메뉴 건너뛰기




Volumn 6, Issue 1, 2013, Pages 64-86

Investigation of leaf diseases and estimation of chlorophyll concentration in seven barley varieties using fluorescence and hyperspectral indices

Author keywords

Barley; Blue to far red fluorescence ratio; Cereal disease; Leaf chlorophyll concentration; Precision agriculture; Reflectance indices

Indexed keywords

BARLEY; FLUORESCENCE RATIO; LEAF CHLOROPHYLL; PRECISION AGRICULTURE; REFLECTANCE INDEX; RED FLUORESCENCE;

EID: 84893414571     PISSN: None     EISSN: 20724292     Source Type: Journal    
DOI: 10.3390/rs6010064     Document Type: Article
Times cited : (36)

References (67)
  • 1
    • 0036741018 scopus 로고    scopus 로고
    • Vegetation stress detection through chlorophyll a + b estimation and fluorescence effects on hyperspectral imagery
    • Zarco-Tejada, P.J.; Miller, J.R.; Mohammed, G.H.; Noland, T.L.; Sampson, P.H. Vegetation stress detection through chlorophyll a + b estimation and fluorescence effects on hyperspectral imagery. J. Environ. Qual. 2002, 31, 1433-1441.
    • (2002) J. Environ. Qual. , vol.31 , pp. 1433-1441
    • Zarco-Tejada, P.J.1    Miller, J.R.2    Mohammed, G.H.3    Noland, T.L.4    Sampson, P.H.5
  • 2
    • 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
  • 3
    • 78249240584 scopus 로고    scopus 로고
    • Quantum yield of non-regulated energy dissipation in PSII (Y(NO)) for early detection of leaf rust (Puccinia triticina) infection in susceptible and resistant wheat (Triticum aestivum L.) cultivars
    • Bürling, K.; Hunsche, M.; Noga, G. Quantum yield of non-regulated energy dissipation in PSII (Y(NO)) for early detection of leaf rust (Puccinia triticina) infection in susceptible and resistant wheat (Triticum aestivum L.) cultivars. Precis. Agric. 2010, 11, 703-716.
    • (2010) Precis. Agric. , vol.11 , pp. 703-716
    • Bürling, K.1    Hunsche, M.2    Noga, G.3
  • 5
    • 0021230443 scopus 로고
    • Laser-induced fluorescence of green plants. 1: A technique for the remote detection of plant stress and species differentiation
    • Chappelle, E.W.; Wood, F.M., Jr.; McMurtrey, J.E., III; Newcomb, W.W. Laser-induced fluorescence of green plants. 1: A technique for the remote detection of plant stress and species differentiation. Appl. Opt. 1984, 23, 134-138.
    • (1984) Appl. Opt. , vol.23 , pp. 134-138
    • Chappelle, E.W.1    Wood Jr., F.M.2    McMurtrey, J.E.3    Newcomb, W.W.4
  • 6
    • 0021127135 scopus 로고
    • Laser-induced fluorescence of green plants. 2: LIF caused by nutrient deficiencies in corn
    • Chappelle, E.W.; McMurtrey, J.E., III; Wood, F.M., Jr.; Newcomb, W.W. Laser-induced fluorescence of green plants. 2: LIF caused by nutrient deficiencies in corn. Appl. Opt. 1984, 23, 139-142.
    • (1984) Appl. Opt. , vol.23 , pp. 139-142
    • Chappelle, E.W.1    McMurtrey, J.E.2    Wood Jr., F.M.3    Newcomb, W.W.4
  • 7
    • 0002370588 scopus 로고    scopus 로고
    • Vegetation stress: An introduction to the stress concept in plants
    • Lichtenthaler, H.K. Vegetation stress: An introduction to the stress concept in plants. J. Plant. Physiol. 1996, 148, 4-14.
