메뉴 건너뛰기




Volumn 7, Issue 5, 2015, Pages 5584-5610

Early detection and quantification of verticillium wilt in olive using hyperspectral and thermal imagery over large areas

Author keywords

Early detection; Hyperspectral; Linear discriminant analysis; Support vector machine; Thermal; Verticillium wilt

Indexed keywords

CHLOROPHYLL; CROPS; DISCRIMINANT ANALYSIS; FARMS; IMAGE RETRIEVAL; ORCHARDS; PLANTS (BOTANY); REMOTE SENSING; SPECTROSCOPY;

EID: 84930019319     PISSN: None     EISSN: 20724292     Source Type: Journal    
DOI: 10.3390/rs70505584     Document Type: Article
Times cited : (181)

References (71)
  • 1
    • 84930013464 scopus 로고    scopus 로고
    • (accessed on 12 December 2014)
    • FAOSTAT. Available online: http://faostat.fao.org/(accessed on 12 December 2014).
  • 2
    • 84857099346 scopus 로고    scopus 로고
    • Verticillium wilt, a major threat to olive production: Current status and future prospects for its management
    • Jiménez-Díaz, R.M.; Cirulli, M.; Bubici, G.; Jiménez-Gasco, L.M.; Antoniou, P.P.; Tjamos, E.C. Verticillium wilt, a major threat to olive production: Current status and future prospects for its management. Plant Dis. 2012, 96, 304-329.
    • (2012) Plant Dis , vol.96 , pp. 304-329
    • Jiménez-Díaz, R.M.1    Cirulli, M.2    Bubici, G.3    Jiménez-Gasco, L.M.4    Antoniou, P.P.5    Tjamos, E.C.6
  • 3
    • 79952334381 scopus 로고    scopus 로고
    • A region-wide analysis of genetic diversity in Verticillium dahliae infecting olive in southern Spain and agricultural factors influencing the distribution and prevalence of vegetative compatibility groups and pathotypes
    • Jiménez-Díaz, R.M.; Olivares-García, C.; Landa, B.B.; Jiménez-Gasco, M.M.; Navas-Cortés, J.A. A region-wide analysis of genetic diversity in Verticillium dahliae infecting olive in southern Spain and agricultural factors influencing the distribution and prevalence of vegetative compatibility groups and pathotypes. Phytopathology 2011, 101, 304-315.
    • (2011) Phytopathology , vol.101 , pp. 304-315
    • Jiménez-Díaz, R.M.1    Olivares-García, C.2    Landa, B.B.3    Jiménez-Gasco, M.M.4    Navas-Cortés, J.A.5
  • 4
    • 33646472904 scopus 로고    scopus 로고
    • Modelling potential growth and yield of olive (Olea europaea L.) canopies
    • Villalobos, F.J.; Testi, L.; Hidalgo, J.; Pastor, M.; Orgaz, F. Modelling potential growth and yield of olive (Olea europaea L.) canopies. Eur. J. Agron. 2006, 24, 296-303.
    • (2006) Eur. J. Agron , vol.24 , pp. 296-303
    • Villalobos, F.J.1    Testi, L.2    Hidalgo, J.3    Pastor, M.4    Orgaz, F.5
  • 5
    • 0942305640 scopus 로고    scopus 로고
    • Management of disease
    • Hiemstra, J.A., Harris, D.C., Eds.; Posen and Looijen: Wageningen, The Netherlands
    • Tjamos, E.C.; Jiménez Díaz, R.M. Management of disease. In A Compendium of Verticillium Wilt in Tree Species; Hiemstra, J.A., Harris, D.C., Eds.; Posen and Looijen: Wageningen, The Netherlands, 1998; pp. 55-57.
    • (1998) A Compendium of Verticillium Wilt in Tree Species , pp. 55-57
    • Tjamos, E.C.1    Jiménez Díaz, R.M.2
  • 8
    • 84856610548 scopus 로고    scopus 로고
    • Recent advances in sensing plant diseases for precision crop protection
    • Mahlein, A.-K.; Oerke, E.-C.; Steiner, U.; Dehne, H.-W. Recent advances in sensing plant diseases for precision crop protection. Eur. J. Plant Pathol. 2012, 133, 197-209.
    • (2012) Eur. J. Plant Pathol , vol.133 , pp. 197-209
    • Mahlein, A.-K.1    Oerke, E.-C.2    Steiner, U.3    Dehne, H.-W.4
  • 10
    • 0000651022 scopus 로고
    • Reassessment of plant wilt toxins
    • Van Alfen, N.K. Reassessment of plant wilt toxins. Ann. Rev. Phytopathol. 1989, 27, 533-550.
    • (1989) Ann. Rev. Phytopathol , vol.27 , pp. 533-550
    • Van Alfen, N.K.1
  • 11
    • 79954420504 scopus 로고    scopus 로고
    • Remote sensing for the detection of soil-borne plant parasitic nematodes and fungal pathogens
    • Oerke, E.-C., Gerhards, R., Menz, G., Sikora, R.A., Eds.; Springer: New York, NY, USA
    • Hillnhütter, C.; Schweizer, A.; Kühnhold, V.; Sikora, R.A. Remote sensing for the detection of soil-borne plant parasitic nematodes and fungal pathogens. In Precision Crop Protection-The Challenge and Use of Heterogeneity; Oerke, E.-C., Gerhards, R., Menz, G., Sikora, R.A., Eds.; Springer: New York, NY, USA, 2010; pp. 151-165.
    • (2010) Precision Crop Protection-The Challenge and Use of Heterogeneity , pp. 151-165
    • Hillnhütter, C.1    Schweizer, A.2    Kühnhold, V.3    Sikora, R.A.4
  • 12
    • 84883497539 scopus 로고    scopus 로고
    • High-resolution airborne hyperspectral and thermal imagery for early detection of Verticillium wilt of olive using fluorescence, temperature and narrow-band spectral indices
    • Calderón, R.; Navas-Cortés, J.A.; Lucena, C.; Zarco-Tejada, P.J. High-resolution airborne hyperspectral and thermal imagery for early detection of Verticillium wilt of olive using fluorescence, temperature and narrow-band spectral indices. Remote Sens. Environ. 2013, 139, 231-245.
    • (2013) Remote Sens. Environ , vol.139 , pp. 231-245
    • Calderón, R.1    Navas-Cortés, J.A.2    Lucena, C.3    Zarco-Tejada, P.J.4
  • 13
    • 84908120083 scopus 로고    scopus 로고
    • Soil temperature determines the reaction of olive cultivars to Verticillium dahliae pathotypes
    • Calderón, R.; Lucena, C.; Trapero-Casas, J.L.; Zarco-Tejada, P.J.; Navas-Cortés, J.A. Soil temperature determines the reaction of olive cultivars to Verticillium dahliae pathotypes. Plos One 2014, 9, doi:10.1371/journal.pone.0110664.
    • (2014) Plos One , vol.9
    • Calderón, R.1    Lucena, C.2    Trapero-Casas, J.L.3    Zarco-Tejada, P.J.4    Navas-Cortés, J.A.5
  • 14
    • 0034455025 scopus 로고    scopus 로고
    • Hyperspectral imaging for detection of scab in wheat
    • Delwiche, S.R.; Kim, M.S. Hyperspectral imaging for detection of scab in wheat. Proc. SPIE 2000, 4203, doi:10.1117/12.411752.
    • (2000) Proc. SPIE , vol.4203
    • Delwiche, S.R.1    Kim, M.S.2
  • 15
    • 70350754467 scopus 로고    scopus 로고
    • Citrus canker detection using hyperspectral reflectance imaging and PCA-based image classification method
    • Qin, J.; Burks, T.F.; Kim, M.S.; Chao, K.; Ritenour, M.A. Citrus canker detection using hyperspectral reflectance imaging and PCA-based image classification method. Sens. Instrum. Food Qual. Saf. 2008, 2, 168-177.
    • (2008) Sens. Instrum. Food Qual. Saf , vol.2 , pp. 168-177
    • Qin, J.1    Burks, T.F.2    Kim, M.S.3    Chao, K.4    Ritenour, M.A.5
  • 16
    • 34249099341 scopus 로고    scopus 로고
    • Detection of biotic stress (Venturia inaequalis) in apple trees using hyperspectral data: Non-parametric statistical approaches and physiological implications
    • Delalieux, S.; van Aardt, J.; Keulemans, W.; Schrevens, E.; Coppin, P. Detection of biotic stress (Venturia inaequalis) in apple trees using hyperspectral data: Non-parametric statistical approaches and physiological implications. Eur. J. Agron. 2007, 27, 130-143.
    • (2007) Eur. J. Agron , vol.27 , pp. 130-143
    • Delalieux, S.1    van Aardt, J.2    Keulemans, W.3    Schrevens, E.4    Coppin, P.5
  • 18
    • 0038464313 scopus 로고    scopus 로고
    • Institute for Signal and Information Processing, Department of Electrical and Computer Engineering, Mississippi State University: Mississippi, MS, USA
    • Balakrishnama, S.; Ganapathiraju, A. Linear Discriminant Analysis-A Brief Tutorial; Institute for Signal and Information Processing, Department of Electrical and Computer Engineering, Mississippi State University: Mississippi, MS, USA, 1998.
    • (1998) Linear Discriminant Analysis-A Brief Tutorial
    • Balakrishnama, S.1    Ganapathiraju, A.2
  • 19
    • 0000764772 scopus 로고
    • The use of multiple measurements in taxonomic problems
    • Fisher, R.A. The use of multiple measurements in taxonomic problems. Ann. Eugenic. 1936, 7, 179-188.
    • (1936) Ann. Eugenic , vol.7 , pp. 179-188
    • Fisher, R.A.1
  • 20
    • 4644270221 scopus 로고    scopus 로고
    • Automatic detection of "yellow rust" in wheat using reflectance measurements and neural networks
    • Moshou, D.; Bravo, C.; West, J.; Wahlen, S.; McCartney, A.; Ramon, H. Automatic detection of "yellow rust" in wheat using reflectance measurements and neural networks. Comput. Electron. Agr. 2004, 44, 173-188.
    • (2004) Comput. Electron. Agr , vol.44 , pp. 173-188
    • Moshou, D.1    Bravo, C.2    West, J.3    Wahlen, S.4    McCartney, A.5    Ramon, H.6
  • 21
    • 77956892823 scopus 로고    scopus 로고
    • Early detection and classification of plant diseases with support vector machines based on hyperspectral reflectance
    • Rumpf, T.; Mahlein, A.-K.; Steiner, U.; Oerke, E.-C.; Plümer, L. Early detection and classification of plant diseases with support vector machines based on hyperspectral reflectance. Comput. Electron. Agric. 2010, 74, 91-99.
    • (2010) Comput. Electron. Agric , vol.74 , pp. 91-99
    • Rumpf, T.1    Mahlein, A.-K.2    Steiner, U.3    Oerke, E.-C.4    Plümer, L.5
  • 23
    • 84870517789 scopus 로고    scopus 로고
    • Support Vector Machines (SVMs) versus Multilayer Perception (MLP) in data classification
    • Zanaty, E.A. Support Vector Machines (SVMs) versus Multilayer Perception (MLP) in data classification. Egypt Inform. J. 2012, 13, 177-183.
    • (2012) Egypt Inform. J , vol.13 , pp. 177-183
    • Zanaty, E.A.1
  • 26
    • 0344962443 scopus 로고    scopus 로고
    • Simultaneous detection of the defoliating and nondefoliating Verticillium dahliae pathotypes in infected olive plants by duplex, nested polymerase chain reaction
    • Mercado-Blanco, J.; Rodríguez-Jurado, D.; Parrilla-Araujo, S.; Jiménez-Díaz, R.M. Simultaneous detection of the defoliating and nondefoliating Verticillium dahliae pathotypes in infected olive plants by duplex, nested polymerase chain reaction. Plant Dis. 2003, 87, 1487-1494.
    • (2003) Plant Dis , vol.87 , pp. 1487-1494
    • Mercado-Blanco, J.1    Rodríguez-Jurado, D.2    Parrilla-Araujo, S.3    Jiménez-Díaz, R.M.4
  • 27
    • 84855428733 scopus 로고    scopus 로고
    • Fluorescence, temperature and narrow-band indices acquired from a UAV for water stress detection using a hyperspectral imager and a thermal camera
    • Zarco-Tejada, P.J.; González-Dugo, V.; Berni, J.A.J. Fluorescence, temperature and narrow-band indices acquired from a UAV for water stress detection using a hyperspectral imager and a thermal camera. Remote Sens. Environ. 2012, 117, 322-337.
    • (2012) Remote Sens. Environ , vol.117 , pp. 322-337
    • Zarco-Tejada, P.J.1    González-Dugo, V.2    Berni, J.A.J.3
  • 29
    • 0035477746 scopus 로고    scopus 로고
    • Parameterized transmittance model for direct beam and circumsolar spectral irradiance
    • Gueymard, C.A. Parameterized transmittance model for direct beam and circumsolar spectral irradiance. Sol. Energy 2001, 71, 325-346.
    • (2001) Sol. Energy , vol.71 , pp. 325-346
    • Gueymard, C.A.1
  • 30
    • 70249093892 scopus 로고    scopus 로고
    • Mapping canopy conductance and CWSI in olive orchards using high resolution thermal remote sensing imagery
    • Berni, J.A.J.; Zarco-Tejada, P.J.; Sepulcre-Cantó, G.; Fereres, E.; Villalobos, F.J. Mapping canopy conductance and CWSI in olive orchards using high resolution thermal remote sensing imagery. Remote Sens. Environ. 2009a, 113, 2380-2388.
    • (2009) Remote Sens. Environ , vol.113 , pp. 2380-2388
    • Berni, J.A.J.1    Zarco-Tejada, P.J.2    Sepulcre-Cantó, G.3    Fereres, E.4    Villalobos, F.J.5
  • 31
    • 61349186319 scopus 로고    scopus 로고
    • Thermal and narrow-band multispectral remote sensing for vegetation monitoring from an unmanned aerial vehicle
    • Berni, J.A.J.; Zarco-Tejada, P.J.; Suárez, L.; Fereres, E. Thermal and narrow-band multispectral remote sensing for vegetation monitoring from an unmanned aerial vehicle. IEEE Trans. Geosci. Remote Sens. 2009b, 47, 722-738.
    • (2009) IEEE Trans. Geosci. Remote Sens , vol.47 , pp. 722-738
    • Berni, J.A.J.1    Zarco-Tejada, P.J.2    Suárez, L.3    Fereres, E.4
  • 34
    • 0028975409 scopus 로고
    • Estimating PAR absorbed by vegetation from bidirectional reflectance measurements
    • Rougean, J.-L.; Breon, F.M. Estimating PAR absorbed by vegetation from bidirectional reflectance measurements. Remote Sens. Environ. 1995, 51, 375-384.
    • (1995) Remote Sens. Environ , vol.51 , pp. 375-384
    • Rougean, J.-L.1    Breon, F.M.2
  • 35
    • 0029275243 scopus 로고
    • A feedback based modification of the NDVI to minimize canopy background and atmospheric noise
    • Liu, H.Q.; Huete, A.R. A feedback based modification of the NDVI to minimize canopy background and atmospheric noise. IEEE Trans. Geosci. Remote Sens. 1995, 33, 457-465.
    • (1995) IEEE Trans. Geosci. Remote Sens , vol.33 , pp. 457-465
    • Liu, H.Q.1    Huete, A.R.2
  • 36
    • 0029751226 scopus 로고    scopus 로고
    • Optimization of soil-adjusted vegetation indices
    • Rondeaux, G.; Steven, M.; Baret, F. Optimization of soil-adjusted vegetation indices. Remote Sens. Environ. 1996, 55, 95-107.
    • (1996) Remote Sens. Environ , vol.55 , pp. 95-107
    • Rondeaux, G.1    Steven, M.2    Baret, F.3
  • 37
    • 0035031849 scopus 로고    scopus 로고
    • Comparing prediction power and stability of broadband and hyperspectral vegetation indices for estimation of green leaf area index and canopy chlorophyll density
    • Broge, N.H.; Leblanc, E. Comparing prediction power and stability of broadband and hyperspectral vegetation indices for estimation of green leaf area index and canopy chlorophyll density. Remote Sens. Environ. 2000, 76, 156-172.
    • (2000) Remote Sens. Environ , vol.76 , pp. 156-172
    • Broge, N.H.1    Leblanc, E.2
  • 38
    • 1842431418 scopus 로고    scopus 로고
    • Hyperspectral vegetation indices and novel algorithms for predicting green LAI of crop canopies: Modeling and validation in the context of precision agriculture
    • Haboudane, D.; Miller, J.R.; Pattey, E.; Zarco-Tejada, P.J.; Strachan, I. Hyperspectral vegetation indices and novel algorithms for predicting green LAI of crop canopies: Modeling and validation in the context of precision agriculture. Remote Sens. Environ. 2004, 90, 337-352.
    • (2004) Remote Sens. Environ , vol.90 , pp. 337-352
    • Haboudane, D.1    Miller, J.R.2    Pattey, E.3    Zarco-Tejada, P.J.4    Strachan, I.5
  • 39
    • 0030231725 scopus 로고    scopus 로고
    • Evaluation of vegetation indices and modified simple ratio for boreal applications
    • Chen, J. Evaluation of vegetation indices and modified simple ratio for boreal applications. Can. J. Remote Sens. 1996, 22, 229-242.
    • (1996) Can. J. Remote Sens , vol.22 , pp. 229-242
    • Chen, J.1
  • 40
    • 0026451960 scopus 로고
    • A narrow-wave band spectral index that tracks diurnal changes in photosynthetic efficiency
    • Gamon, J.A.; Peñuelas, J.; Field, C.B. A narrow-wave band spectral index that tracks diurnal changes in photosynthetic efficiency. Remote Sens. Environ. 1992, 41, 35-44.
    • (1992) Remote Sens. Environ , vol.41 , pp. 35-44
    • Gamon, J.A.1    Peñuelas, J.2    Field, C.B.3
  • 41
    • 0027788565 scopus 로고
    • Red edge spectral measurements from sugar maple leaves
    • Vogelmann, J.E.; Rock, B.N.; Moss, D.M. Red edge spectral measurements from sugar maple leaves. Int. J. Remote Sens. 1993, 14, 1563-1575.
    • (1993) Int. J. Remote Sens , vol.14 , pp. 1563-1575
    • Vogelmann, J.E.1    Rock, B.N.2    Moss, D.M.3
  • 42
    • 0031205878 scopus 로고    scopus 로고
    • Signature analysis of leaf reflectance spectra: Algorithm development for remote sensing of chlorophyll
    • Gitelson, A.A.; Merzlyak, M.N. Signature analysis of leaf reflectance spectra: Algorithm development for remote sensing of chlorophyll. Int. J. Remote Sens. 1997, 18, 2691-2697.
    • (1997) Int. J. Remote Sens , vol.18 , pp. 2691-2697
    • Gitelson, A.A.1    Merzlyak, M.N.2
  • 43
    • 0032030358 scopus 로고    scopus 로고
    • Spectral indices for estimating photosynthetic pigment concentrations: A test using senescent tree leaves
    • Blackburn, G.A. Spectral indices for estimating photosynthetic pigment concentrations: A test using senescent tree leaves. Int. J. Remote Sens. 1998, 19, 657-675.
    • (1998) Int. J. Remote Sens , vol.19 , pp. 657-675
    • Blackburn, G.A.1
  • 44
    • 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.; Dextraze, L. Integrated narrow-band vegetation indices for prediction of crop chlorophyll content for application to precision agriculture. Remote Sens. Environ. 2002, 84, 416-426.
    • (2002) Remote Sens. Environ , vol.84 , pp. 416-426
    • Haboudane, D.1    Miller, J.R.2    Tremblay, N.3    Zarco-Tejada, P.J.4    Dextraze, L.5
  • 47
    • 0029790715 scopus 로고    scopus 로고
    • Detection of vegetation stress via a new high resolution fluorescence imaging system
    • Lichtenhaler, H.K.; Lang, M.; Sowinska, M.; Heisel, F.; Mieh, J.A. Detection of vegetation stress via a new high resolution fluorescence imaging system. J. Plant Physiol. 1996, 148, 599-612.
    • (1996) J. Plant Physiol , vol.148 , pp. 599-612
    • Lichtenhaler, H.K.1    Lang, M.2    Sowinska, M.3    Heisel, F.4    Mieh, J.A.5
  • 48
    • 0016525622 scopus 로고
    • MK II Fraunhofer Line Dicsriminator (FLD-II) for airborne and orbital remote sensing of solar-stimulated luminescence
    • Plascyk, J.A. MK II Fraunhofer Line Dicsriminator (FLD-II) for airborne and orbital remote sensing of solar-stimulated luminescence. Opt. Eng. 1975, 14, 339-346.
    • (1975) Opt. Eng , vol.14 , pp. 339-346
    • Plascyk, J.A.1
  • 49
    • 85102096897 scopus 로고    scopus 로고
    • Sun-induced fluorescence: A new tool for precision farming
    • McDonald, M., Schepers, J., Tartly, L., van Toai, T., Major, D., Eds.; American Society of Agronomy: Madison, WI, USA
    • Maier, S.W.; Günther, K.P.; Stellmes, M. Sun-induced fluorescence: A new tool for precision farming. In Digital Imaging and Spectral Techniques: Applications to Precision Agriculture and Crop Physiology; McDonald, M., Schepers, J., Tartly, L., van Toai, T., Major, D., Eds.; American Society of Agronomy: Madison, WI, USA, 2003; pp. 209-222.
    • (2003) Digital Imaging and Spectral Techniques: Applications to Precision Agriculture and Crop Physiology , pp. 209-222
    • Maier, S.W.1    Günther, K.P.2    Stellmes, M.3
  • 51
    • 84878718359 scopus 로고    scopus 로고
    • Relationships between net photosynthesis and steady-state chlorophyll fluorescence retrieved from airborne hyperspectral imagery
    • Zarco-Tejada, P.J.; Catalina, A.; González, M.R.; Martín, P. Relationships between net photosynthesis and steady-state chlorophyll fluorescence retrieved from airborne hyperspectral imagery. Remote Sens. Environ. 2013, 136, 247-258.
    • (2013) Remote Sens. Environ , vol.136 , pp. 247-258
    • Zarco-Tejada, P.J.1    Catalina, A.2    González, M.R.3    Martín, P.4
  • 52
    • 84930025727 scopus 로고    scopus 로고
    • Bethesda, USA. (accessed on 28 April 2015)
    • National Institutes of Health, Bethesda, USA. Fiji Package of ImageJ Software. Available online: http://www.fiji.sc (accessed on 28 April 2015).
    • Fiji Package of ImageJ Software
  • 53
    • 84930023008 scopus 로고    scopus 로고
    • (accessed on 28 April 2015)
    • GRASS Development Team. GRASS GIS Software. Available online: http://grass.osgeo.org/(accessed on 28 April 2015).
    • GRASS GIS Software
  • 55
    • 84876159779 scopus 로고    scopus 로고
    • Version 3.1.1. (accessed on 28 April 2015)
    • R Foundation for Statistical Computing. R Software, Version 3.1.1. Available online: http://www.R-project.org/(accessed on 28 April 2015).
    • R Software
  • 58
    • 0037138473 scopus 로고    scopus 로고
    • An assessment of support vector machines for land cover classification
    • Huang, C.; Davis, L.S.; Townshend, J.R.G. An assessment of support vector machines for land cover classification. Int. J. Remote Sens. 2002, 23, 725-749.
    • (2002) Int. J. Remote Sens , vol.23 , pp. 725-749
    • Huang, C.1    Davis, L.S.2    Townshend, J.R.G.3
  • 59
    • 84957069814 scopus 로고    scopus 로고
    • Text categorization with support vector machines: learning with many relevant features
    • Nédellec, C., Rouveirol, C., Eds.; Springer, Heidelberg, Germany
    • Joachims, T. Text categorization with support vector machines: learning with many relevant features. In Machine Learning: ECML 1998; Nédellec, C., Rouveirol, C., Eds.; Springer: Heidelberg, Germany, 1998; Volume 1398, pp. 137-142.
    • (1998) Machine Learning: ECML 1998 , vol.1398 , pp. 137-142
    • Joachims, T.1
  • 61
    • 84982606820 scopus 로고
    • Prospects and strategies in controlling Verticillium wilt of olive
    • Tjamos, E.C. Prospects and strategies in controlling Verticillium wilt of olive. Bull. OEPP/EPPO Bull. 1993, 23, 505-512.
    • (1993) Bull. OEPP/EPPO Bull , vol.23 , pp. 505-512
    • Tjamos, E.C.1
  • 63
    • 0035390984 scopus 로고    scopus 로고
    • Scaling-up and model inversion methods with narrow-band optical indices for chlorophyll content estimation in closed forest canopies with hyperspectral data
    • Zarco-Tejada, P.J.; Miller, J.R.; Mohammed, G.H.; Notlamd, T.L.L.; Sampson, P.H. Scaling-up and model inversion methods with narrow-band optical indices for chlorophyll content estimation in closed forest canopies with hyperspectral data. IEEE Trans. Geosci. Remote Sens. 2001, 39, 1491-1507.
    • (2001) IEEE Trans. Geosci. Remote Sens , vol.39 , pp. 1491-1507
    • Zarco-Tejada, P.J.1    Miller, J.R.2    Mohammed, G.H.3    Notlamd, T.L.L.4    Sampson, P.H.5
  • 64
    • 33645786608 scopus 로고    scopus 로고
    • Analysis of hyperspectral field data for detection of sugar beet diseases
    • Debrecen, Hungary, 5-9 July 2003
    • Laudien, R.; Bareth, G.; Doluschitz, R. Analysis of hyperspectral field data for detection of sugar beet diseases. In Proceedings of the EFITA Conference, Debrecen, Hungary, 5-9 July 2003; pp. 375-381.
    • Proceedings of the EFITA Conference , pp. 375-381
    • Laudien, R.1    Bareth, G.2    Doluschitz, R.3
  • 65
    • 0028836811 scopus 로고
    • Semi-empirical indices to assess carotenoids/chlorophyll a ratio from leaf spectral reflectance
    • Peñuelas, J.; Baret, F.; Filella, I. Semi-empirical indices to assess carotenoids/chlorophyll a ratio from leaf spectral reflectance. Photosynthetica 1995, 31, 221-230.
    • (1995) Photosynthetica , vol.31 , pp. 221-230
    • Peñuelas, J.1    Baret, F.2    Filella, I.3
  • 67
    • 61349086014 scopus 로고    scopus 로고
    • The potential of spectral reflectance technique for the detection of Grapevine leafroll-associated virus-3 in two red-berried wine grape cultivars
    • Naidu, R.A.; Perry, E.M.; Pierce, F.J.; Mekuria, T. The potential of spectral reflectance technique for the detection of Grapevine leafroll-associated virus-3 in two red-berried wine grape cultivars. Comput. Electron. Agr. 2009, 66, 38-45.
    • (2009) Comput. Electron. Agr , vol.66 , pp. 38-45
    • Naidu, R.A.1    Perry, E.M.2    Pierce, F.J.3    Mekuria, T.4
  • 68
    • 80053994993 scopus 로고    scopus 로고
    • Robust fitting of fluorescence spectra for pre-symptomatic wheat leaf rust detection with Support Vector Machines
    • Römer, C.; Bürling, K.; Hunsche, M.; Rumpf, T.; Noga, G.; Plümer, L. Robust fitting of fluorescence spectra for pre-symptomatic wheat leaf rust detection with Support Vector Machines. Comput. Electron. Agr. 2011, 79, 180-188.
    • (2011) Comput. Electron. Agr , vol.79 , pp. 180-188
    • Römer, C.1    Bürling, K.2    Hunsche, M.3    Rumpf, T.4    Noga, G.5    Plümer, L.6
  • 69
    • 0029187512 scopus 로고
    • Remote sensing and image analysis in plant pathology
    • Nilsson, H.E. Remote sensing and image analysis in plant pathology. Annu. Rev. Phytopathol. 1995, 15, 489-527.
    • (1995) Annu. Rev. Phytopathol , vol.15 , pp. 489-527
    • Nilsson, H.E.1
  • 70
  • 71
    • 84863272454 scopus 로고    scopus 로고
    • Evaluating the severity level of cotton Verticillium using spectral signature analysis
    • Chen, B.; Li, S.; Wang, K.; Zhou, G.; Bai, J. Evaluating the severity level of cotton Verticillium using spectral signature analysis. Int. J. Remote Sens. 2011, 33, 2706-2724.
    • (2011) Int. J. Remote Sens , vol.33 , pp. 2706-2724
    • Chen, B.1    Li, S.2    Wang, K.3    Zhou, G.4    Bai, J.5


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.