scopus 로고    scopus 로고
    • Estimating winter wheat biomass and nitrogen status using an active crop sensor
    • Li, F., Miao, Y., Chen, X., Zhang, H., Jia, L., and Bareth, G. (2010a). Estimating winter wheat biomass and nitrogen status using an active crop sensor. Intell. Autom. Soft Computi. 16, 1221–1230.
    • (2010) Intell. Autom. Soft Computi. , vol.16 , pp. 1221-1230
    • Li, F.1    Miao, Y.2    Chen, X.3    Zhang, H.4    Jia, L.5    Bareth, G.6
  • 30
    • 77954145922 scopus 로고    scopus 로고
    • Evaluating hyperspectral vegetation indices for estimating nitrogen concentration of winter wheat at different growth stages
    • Li, F., Miao, Y., Hennig, S. D., Gnyp, M. L., Chen, X., Jia, L., et al. (2010b). Evaluating hyperspectral vegetation indices for estimating nitrogen concentration of winter wheat at different growth stages. Precision Agric. 11, 335–357. doi: 10.1007/s11119-010-9165-6
    • (2010) Precision Agric , vol.11 , pp. 335-357
    • Li, F.1    Miao, Y.2    Hennig, S.D.3    Gnyp, M.L.4    Chen, X.5    Jia, L.6
  • 31
    • 33847318760 scopus 로고    scopus 로고
    • Increased nitrogen use efficiencies as a key mitigationalternative to reduce nitrate leaching innorth china plain
    • Li, X., Hu, C., Delgado, J. A., Zhang, Y., and Ouyang, Z. (2007). Increased nitrogen use efficiencies as a key mitigationalternative to reduce nitrate leaching innorth china plain. Agric. Water Manag. 89, 137–147. doi: 10.1016/j.agwat.2006.12.012
    • (2007) Agric. Water Manag. , vol.89 , pp. 137-147
    • Li, X.1    Hu, C.2    Delgado, J.A.3    Zhang, Y.4    Ouyang, Z.5
  • 32
    • 84994829884 scopus 로고    scopus 로고
    • Quantitative modelling for leaf nitrogen content of winter wheat using UAV-based hyperspectral data
    • Liu, H., Zhu, H., and Wang, P. (2017). Quantitative modelling for leaf nitrogen content of winter wheat using UAV-based hyperspectral data. Int. J. Remote Sens. 38, 2117–2134. doi: 10.1080/01431161.2016.1253899
    • (2017) Int. J. Remote Sens. , vol.38 , pp. 2117-2134
    • Liu, H.1    Zhu, H.2    Wang, P.3
  • 33
    • 22744458580 scopus 로고    scopus 로고
    • Aboveground biomass estimation using Landsat TM data in the Brazilian Amazon
    • Lu, D. (2005). Aboveground biomass estimation using Landsat TM data in the Brazilian Amazon. Int. J. Remote Sens. 26, 2509–2525. doi: 10.1080/01431160500142145
    • (2005) Int. J. Remote Sens. , vol.26 , pp. 2509-2525
    • Lu, D.1
  • 34
    • 33044489660 scopus 로고    scopus 로고
    • Exploring TMimage texture and its relationships with biomass estimation in Rondônia, Brazilian Amazon
    • Lu, D., and Batistella, M. (2005). Exploring TMimage texture and its relationships with biomass estimation in Rondônia, Brazilian Amazon. Acta Amazon. 35, 249–257. doi: 10.1590/S0044-59672005000200015
    • (2005) Acta Amazon , vol.35 , pp. 249-257
    • Lu, D.1    Batistella, M.2
  • 35
    • 77950368692 scopus 로고    scopus 로고
    • Texture-based classification of sub-Antarctic vegetation communities on Heard Island
    • Murray, H., Lucieer, A., and Williams, R. (2010). Texture-based classification of sub-Antarctic vegetation communities on Heard Island. Int. J. Appl. Earth Obs. Geoinform. 12, 138–149. doi: 10.1016/j.jag.2010.01.006
    • (2010) Int. J. Appl. Earth Obs. Geoinform. , vol.12 , pp. 138-149
    • Murray, H.1    Lucieer, A.2    Williams, R.3
  • 36
    • 0141791749 scopus 로고    scopus 로고
    • Remote sensing image texture analysis and fractal assessment
    • Ning, S. (1998). Remote sensing image texture analysis and fractal assessment. J. Wuhan Techn. Univ. Surv. Mapp. 4, 370–373.
    • (1998) J. Wuhan Techn. Univ. Surv. Mapp. , vol.4 , pp. 370-373
    • Ning, S.1
  • 37
    • 0028431034 scopus 로고
    • Reflectance indices associated with physiological changes in nitrogen-and water-limited sunflower leaves
    • Peñuelas, J., Gamon, J. A., Fredeen, A. L., Merino, J., and Field, C. B. (1994). Reflectance indices associated with physiological changes in nitrogen-and water-limited sunflower leaves. Remote Sens. Environ. 47, 135–146. doi: 10.1016/0034-4257(94)90136-8
    • (1994) Remote Sens. Environ. , vol.47 , pp. 135-146
    • Peñuelas, J.1    Gamon, J.A.2    Fredeen, A.L.3    Merino, J.4    Field, C.B.5
  • 38
    • 0037051951 scopus 로고    scopus 로고
    • Application of multiscale texture in classifying JERS-1 radar data over tropical vegetation
    • Podest, E., and Saatchi, S. (2002). Application of multiscale texture in classifying JERS-1 radar data over tropical vegetation. Int. J. Remote Sens. 23, 1487–1506. doi: 10.1080/01431160110093000
    • (2002) Int. J. Remote Sens. , vol.23 , pp. 1487-1506
    • Podest, E.1    Saatchi, S.2
  • 39
    • 33750077576 scopus 로고    scopus 로고
    • A linear model to predict with a multi-spectral radiometer the amount of nitrogen in winter wheat
    • Reyniers, M., Walvoort, D. J., and De Baardemaaker, J. (2006). A linear model to predict with a multi-spectral radiometer the amount of nitrogen in winter wheat. Int. J. Remote Sens. 27, 4159–4179. doi: 10.1080/01431160600791650
    • (2006) Int. J. Remote Sens. , vol.27 , pp. 4159-4179
    • Reyniers, M.1    Walvoort, D.J.2    de Baardemaaker, J.3
  • 40
    • 0029751226 scopus 로고    scopus 로고
    • Optimization of soil-adjusted vegetation indices
    • Rondeaux, G., Steven, M., and Baret, F. (1996). Optimization of soil-adjusted vegetation indices. Remote Sens. Environ. 55, 95–107. doi: 10.1016/0034-4257(95)00186-7
    • (1996) Remote Sens. Environ. , vol.55 , pp. 95-107
    • Rondeaux, G.1    Steven, M.2    Baret, F.3
  • 42
    • 79960729748 scopus 로고    scopus 로고
    • Improved forest biomass estimates using ALOS AVNIR-2 texture indices
    • Sarker, L. R., and Nichol, J. E. (2011). Improved forest biomass estimates using ALOS AVNIR-2 texture indices. Remote Sens. Environ. 115, 968–977. doi: 10.1016/j.rse.2010.11.010
    • (2011) Remote Sens. Environ. , vol.115 , pp. 968-977
    • Sarker, L.R.1    Nichol, J.E.2
  • 43
    • 85018465528 scopus 로고    scopus 로고
    • Monitoring agronomic parameters of winter wheat crops with low-cost UAVimagery
    • Schirrmann, M., Giebel, A., Gleiniger, F., Pflanz, M., Lentschke, J., and Dammer, K.-H. (2016). Monitoring agronomic parameters of winter wheat crops with low-cost UAVimagery. Remote Sens. 8:706. doi: 10.3390/rs8090706
    • (2016) Remote Sens , vol.8 , pp. 706
    • Schirrmann, M.1    Giebel, A.2    Gleiniger, F.3    Pflanz, M.4    Lentschke, J.5    Dammer, K.-H.6
  • 44
    • 0032732676 scopus 로고    scopus 로고
    • The use of the empirical line method to calibrate remotely sensed data to reflectance
    • Smith, G. M., and Milton, E. J. (1999). The use of the empirical line method to calibrate remotely sensed data to reflectance. In. J. Remote Sens. 20, 2653–2662. doi: 10.1080/014311699211994
    • (1999) In. J. Remote Sens. , vol.20 , pp. 2653-2662
    • Smith, G.M.1    Milton, E.J.2
  • 45
    • 58349105791 scopus 로고    scopus 로고
    • Plant nitrogen concentration in paddy rice from field canopy hyperspectral radiometry
    • Stroppiana, D., Boschetti, M., Brivio, P. A., and Bocchi, S. (2009). Plant nitrogen concentration in paddy rice from field canopy hyperspectral radiometry. Field Crops Res. 111, 119–129. doi: 10.1016/j.fcr.2008.11.004
    • (2009) Field Crops Res , vol.111 , pp. 119-129
    • Stroppiana, D.1    Boschetti, M.2    Brivio, P.A.3    Bocchi, S.4
  • 46
    • 85029361756 scopus 로고    scopus 로고
    • Estimating rice leaf nitrogen concentration: Influence of regression algorithms based on passive and active leaf reflectance
    • Sun, J., Yang, J., Shi, S., Chen, B., Du, L., Gong, W., et al. (2017). Estimating rice leaf nitrogen concentration: influence of regression algorithms based on passive and active leaf reflectance. Remote Sens. 9: 951. doi: 10.3390/rs9090951
    • (2017) Remote Sens , vol.9 , pp. 951
    • Sun, J.1    Yang, J.2    Shi, S.3    Chen, B.4    Du, L.5    Gong, W.6
  • 47
    • 37349122474 scopus 로고    scopus 로고
    • Nitrogen contents of rice panicle and paddy by hyperspectral remote sensing
    • Tang, Y. L., Huang, J. F., Cai, S. H., and Wang, R. C. (2007). Nitrogen contents of rice panicle and paddy by hyperspectral remote sensing. Pak. J. Biol. Sci. 10, 4420–4425. doi: 10.3923/pjbs.2007.4420.4425
    • (2007) Pak. J. Biol. Sci. , vol.10 , pp. 4420-4425
    • Tang, Y.L.1    Huang, J.F.2    Cai, S.H.3    Wang, R.C.4
  • 48
    • 0034530301 scopus 로고    scopus 로고
    • Reflectance indices with precision and accuracy in predicting cotton leaf nitrogen concentration
    • Tarpley, L., Reddy, K. R., and Sassenrath-Cole, G. F. (2000). Reflectance indices with precision and accuracy in predicting cotton leaf nitrogen concentration. Crop Sci. 40, 1814–1819. doi: 10.2135/cropsci2000. 4061814x
    • (2000) Crop Sci , vol.40 , pp. 1814-1819
    • Tarpley, L.1    Reddy, K.R.2    Sassenrath-Cole, G.F.3
  • 49
    • 85027931921 scopus 로고    scopus 로고
    • Comparison of different hyperspectral vegetation indices for estimating canopy leaf nitrogen accumulation in rice
    • Tian, Y. C., Gu, K. J., Chu, X., Yao, X., Cao, W. X., and Zhu, Y. (2013). Comparison of different hyperspectral vegetation indices for estimating canopy leaf nitrogen accumulation in rice. Plant Soil 376, 193–209. doi: 10.1007/s11104-013-1937-0
    • (2013) Plant Soil , vol.376 , pp. 193-209
    • Tian, Y.C.1    Gu, K.J.2    Chu, X.3    Yao, X.4    Cao, W.X.5    Zhu, Y.6
  • 50
    • 78650175444 scopus 로고    scopus 로고
    • Assessing newly developed and published vegetation indices for estimating rice leaf nitrogenconcentrationwithground-andspace-basedhyperspectral reflectance
    • Tian, Y., Yao, X., Yang, J., Cao, W., Hannaway, D., and Zhu, Y. (2011). Assessing newly developed and published vegetation indices for estimating rice leaf nitrogenconcentrationwithground-andspace-basedhyperspectral reflectance. Field Crops Res. 120, 299–310. doi: 10.1016/j.fcr.2010.11.002
    • (2011) Field Crops Res , vol.120 , pp. 299-310
    • Tian, Y.1    Yao, X.2    Yang, J.3    Cao, W.4    Hannaway, D.5    Zhu, Y.6
  • 51
    • 84942540720 scopus 로고    scopus 로고
    • Fusion of plant height and vegetation indices for the estimation of barley biomass
    • Tilly, N., Aasen, H., and Bareth, G. (2015). Fusion of plant height and vegetation indices for the estimation of barley biomass. Remote Sens. 7, 11449–11480. doi: 10.3390/rs70911449
    • (2015) Remote Sens , vol.7 , pp. 11449-11480
    • Tilly, N.1    Aasen, H.2    Bareth, G.3
  • 52
    • 0018465733 scopus 로고
    • Red and photographic infrared linear combinations for monitoring vegetation
    • Tucker, C. J. (1979). Red and photographic infrared linear combinations for monitoring vegetation. Remote Sens. Environ. 8, 127–150. doi: 10.1016/0034-4257(79)90013-0
    • (1979) Remote Sens. Environ. , vol.8 , pp. 127-150
    • Tucker, C.J.1
  • 53
    • 85013006954 scopus 로고    scopus 로고
    • Remote sensing of plant trait responses to field-based plant-soil feedback using UAV-based optical sensors
    • Van Der Meij, B., Kooistra, L., Suomalainen, J., Barel, J. M., and De Deyn, G. B. (2017). Remote sensing of plant trait responses to field-based plant-soil feedback using UAV-based optical sensors. Biogeosciences 14, 733-749 doi: 10.5194/bg-14-733-2017
    • (2017) Biogeosciences , vol.14 , pp. 733-749
    • van Der Meij, B.1    Kooistra, L.2    Suomalainen, J.3    Barel, J.M.4    de Deyn, G.B.5
  • 54
    • 84862826924 scopus 로고    scopus 로고
    • Estimating leaf nitrogen concentration with three-band vegetation indices in rice and wheat
    • Wang, W., Yao, X., Yao, X., Tian, Y., Liu, X., Ni, J., et al. (2012). Estimating leaf nitrogen concentration with three-band vegetation indices in rice and wheat. Field Crops Res. 129, 90–98. doi: 10.1016/j.fcr.2012.01.014
    • (2012) Field Crops Res , vol.129 , pp. 90-98
    • Wang, W.1    Yao, X.2    Yao, X.3    Tian, Y.4    Liu, X.5    Ni, J.6
  • 55
    • 0032035915 scopus 로고    scopus 로고
    • Aerial image texture information in the estimation of northern deciduous and mixed wood forest leaf area index (LAI)
    • Wulder, M. A., Ledrew, E. F., Franklin, S. E., and Lavigne, M. B. (1998). Aerial image texture information in the estimation of northern deciduous and mixed wood forest leaf area index (LAI). Remote Sens. Environ. 64, 64–76. doi: 10.1016/S0034-4257(97)00169-7
    • (1998) Remote Sens. Environ. , vol.64 , pp. 64-76
    • Wulder, M.A.1    Ledrew, E.F.2    Franklin, S.E.3    Lavigne, M.B.4
  • 56
    • 85026443520 scopus 로고    scopus 로고
    • Unmanned aerial vehicle remote sensing for field-based crop phenotyping: Current status and perspectives
    • Yang, G., Liu, J., Zhao, C., Li, Z., Huang, Y., Yu, H., et al. (2017). Unmanned aerial vehicle remote sensing for field-based crop phenotyping: current status and perspectives. Front. Plant Sci. 8:1111. doi: 10.3389/fpls.2017.01111
    • (2017) Front. Plant Sci. , vol.8
    • Yang, G.1    Liu, J.2    Zhao, C.3    Li, Z.4    Huang, Y.5    Yu, H.6
  • 57
    • 84950161593 scopus 로고    scopus 로고
    • Evaluation of six algorithms to monitor wheat leaf nitrogen concentration
    • Yao, X., Huang, Y., Shang, G., Zhou, C., Cheng, T., Tian, Y., et al. (2015). Evaluation of six algorithms to monitor wheat leaf nitrogen concentration. Remote Sens. 7, 14939–14966. doi: 10.3390/rs71114939
    • (2015) Remote Sens , vol.7 , pp. 14939-14966
    • Yao, X.1    Huang, Y.2    Shang, G.3    Zhou, C.4    Cheng, T.5    Tian, Y.6
  • 58
    • 84874562558 scopus 로고    scopus 로고
    • Remotely detecting canopy nitrogen concentration and uptake of paddy rice in the Northeast China Plain
    • Yu, K., Li, F., Gnyp, M. L., Miao, Y., Bareth, G., and Chen, X. (2013). Remotely detecting canopy nitrogen concentration and uptake of paddy rice in the Northeast China Plain. ISPRS J. Photogr. Remote Sens. 78, 102–115. doi: 10.1016/j.isprsjprs.2013.01.008
    • (2013) ISPRS J. Photogr. Remote Sens. , vol.78 , pp. 102-115
    • Yu, K.1    Li, F.2    Gnyp, M.L.3    Miao, Y.4    Bareth, G.5    Chen, X.6
  • 59
    • 84946821742 scopus 로고    scopus 로고
    • Rapid and nondestructive estimation of the nitrogen nutrition index in winter barley using chlorophyll measurements
    • Zhao, B., Liu, Z., Ata-Ul-Karim, S. T., Xiao, J., Liu, Z., Qi, A., et al. (2016). Rapid and nondestructive estimation of the nitrogen nutrition index in winter barley using chlorophyll measurements. Field Crops Res. 185, 59–68. doi: 10.1016/j.fcr.2015.10.021
    • (2016) Field Crops Res , vol.185 , pp. 59-68
    • Zhao, B.1    Liu, Z.2    Ata-Ul-Karim, S.T.3    Xiao, J.4    Liu, Z.5    Qi, A.6
  • 60
    • 85021090732 scopus 로고    scopus 로고
    • Predicting grain yield in rice using multi-temporal vegetation indices from UAV-based multispectral and digital imagery
    • Zhou, X., Zheng, H. B., Xu, X. Q., He, J. Y., Ge, X. K., Yao, X., et al. (2017). Predicting grain yield in rice using multi-temporal vegetation indices from UAV-based multispectral and digital imagery. ISPRS J. Photogr. Remote Sens. 130, 246–255. doi: 10.1016/j.isprsjprs.2017.05.003
    • (2017) ISPRS J. Photogr. Remote Sens. , vol.130 , pp. 246-255
    • Zhou, X.1    Zheng, H.B.2    Xu, X.Q.3    He, J.Y.4    Ge, X.K.5    Yao, X.6
  • 61
    • 35548950283 scopus 로고    scopus 로고
    • Analysis of common canopy reflectance spectra for indicating leaf nitrogenconcentrations inwheat and rice
    • Zhu, Y., Tian, Y., Yao, X., Liu, X., and Cao, W. (2007). Analysis of common canopy reflectance spectra for indicating leaf nitrogenconcentrations inwheat and rice. Plant Prod. Sci. 10, 400–411 doi: 10.1626/pps.10.400
    • (2007) Plant Prod. Sci. , vol.10 , pp. 400-411
    • Zhu, Y.1    Tian, Y.2    Yao, X.3    Liu, X.4    Cao, W.5


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.