    • (1996) J. Plant. Physiol. , vol.148 , pp. 4-14
    • Lichtenthaler, H.K.1
  • 9
    • 84878114932 scopus 로고    scopus 로고
    • Physiological response of sugar beet (Beta vulgaris) genotypes to a temporary water deficit, as evaluated with a multiparameter fluorescence sensor
    • Leufen, G.; Noga, G.; Hunsche, M. Physiological response of sugar beet (Beta vulgaris) genotypes to a temporary water deficit, as evaluated with a multiparameter fluorescence sensor. Acta. Physiol. Plant. 2013, 35, 1763-1774.
    • (2013) Acta. Physiol. Plant. , vol.35 , pp. 1763-1774
    • Leufen, G.1    Noga, G.2    Hunsche, M.3
  • 10
    • 34547659400 scopus 로고    scopus 로고
    • Variability and application of the chlorophyll fluorescence emission ratio red/ far-red of leaves
    • Buschmann, C. Variability and application of the chlorophyll fluorescence emission ratio red/ far-red of leaves. Photosynth. Res. 2007, 92, 261-271.
    • (2007) Photosynth. Res. , vol.92 , pp. 261-271
    • Buschmann, C.1
  • 11
    • 84893344617 scopus 로고    scopus 로고
    • Multiplex: A New Diagnostic Tool for Management of Nitrogen Fertilization of Turfgrass
    • In Proceedings of the 10th International Conference on Precision Agriculture, Denver, CO, USA, 18-21 July 2010
    • Lejealle, S.; Evain, S.; Cerovic, Z.G. Multiplex: A New Diagnostic Tool for Management of Nitrogen Fertilization of Turfgrass, In Proceedings of the 10th International Conference on Precision Agriculture, Denver, CO, USA, 18-21 July 2010.
    • Lejealle, S.1    Evain, S.2    Cerovic, Z.G.3
  • 12
    • 26444532888 scopus 로고    scopus 로고
    • Light Adaptation and Senescence of the Photosynthetic Apparatus. Changes in Pigment Composition, Chlorophyll Fluorescence Parameters and Photosynthetic Activity
    • Papageorgiou, G.C., Govindjee, Eds.; Springer: Dordrecht, The Netherlands
    • Lichtenthaler, H.K.; Babani, F. Light Adaptation and Senescence of the Photosynthetic Apparatus. Changes in Pigment Composition, Chlorophyll Fluorescence Parameters and Photosynthetic Activity. In Chlorophyll a Fluorescence: A Signature of Photosynthesis; Papageorgiou, G.C., Govindjee, Eds.; Springer: Dordrecht, The Netherlands, 2004; Volume 19, pp. 713-736.
    • (2004) Chlorophyll a Fluorescence: A Signature of Photosynthesis , vol.19 , pp. 713-736
    • Lichtenthaler, H.K.1    Babani, F.2
  • 13
    • 0000392790 scopus 로고
    • The role of chlorophyll fluorescence in the detection of stress conditions in plants
    • Lichtenthaler, H.K.; Rinderle, U. The role of chlorophyll fluorescence in the detection of stress conditions in plants. CRC Crit. Rev. Anal. Chem. 1988, 19, S29-S85.
    • (1988) CRC Crit. Rev. Anal. Chem. , vol.19
    • Lichtenthaler, H.K.1    Rinderle, U.2
  • 14
    • 0031898664 scopus 로고    scopus 로고
    • Leaf chlorophyll fluorescence corrected for re-absorption by means of absorption and reflectance measurements
    • Gitelson, A.A.; Buschmann, C.; Lichtenthaler, H.K. Leaf chlorophyll fluorescence corrected for re-absorption by means of absorption and reflectance measurements. J. Plant. Physiol. 1998, 152, 283-296.
    • (1998) J. Plant. Physiol. , vol.152 , pp. 283-296
    • Gitelson, A.A.1    Buschmann, C.2    Lichtenthaler, H.K.3
  • 15
    • 0030864962 scopus 로고    scopus 로고
    • Fluorescence imaging as a diagnostic tool for plant stress
    • Lichtenthaler, H.K.; Miehé, J.A. Fluorescence imaging as a diagnostic tool for plant stress. Trend. Plant. Sci. 1997, 2, 316-320.
    • (1997) Trend. Plant. Sci. , vol.2 , pp. 316-320
    • Lichtenthaler, H.K.1    Miehé, J.A.2
  • 16
    • 0033199315 scopus 로고    scopus 로고
    • The chlorophyll fluorescence ratio F735/F700 as an accurate measure of the chlorophyll content in plants
    • Gitelson, A.A.; Buschmann, C.; Lichtenthaler, H.K. The chlorophyll fluorescence ratio F735/F700 as an accurate measure of the chlorophyll content in plants. Remote Sens. Environ. 1999, 69, 296-302.
    • (1999) Remote Sens. Environ. , vol.69 , pp. 296-302
    • Gitelson, A.A.1    Buschmann, C.2    Lichtenthaler, H.K.3
  • 17
    • 0029787928 scopus 로고    scopus 로고
    • Light-induced and age-dependent development of chloroplasts in etiolated barley leaves as visualized by determination of photosynthetic pigments, CO2 assimilation rates and different kinds of chlorophyll fluorescence ratios
    • Babani, F.; Lichtenthaler, H.K. Light-induced and age-dependent development of chloroplasts in etiolated barley leaves as visualized by determination of photosynthetic pigments, CO2 assimilation rates and different kinds of chlorophyll fluorescence ratios. J. Plant. Physiol. 1996, 148, 555-566.
    • (1996) J. Plant. Physiol. , vol.148 , pp. 555-566
    • Babani, F.1    Lichtenthaler, H.K.2
  • 18
    • 26444522224 scopus 로고    scopus 로고
    • Chlorophyll fluorescence imaging of photosynthetic activity with the flash-lamp fluorescence imaging system
    • Lichtenthaler, H.K.; Langsdorf, G.; Lenk, S.; Buschmann, C. Chlorophyll fluorescence imaging of photosynthetic activity with the flash-lamp fluorescence imaging system. Photosynthetica 2005, 43, 355-369.
    • (2005) Photosynthetica , vol.43 , pp. 355-369
    • Lichtenthaler, H.K.1    Langsdorf, G.2    Lenk, S.3    Buschmann, C.4
  • 22
    • 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.; Schjoerring, J.K. Reflectance measurement of canopy biomass and nitrogen status in wheat crops using normalized difference vegetation indices and partial least squares regression. Remote Sens. Environ. 2003, 86, 542-553.
    • (2003) Remote Sens. Environ. , vol.86 , pp. 542-553
    • Hansen, P.M.1    Schjoerring, J.K.2
  • 23
    • 77955054225 scopus 로고    scopus 로고
    • Comparative analysis of three chemometric techniques for the spectroradiometric assessment of canopy chlorophyll content in winter wheat
    • Atzberger, C.; Guérif, M.; Baret, F.; Werner, W. Comparative analysis of three chemometric techniques for the spectroradiometric assessment of canopy chlorophyll content in winter wheat. Comput. Electron. Agric. 2010, 73, 165-173.
    • (2010) Comput. Electron. Agric. , vol.73 , pp. 165-173
    • Atzberger, C.1    Guérif, M.2    Baret, F.3    Werner, W.4
  • 24
    • 77956187688 scopus 로고    scopus 로고
    • Automatic sorting of Chinese jujube (Zizyphus jujuba Mill. cv. 'hongxing') using chlorophyll fluorescence and support vector machine
    • Zheng, H.; Lu, H.; Zheng, Y.; Lou, H.; Chen, C. Automatic sorting of Chinese jujube (Zizyphus jujuba Mill. cv. 'hongxing') using chlorophyll fluorescence and support vector machine. J. Food Eng. 2010, 101, 402-408.
    • (2010) J. Food Eng. , vol.101 , pp. 402-408
    • Zheng, H.1    Lu, H.2    Zheng, Y.3    Lou, H.4    Chen, C.5
  • 26
    • 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. Agric. 2011, 79, 180-188.
    • (2011) Comput. Electron. Agric. , vol.79 , pp. 180-188
    • Römer, C.1    Bürling, K.2    Hunsche, M.3    Rumpf, T.4    Noga, G.5    Plümer, L.6
  • 27
    • 33846939265 scopus 로고    scopus 로고
    • Support vector machines regression for retrieval of leaf area index from multiangle imaging spectroradiometer
    • Durbha, S.S.; King, R.L.; Younan, N.H. Support vector machines regression for retrieval of leaf area index from multiangle imaging spectroradiometer. Remote Sens. Environ. 2007, 107, 348-361.
    • (2007) Remote Sens. Environ. , vol.107 , pp. 348-361
    • Durbha, S.S.1    King, R.L.2    Younan, N.H.3
  • 28
    • 82455210869 scopus 로고    scopus 로고
    • A novel support vector regression model to estimate the phycocyanin concentration in turbid inland waters from hyperspectral reflectance
    • Sun, D.; Li, Y.; Wang, Q.; Le, C.; Lv, H.; Huang, C.; Gong, S. A novel support vector regression model to estimate the phycocyanin concentration in turbid inland waters from hyperspectral reflectance. Hydrobiologia 2012, 680, 199-217.
    • (2012) Hydrobiologia , vol.680 , pp. 199-217
    • Sun, D.1    Li, Y.2    Wang, Q.3    Le, C.4    Lv, H.5    Huang, C.6    Gong, S.7
  • 30
    • 79960300577 scopus 로고    scopus 로고
    • Use of blue-green and chlorophyll fluorescence measurements for differentiation between nitrogen deficiency and pathogen infection in winter wheat
    • Bürling, K.; Hunsche, M.; Noga, G. Use of blue-green and chlorophyll fluorescence measurements for differentiation between nitrogen deficiency and pathogen infection in winter wheat. J. Plant. Physiol. 2011, 168, 1641-1648.
    • (2011) J. Plant. Physiol. , vol.168 , pp. 1641-1648
    • Bürling, K.1    Hunsche, M.2    Noga, G.3
  • 31
    • 84863126182 scopus 로고    scopus 로고
    • A first comparison of Multiplex® for the assessment of corn nitrogen status
    • Zhang, Y.; Tremblay, N.; Zhu, J. A first comparison of Multiplex® for the assessment of corn nitrogen status. J. Food. Agric. Environ. 2012, 10, 1008-1016.
    • (2012) J. Food. Agric. Environ. , vol.10 , pp. 1008-1016
    • Zhang, Y.1    Tremblay, N.2    Zhu, J.3
  • 32
    • 84869867057 scopus 로고    scopus 로고
    • Fluorescence-based versus reflectance proximal sensing of nitrogen content in Paspalum vaginatum and Zoysia matrella turfgrasses
    • Agati, G.; Foschi, L.; Grossi, N.; Guglielminetti, L.; Cerovic, Z.G.; Volterrani, M. Fluorescence-based versus reflectance proximal sensing of nitrogen content in Paspalum vaginatum and Zoysia matrella turfgrasses. Eur. J. Agron. 2013, 45, 39-51.
    • (2013) Eur. J. Agron. , vol.45 , pp. 39-51
    • Agati, G.1    Foschi, L.2    Grossi, N.3    Guglielminetti, L.4    Cerovic, Z.G.5    Volterrani, M.6
  • 33
    • 50949134160 scopus 로고    scopus 로고
    • New portable optical sensors for the assessment of winegrape phenolic maturity based on berry fluorescence
    • Cerovic, Z.G.; Moise, N.; Agati, G.; Latouche, G.; Ben Ghozlen, N.; Meyer, S. New portable optical sensors for the assessment of winegrape phenolic maturity based on berry fluorescence. J. Food Compos. Anal. 2008, 21, 650-654.
    • (2008) J. Food Compos. Anal. , vol.21 , pp. 650-654
    • Cerovic, Z.G.1    Moise, N.2    Agati, G.3    Latouche, G.4    Ben Ghozlen, N.5    Meyer, S.6
  • 34
    • 0031946164 scopus 로고    scopus 로고
    • Principles and characteristics of multi-colour fluorescence imaging of plants
    • Buschmann, C.; Lichtenthaler, H.K. Principles and characteristics of multi-colour fluorescence imaging of plants. J. Plant. Physiol. 1998, 152, 297-314.
    • (1998) J. Plant. Physiol. , vol.152 , pp. 297-314
    • Buschmann, C.1    Lichtenthaler, H.K.2
  • 37
    • 0034476907 scopus 로고    scopus 로고
    • Chlorophyll fluorescence effects on vegetation apparent reflectance: II. Laboratory and airborne canopy-level measurements with hyperspectral data
    • Zarco-Tejada, P.J.; Miller, J.R.; Mohammed, G.H.; Noland, T.L.; Sampson, P.H. Chlorophyll fluorescence effects on vegetation apparent reflectance: II. Laboratory and airborne canopy-level measurements with hyperspectral data. Remote Sens. Environ. 2000, 74, 596-608.
    • (2000) Remote Sens. Environ. , vol.74 , pp. 596-608
    • Zarco-Tejada, P.J.1    Miller, J.R.2    Mohammed, G.H.3    Noland, T.L.4    Sampson, P.H.5
  • 40
    • 84865003674 scopus 로고    scopus 로고
    • Estimating canopy nitrogen concentration in sugarcane using field imaging spectroscopy
    • Miphokasap, P.; Honda, K.; Vaiphasa, C.; Souris, M.; Nagai, M. Estimating canopy nitrogen concentration in sugarcane using field imaging spectroscopy. Remote Sens. 2012, 4, 1651-1670.
    • (2012) Remote Sens. , vol.4 , pp. 1651-1670
    • Miphokasap, P.1    Honda, K.2    Vaiphasa, C.3    Souris, M.4    Nagai, M.5
  • 41
    • 84871052497 scopus 로고    scopus 로고
    • Non-destructive optical monitoring of grape maturation by proximal sensing
    • Ben Ghozlen, N.; Cerovic, Z.G.; Germain, C.; Toutain, S.; Latouche, G. Non-destructive optical monitoring of grape maturation by proximal sensing. Sensors 2010, 10, 10040-10068.
    • (2010) Sensors , vol.10 , pp. 10040-10068
    • Ben Ghozlen, N.1    Cerovic, Z.G.2    Germain, C.3    Toutain, S.4    Latouche, G.5
  • 43
    • 0032317096 scopus 로고    scopus 로고
    • Quantifying chlorophylls and carotenoids at leaf and canopy scales: An evaluation of some hyperspectral approaches
    • Blackburn, G.A. Quantifying chlorophylls and carotenoids at leaf and canopy scales: An evaluation of some hyperspectral approaches. Remote Sens. Environ. 1998, 66, 273-285.
    • (1998) Remote Sens. Environ. , vol.66 , pp. 273-285
    • Blackburn, G.A.1
  • 44
    • 0035390984 scopus 로고    scopus 로고
    • Scaling-up and model inversion methods with narrowband optical indices for chlorophyll content estimation in closed forest canopies with hyperspectral data
    • Zarco-Tejada, P.J.; Miller, J.R.; Noland, T.L.; Mohammed, G.H.; Sampson, P.H. Scaling-up and model inversion methods with narrowband 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    Noland, T.L.3    Mohammed, G.H.4    Sampson, P.H.5
  • 46
    • 0026451960 scopus 로고
    • A narrow-waveband spectral index that tracks diurnal changes in photosynthetic efficiency
    • Gamon, J.A.; Peñuelas, J.; Field, C.B. A narrow-waveband 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
  • 48
    • 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, 81, 416-426.
    • (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
  • 49
    • 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
  • 51
    • 0001098205 scopus 로고
    • Estimation of Principal Components and Related Models by Iterative Least Squares
    • Krishnaiaah, P.R., Ed; Academic Press: New York, NY, USA
    • Wold, H. Estimation of Principal Components and Related Models by Iterative Least Squares. In Multivariate Analysis, Krishnaiaah, P.R., Ed; Academic Press: New York, NY, USA, 1966; pp. 391-420.
    • (1966) In Multivariate Analysis , pp. 391-420
    • Wold, H.1
  • 52
    • 1642406255 scopus 로고    scopus 로고
    • Personal memories of the early PLS development
    • Wold, S. Personal memories of the early PLS development. Chemometr. Intell. Lab. Syst. 2001, 58, 83-84.
    • (2001) Chemometr. Intell. Lab. Syst. , vol.58 , pp. 83-84
    • Wold, S.1
  • 54
    • 33745819990 scopus 로고    scopus 로고
    • Overview and Recent Advances in Partial Least Squares
    • C., Grobelnik, M., Gunn, S., Shawe-Taylor, J., Eds.; Springer-Verlag: Berlin, Germany
    • Rosipal, R.; Krämer, N. Overview and Recent Advances in Partial Least Squares. In Subspace, Latent Structure and Feature Selection, Saunders; C., Grobelnik, M., Gunn, S., Shawe-Taylor, J., Eds.; Springer-Verlag: Berlin, Germany, 2006; Volume 3940, pp. 34-51.
    • (2006) Subspace, Latent Structure and Feature Selection, Saunders , vol.3940 , pp. 34-51
    • Rosipal, R.1    Krämer, N.2
  • 55
    • 63549149056 scopus 로고    scopus 로고
    • SAS Institute Inc., SAS Institute Inc.: Cary, NC, USA
    • SAS Institute Inc. SAS/STAT® 9.2 User's Guide; SAS Institute Inc.: Cary, NC, USA, 2008.
    • (2008) SAS/STAT® 9.2 User's Guide
  • 56
    • 0024034712 scopus 로고
    • Thomas, E. V. Partial least-squares methods for spectral analyses. 1. Relation to other quantitative calibration methods and the extraction of qualitative information
    • Haaland, D.M.; Thomas, E.V. Partial least-squares methods for spectral analyses. 1. Relation to other quantitative calibration methods and the extraction of qualitative information. Anal. Chem. 1988, 60, 1193-1202.
    • (1988) Anal. Chem. , vol.60 , pp. 1193-1202
    • Haaland, D.M.1
  • 57
    • 0027943145 scopus 로고
    • Comparing the predictive accuracy of models using a simple randomization test
    • Van der Voet, H. Comparing the predictive accuracy of models using a simple randomization test. Chemometr. Intell. Lab. Syst. 1994, 25, 313-323.
    • (1994) Chemometr. Intell. Lab. Syst. , vol.25 , pp. 313-323
    • Van der Voet, H.1
  • 58
    • 4043137356 scopus 로고    scopus 로고
    • A tutorial on support vector regression
    • Smola, A.J.; Schölkopf, B. A tutorial on support vector regression. Stat. Comput. 2004, 14, 199-222.
    • (2004) Stat. Comput. , vol.14 , pp. 199-222
    • Smola, A.J.1    Schölkopf, B.2
  • 60
    • 79955702502 scopus 로고    scopus 로고
    • LIBSVM: A library for support vector machines
    • Chang, C.; Lin, C. LIBSVM: A library for support vector machines. ACM Trans. Intell. Syst. Technol. 2011, 2, 1-27.
    • (2011) ACM Trans. Intell. Syst. Technol. , vol.2 , pp. 1-27
    • Chang, C.1    Lin, C.2
  • 61
    • 0035050205 scopus 로고    scopus 로고
    • Dual-excitation FLIDAR for the estimation of epidermal UV absorption in leaves and canopies
    • Ounis, A.; Cerovic, Z.G.; