메뉴 건너뛰기




Volumn 21, Issue 2, 2013, Pages 117-131

Prediction of wheat yield and protein using remote sensors on plots - Part I: Assessing near infrared model robustness for year and site variations

Author keywords

FieldSpec; Hyperspectral; Model robustness; Near infrared spectroscopy; Powered partial least squares; Precision agriculture; Spectral reflectance; Variable selection; Vegetation index

Indexed keywords

FORECASTING; INFRARED DEVICES; LEAST SQUARES APPROXIMATIONS; MEAN SQUARE ERROR; NEAR INFRARED SPECTROSCOPY; PRECISION AGRICULTURE; PROTEINS; REFLECTION; REMOTE SENSING; VEGETATION;

EID: 84876589643     PISSN: 09670335     EISSN: 17516552     Source Type: Journal    
DOI: 10.1255/jnirs.1042     Document Type: Article
Times cited : (19)

References (45)
  • 1
    • 34249891044 scopus 로고    scopus 로고
    • Usefulness of remote sensing for the assessment of growth traits in individual cereal plants grown in the field
    • DOI 10.1080/01431160600935604, PII 779108081
    • F. Alvaro, L.F.G. Del Moral and C. Royo, "Usefulness of remote sensing for the assessment of growth traits in individual cereal plants grown in the field", Int. J. Remote Sens. 28, 2497 (2007). doi: 10.1080/01431160600935604 (Pubitemid 46864403)
    • (2007) International Journal of Remote Sensing , vol.28 , Issue.11 , pp. 2497-2512
    • Alvaro, F.1    Garcia Del Moral, L.F.2    Royo, C.3
  • 2
    • 34547396995 scopus 로고    scopus 로고
    • Estimating forage quantity and quality using aerial hyperspectral imagery for northern mixed-grass prairie
    • DOI 10.1016/j.rse.2007.02.027, PII S0034425707000958
    • O. Beeri, R. Phillips, J. Hendrickson, A.B. Frank and S. Kronberg, "Estimating forage quantity and quality using aerial hyperspectral imagery for northern mixedgrass prairie", Remote Sens. Environ. 110, 216 (2007). doi: 10.1016/j.rse.2007.02.027 (Pubitemid 47176064)
    • (2007) Remote Sensing of Environment , vol.110 , Issue.2 , pp. 216-225
    • Beeri, O.1    Phillips, R.2    Hendrickson, J.3    Frank, A.B.4    Kronberg, S.5
  • 3
    • 35748940961 scopus 로고    scopus 로고
    • Comparison of reflectance and fluorescence spectroscopy for the detection of nitrogen deficiency in potato plants
    • doi: 10.5589/m07-010
    • M.C. Belanger, A A Viau, G. Samson and M. Chamberland "Comparison of reflectance and fluorescence spectroscopy for the detection of nitrogen deficiency in potato plants", Can. J. Remote Sens. 33, 69 (2007). doi: 10.5589/m07-010
    • (2007) Can. J. Remote Sens. , vol.33 , pp. 69
    • Belanger, M.C.1    Viau, A.A.2    Samson, G.3    Chamberland, M.4
  • 4
    • 48349091358 scopus 로고    scopus 로고
    • Monitoring leaf pigment status with hyperspectral remote sensing in wheat
    • doi: 10.1071/AR07282
    • W. Feng, X. Yao, Y. Tian, W. Cao and Y. Zhu, "Monitoring leaf pigment status with hyperspectral remote sensing in wheat", Aust. J. Agric. Res. 59, 748 (2008). doi: 10.1071/AR07282
    • (2008) Aust. J. Agric. Res. , vol.59 , pp. 748
    • Feng, W.1    Yao, X.2    Tian, Y.3    Cao, W.4    Zhu, Y.5
  • 5
    • 33847325765 scopus 로고    scopus 로고
    • A simple model of regional wheat yield based on NDVI data
    • DOI 10.1016/j.eja.2006.10.007, PII S1161030106001390
    • M. Moriondo, F. Maselli and M. Bindi, "A simple model of regional wheat yield based on NDVI data", Eur. J. Agron. 26, 266 (2007). doi: 10.1016/j.eja.2006.10.007 (Pubitemid 46330080)
    • (2007) European Journal of Agronomy , vol.26 , Issue.3 , pp. 266-274
    • Moriondo, M.1    Maselli, F.2    Bindi, M.3
  • 6
    • 37349092830 scopus 로고    scopus 로고
    • Estimation of leaf total chlorophyll and nitrogen concentrations using hyperspectral satellite imagery
    • DOI 10.1017/S0021859607007514, PII S0021859607007514
    • N.R. Rao, P.K. Garg, S.K. Ghosh and V.K. Dadhwal "Estimation of leaf total chlorophyll and nitrogen concentrations using hyperspectral satellite imagery", J. Agric. Sci. 146, 65 (2008). doi: 10.1017/S0021859607007514 (Pubitemid 350308235)
    • (2008) Journal of Agricultural Science , vol.146 , Issue.1 , pp. 65-75
    • Rama Rao, N.1    Garg, P.K.2    Ghosh, S.K.3    Dadhwal, V.K.4
  • 7
    • 0036877134 scopus 로고    scopus 로고
    • Predicting grain yield and protein content in winter wheat and spring barley using repeated canopy reflectance measurements and partial least squares regression
    • DOI 10.1017/S0021859602002320
    • P.M. Hansen, J.R. Jørgensen and A. Thomsen, "Predicting grain yield and protein content in winter wheat and spring barley using repeated canopy reflectance measurements and partial least squares regression", J. Agric. Sci. 139, 307 (2002). doi: 10.1017/S0021859602002320 (Pubitemid 36186181)
    • (2002) Journal of Agricultural Science , vol.139 , Issue.3 , pp. 307-318
    • Hansen, P.M.1    Jorgensen, J.R.2    Thomsen, A.3
  • 8
    • 34848871878 scopus 로고    scopus 로고
    • Detecting the attributes of a wheat crop using digital imagery acquired from a low-altitude platform
    • DOI 10.1016/j.compag.2007.05.004, PII S0168169907001391
    • T. Jensen, A. Apan, F. Young and L. Zeller, "Detecting the attributes of a wheat crop using digital imagery acquired from a low-altitude platform", Comput. Electron. Agric. 59, 66 (2007). doi: 10.1016/j.compag.2007.05.004 (Pubitemid 47513758)
    • (2007) Computers and Electronics in Agriculture , vol.59 , Issue.1-2 , pp. 66-77
    • Jensen, T.1    Apan, A.2    Young, F.3    Zeller, L.4
  • 9
    • 33645711391 scopus 로고    scopus 로고
    • Predicting winter wheat condition, grain yield and protein content using multi-temporal EnviSat-ASAR and landsat TM Satellite images
    • doi: 10.1080/01431160500296867
    • L.Y. Liu, J. Wang, Y. Bao, W. Huang, Z. Ma and C. Zhao, "Predicting winter wheat condition, grain yield and protein content using multi-temporal EnviSat-ASAR and landsat TM Satellite images", Int. J. Remote Sens. 27, 737 (2006). doi: 10.1080/01431160500296867
    • (2006) Int. J. Remote Sens. , vol.27 , pp. 737
    • Liu, L.Y.1    Wang, J.2    Bao, Y.3    Huang, W.4    Ma, Z.5    Zhao, C.6
  • 10
    • 29244454762 scopus 로고    scopus 로고
    • Comparison of an aerial-based system and an on the ground continuous measuring device to predict yield of winter wheat
    • DOI 10.1016/j.eja.2005.05.002, PII S1161030105000559
    • M. Reyniers, E. Vrindts and J. De Baerdemaeker, "Comparison of an aerial-based system and an on the ground continuous measuring device to predict yield of winter wheat", Eur. J. Agron. 24, 87 (2006). doi: 10.1016/j.eja.2005.05.002 (Pubitemid 41820603)
    • (2006) European Journal of Agronomy , vol.24 , Issue.2 , pp. 87-94
    • Reyniers, M.1    Vrindts, E.2    De Baerdemaeker, J.3
  • 12
    • 0034026627 scopus 로고    scopus 로고
    • Spectral vegetation indices as nondestructive tools for determining durum wheat yield
    • doi: 10.2134/agronj2000.92183x
    • N. Aparicio, D. Villegas, J. Casadesus, J.L. Araus and C. Royo "Spectral vegetation indices as nondestructive tools for determining durum wheat yield", Agron. J. 92, 83 (2000). doi: 10.2134/agronj2000.92183x
    • (2000) Agron. J. , vol.92 , pp. 83
    • Aparicio, N.1    Villegas, D.2    Casadesus, J.3    Araus, J.L.4    Royo, C.5
  • 13
    • 33748664197 scopus 로고    scopus 로고
    • The potential of using spectral reflectance indices to estimate yield in wheat grown under reduced irrigation
    • DOI 10.1007/s10681-006-9104-9
    • M.A. Babar, M. van Ginkel, A.R. Klatt, B. Prasad and M.P. Reynolds "The potential of using spectral reflectance indices to estimate yield in wheat grown under reduced irrigation", Euphytica 150, 155 (2006). doi: 10.1007/s10681-006-9104-9 (Pubitemid 44386192)
    • (2006) Euphytica , vol.150 , Issue.1-2 , pp. 155-172
    • Babar, M.A.1    Van Ginkel, M.2    Klatt, A.R.3    Prasad, B.4    Reynolds, M.P.5
  • 15
    • 34548566072 scopus 로고    scopus 로고
    • Predicting grain yield and protein content in winter wheat at different n supply levels using canopy reflectance spectra
    • DOI 10.1016/S1002-0160(07)60077-0, PII S1002016007600770
    • L.H. Xue, W.X. Cao and L.Z. Yang, "Predicting grain yield and protein content in winter wheat at different N supply levels using canopy reflectance spectra", Pedosphere 17, 646 (2007). doi: 10.1016/S1002- 0160(07)60077-0 (Pubitemid 47385864)
    • (2007) Pedosphere , vol.17 , Issue.5 , pp. 646-653
    • Xue, L.-H.1    Cao, W.-X.2    Yang, L.-Z.3
  • 16
    • 5644220466 scopus 로고    scopus 로고
    • Prediction of grain protein content in winter wheat (Triticum aestivum L.) using plant pigment ratio (PPR)
    • DOI 10.1016/j.fcr.2004.04.004, PII S037842900400125X
    • Z.J. Wang, J.H. Wang L.Y. Liu, W.J. Huang, C.J. Zhao and C.Z. Wang, "Prediction of grain protein content in winter wheat (Triticum aestivum L.) using plant pigment ratio (PPR)", Field Crops Res. 90, 311 (2004). doi: 10.1016/j.fcr.2004.04.004 (Pubitemid 39366809)
    • (2004) Field Crops Research , vol.90 , Issue.2-3 , pp. 311-321
    • Wang, Z.J.1    Wang, J.H.2    Liu, L.Y.3    Huang, W.J.4    Zhao, C.J.5    Wang, C.Z.6
  • 17
    • 16844385334 scopus 로고    scopus 로고
    • Predicting grain protein content of winter wheat using remote sensing data based on nitrogen status and water stress
    • doi: 10.1016/j.jag.2004.10.002
    • C.J. Zhao, L. Liu, J. Wang, W. Huang, X. Song and C. Li, "Predicting grain protein content of winter wheat using remote sensing data based on nitrogen status and water stress", Int. J. Appl. Earth Observation Geoinformation 7, 1 (2005). doi: 10.1016/j.jag.2004.10.002
    • (2005) Int. J. Appl. Earth Observation Geoinformation , vol.7 , pp. 1
    • Zhao, C.J.1    Liu, L.2    Wang, J.3    Huang, W.4    Song, X.5    Li, C.6
  • 18
    • 44449155389 scopus 로고    scopus 로고
    • Yield estimation from hyperspectral imagery using spectral angle mapper (SAM)
    • C. Yang, J.H. Everitt and J.M. Bradford, "Yield estimation from hyperspectral imagery using spectral angle mapper (SAM)", Trans. ASABE 51, 729 (2008).
    • (2008) Trans. ASABE , vol.51 , pp. 729
    • Yang, C.1    Everitt, J.H.2    Bradford, J.M.3
  • 19
    • 33845637951 scopus 로고    scopus 로고
    • Combining vegetation index and model inversion methods for the extraction of key vegetation biophysical parameters using Terra and Aqua MODIS reflectance data
    • DOI 10.1016/j.rse.2006.07.016, PII S003442570600280X
    • R. Houborg, H. Soegaard and E. Boegh, "Combining vegetation index and model inversion methods for the extraction of key vegetation biophysical parameters using terra and aqua MODIS reflectance data", Remote Sens. Environ. 106, 39 (2007). doi: 10.1016/j.rse.2006.07.016 (Pubitemid 44958846)
    • (2007) Remote Sensing of Environment , vol.106 , Issue.1 , pp. 39-58
    • Houborg, R.1    Soegaard, H.2    Boegh, E.3
  • 20
    • 4544266860 scopus 로고    scopus 로고
    • Object-based retrieval of biophysical canopy variables using artificial neural nets and radiative transfer models
    • DOI 10.1016/j.rse.2004.06.016, PII S0034425704001956
    • C. Atzberger, "Object-based retrieval of biophysical canopy variables using artificial neural nets and radiative transfer models", Remote Sens. Environ. 93, 53 (2004). doi: 10.1016/j.rse.2004.06.016 (Pubitemid 39234710)
    • (2004) Remote Sensing of Environment , vol.93 , Issue.1-2 , pp. 53-67
    • Atzberger, C.1
  • 21
    • 34247344426 scopus 로고    scopus 로고
    • Can wheat yield be assessed by early measurements of Normalized Difference Vegetation Index?
    • DOI 10.1111/j.1744-7348.2007.00126.x
    • J. Marti, J. Bort, G.A. Slafer and J.L. Araus, "Can wheat yield be assessed by early measurements of normalized difference vegetation index?", Ann. Appl. Biol. 150, 253 (2007). doi: 10.1111/j.1744-7348.2007.00126.x (Pubitemid 46639956)
    • (2007) Annals of Applied Biology , vol.150 , Issue.2 , pp. 253-257
    • Marti, J.1    Bort, J.2    Slafer, G.A.3    Araus, J.L.4
  • 22
    • 34547563192 scopus 로고    scopus 로고
    • Potential use of spectral reflectance indices as a selection tool for grain yield in winter wheat under great plains conditions
    • DOI 10.2135/cropsci2006.07.0492
    • B. Prasad, B.F. Carver, M.L. Stone, M.A. Babar, W.R. Raun and A.R. Klatt, "Potential use of spectral reflectance indices as a selection tool for grain yield in winter wheat under great plains conditions", Crop Sci. 47, 1426 (2007). doi: 10.2135/cropsci2006.07.0492 (Pubitemid 47195974)
    • (2007) Crop Science , vol.47 , Issue.4 , pp. 1426-1440
    • Prasad, B.1    Carver, B.F.2    Stone, M.L.3    Babar, M.A.4    Raun, W.R.5    Klatt, A.R.6
  • 23
    • 33750177772 scopus 로고    scopus 로고
    • Canopy reflectance, thermal stress, and apparent soil electrical conductivity as predictors of within-field variability in grain yield and grain protein of malting barley
    • DOI 10.1007/s11119-006-9019-4, Special Issue: Part I of Papers from the 5th European Conference on Precision Agriculture (5ECPA)
    • C.G. Pettersson, M. Soderstrom and H. Eckersten, "Canopy reflectance, thermal stress, and apparent soil electrical conductivity as predictors of within-field variability in grain yield and grain protein of malting barley", Precision Agric. 7, 343 (2006). doi: 10.1007/s11119-006- 9019-4 (Pubitemid 44596201)
    • (2006) Precision Agriculture , vol.7 , Issue.5 , pp. 343-359
    • Pettersson, C.-G.1    Soderstrom, M.2    Eckersten, H.3
  • 24
    • 41549159398 scopus 로고    scopus 로고
    • The early explanatory power of NDVI in crop yield modelling
    • DOI 10.1080/01431160701395252, PII 789052232
    • L. Wall, D. Larocque and P.M. Leger, "The early explanatory power of NDVI in crop yield modelling", Int. J. Remote Sens. 29, 2211 (2008). doi: 10.1080/01431160701395252 (Pubitemid 351460570)
    • (2008) International Journal of Remote Sensing , vol.29 , Issue.8 , pp. 2211-2225
    • Wall, L.1    Larocque, D.2    Leger, P.-M.3
  • 25
    • 22744457708 scopus 로고    scopus 로고
    • Effectiveness of using vegetation index to delineate zones of different soil and crop grain production characteristics
    • doi: 10.4141/S04-065
    • P. Basnyat, B.G. McConkey, F. Selles and L.B. Meinert, "Effectiveness of using vegetation index to delineate zones of different soil and crop grain production characteristics", Can. J. Soil Sci. 85, 319 (2005). doi: 10.4141/S04-065
    • (2005) Can. J. Soil Sci. , vol.85 , pp. 319
    • Basnyat, P.1    McConkey, B.G.2    Selles, F.3    Meinert, L.B.4
  • 26
    • 0001108187 scopus 로고
    • Untersuchung über die chemische Boden-analyse als grundlage für die Beurteilung des Nährstoffzustandes der Boden
    • H. Égner, H. Riehm and W.M. Domingo, "Untersuchung über die chemische Boden-analyse als grundlage für die Beurteilung des Nährstoffzustandes der Boden. (using chemical soil analysis as a basis for assessing soil nutrient status)", Kungl Lantbrukshögskolans. Annaler 26, 199 (1960).
    • (1960) Kungl Lantbrukshögskolans. Annaler , vol.26 , pp. 199
    • Égner, H.1    Riehm, H.2    Domingo, W.M.3
  • 27
    • 78249231384 scopus 로고    scopus 로고
    • Comparisons of two hand-held, multispectral field radiometers and a hyperspectral airborne imager in terms of predicting spring wheat grain yield and quality by means of powered partial least squares regression
    • doi: 10.1255/jnirs.892
    • S. Øvergaard, T. Isaksson, K. Kvaal and A. Korsæth, "Comparisons of two hand-held, multispectral field radiometers and a hyperspectral airborne imager in terms of predicting spring wheat grain yield and quality by means of powered partial least squares regression", J. Near Infrared Spectrosc. 18, 247 (2010). doi: 10.1255/jnirs.892
    • (2010) J. Near Infrared Spectrosc. , vol.18 , pp. 247
    • Overgaard, S.1    Isaksson, T.2    Kvaal, K.3    Korsæth, A.4
  • 28
    • 84981809484 scopus 로고
    • Decimal code for growth stages of cereals
    • doi: 10.1111/j.1365-3180.1974.tb01084.x
    • J.C. Zadoks, T.T. Chang and C.F. Konzak, "Decimal code for growth stages of cereals", Weed Res. 14, 415 (1974). doi: 10.1111/j.1365-3180. 1974.tb01084.x
    • (1974) Weed Res. , vol.14 , pp. 415
    • Zadoks, J.C.1    Chang, T.T.2    Konzak, C.F.3
  • 29
    • 23044515101 scopus 로고    scopus 로고
    • A twist to partial least squares regression
    • DOI 10.1002/cem.904
    • U. Indahl, "A twist to partial least squares regression", J. Chemometr. 19, 32 (2005). doi: 10.1002/cem.904 (Pubitemid 41059329)
    • (2005) Journal of Chemometrics , vol.19 , Issue.1 , pp. 32-44
    • Indahl, U.1
  • 30
    • 0024069289 scopus 로고
    • The effect of multiplicative scatter correction (MSC) and linearity improvement in NIR spectroscopy
    • doi: 10.1366/0003702884429869
    • T. Isaksson and T. Naes, "The effect of multiplicative scatter correction (MSC) and linearity improvement in NIR spectroscopy", Appl. Spectrosc. 42, 1273 (1988). doi: 10.1366/0003702884429869
    • (1988) Appl. Spectrosc. , vol.42 , pp. 1273
    • Isaksson, T.1    Naes, T.2
  • 31
    • 0042553279 scopus 로고
    • Smoothing +differentiation of data by simplified least squares procedures
    • doi: 10.1021/ac60214a047
    • A. Savitzky and M.J.E. Golay, "Smoothing +differentiation of data by simplified least squares procedures", Anal. Chem. 36, 1627 (1964). doi: 10.1021/ac60214a047
    • (1964) Anal. Chem. , vol.36 , pp. 1627
    • Savitzky, A.1    Golay, M.J.E.2
  • 32
    • 70349588017 scopus 로고    scopus 로고
    • Canonical partial least squares - A unified PLS approach to classification and regression problems
    • doi: 10.1002/cem.1243
    • U.G. Indahl, K.H. Liland and T. Naes, "Canonical partial least squares - a unified PLS approach to classification and regression problems", J. Chemometr. 23, 495 (2009). doi: 10.1002/cem.1243
    • (2009) J. Chemometr. , vol.23 , pp. 495
    • Indahl, U.G.1    Liland, K.H.2    Naes, T.3
  • 33
    • 0037350844 scopus 로고    scopus 로고
    • Partial least squares for discrimination
    • doi: 10.1002/cem.785
    • M. Barker and W. Rayens, "Partial least squares for discrimination", J. Chemometr. 17, 166 (2003). doi: 10.1002/cem.785
    • (2003) J. Chemometr. , vol.17 , pp. 166
    • Barker, M.1    Rayens, W.2
  • 34
    • 33645723353 scopus 로고    scopus 로고
    • Measuring wheat nitrogen status from space and ground-based platform
    • doi: 10.1080/01431160500117907
    • M. Reyniers and E. Vrindts, "Measuring wheat nitrogen status from space and ground-based platform", Int. J. Remote Sens. 27, 549 (2006). doi: 10.1080/01431160500117907
    • (2006) Int. J. Remote Sens. , vol.27 , pp. 549
    • Reyniers, M.1    Vrindts, E.2
  • 37
    • 0001469508 scopus 로고
    • High spectral resolution: Determination of spectral shifts between the red and near infrared
    • G. Guyot, F. Baret and D.J. Major, "High spectral resolution: determination of spectral shifts between the red and near infrared", Int. Arch. Photogrammetry Remote Sensing 11, 750 (1988).
    • (1988) Int. Arch. Photogrammetry Remote Sensing , vol.11 , pp. 750
    • Guyot, G.1    Baret, F.2    Major, D.J.3
  • 38
    • 0029804451 scopus 로고    scopus 로고
    • Signature analysis of leaf reflectance spectra: Algorithm development for remote sensing of chlorophyll
    • doi: 10.1016/S0176-1617(96)80284-7
    • A.A. Gitelson and M.N. Merzlyak, "Signature analysis of leaf reflectance spectra: algorithm development for remote sensing of chlorophyll", J. Plant Physiol. 148, 494 (1996). doi: 10.1016/S0176- 1617(96)80284-7
    • (1996) J. Plant Physiol. , vol.148 , pp. 494
    • Gitelson, A.A.1    Merzlyak, M.N.2
  • 39
    • 0028163718 scopus 로고
    • Modeling the effects of Elymus-repens (L) Gould competition on yield of cereals, peas and oilseed rape
    • doi: 10.1111/j.1365-3180.1994.tb01977.x
    • B. Melander, "Modeling the effects of Elymus-repens (L) Gould competition on yield of cereals, peas and oilseed rape", Weed Res. 34, 99 (1994). doi: 10.1111/j.1365-3180.1994.tb01977.x
    • (1994) Weed Res. , vol.34 , pp. 99
    • Melander, B.1
  • 40
    • 2942724627 scopus 로고    scopus 로고
    • Accuracy assessments of hyperspectral waveband performance for vegetation analysis applications
    • DOI 10.1016/j.rse.2004.03.013, PII S0034425704000987
    • P.S. Thenkabail, E.A. Enclonab, M.S. Ashton and B. Van Der Mee, "Accuracy assessments of hyperspectral wave band performance for vegetation analysis applications", Remote Sens. Environ. 91, 354 (2004). doi: 10.1016/j.rse.2004.03.013 (Pubitemid 38791553)
    • (2004) Remote Sensing of Environment , vol.91 , Issue.3-4 , pp. 354-376
    • Thenkabail, P.S.1    Enclona, E.A.2    Ashton, M.S.3    Van Der Meer, B.4
  • 41
    • 0002692973 scopus 로고
    • Single wheat kernel analysis by nearinfrared transmittance - Protein-content
    • S.R. Delwiche, "Single wheat kernel analysis by nearinfrared transmittance - protein-content", Cereal Chem. 72, 11 (1995).
    • (1995) Cereal Chem. , vol.72 , pp. 11
    • Delwiche, S.R.1
  • 42
    • 37849187178 scopus 로고    scopus 로고
    • Sensitivity of a crop growth simulation model to variation in LAI and canopy nitrogen used for run-time calibration
    • DOI 10.1016/j.ecolmodel.2006.07.015, PII S0304380006003450
    • R.E.E. Jongschaap, "Sensitivity of a crop growth simulation model to variation in LAI and canopy nitrogen used for run-time calibration", Ecol. Modell. 200, 89 (2007). doi: 10.1016/j.ecolmodel.2006.07.015 (Pubitemid 44828258)
    • (2007) Ecological Modelling , vol.200 , Issue.1-2 , pp. 89-98
    • Jongschaap, R.E.E.1
  • 43
    • 33947529387 scopus 로고    scopus 로고
    • Uniformity of wheat yield and quality using sensor assisted application of nitrogen
    • DOI 10.1007/s11119-006-9029-2
    • J.R. Jorgensen and R.N. Jorgensen, "Uniformity of wheat yield and quality using sensor assisted application of nitrogen", Precision Agric. 8, 63 (2007). doi: 10.1007/s11119-006-9029-2 (Pubitemid 46471232)
    • (2007) Precision Agriculture , vol.8 , Issue.1-2 , pp. 63-73
    • Jorgensen, J.R.1    Jorgensen, R.N.2
  • 45
    • 84876591669 scopus 로고    scopus 로고
    • Prediction of wheat yield and protein using remote sensors on plots - Part II: Improving prediction ability using data fusion
    • doi: 10.1255/jnirs.1044
    • S.I. Overgaard, T. Isaksson and A. Korsaeth, "Prediction of wheat yield and protein using remote sensors on plots - Part II: improving prediction ability using data fusion". J. Near Infrared Spectrosc. 21, 133-140 (2013). doi: 10.1255/jnirs.1044
    • (2013) J. Near Infrared Spectrosc. , vol.21 , pp. 133-140
    • Overgaard, S.I.1    Isaksson, T.2    Korsaeth, A.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.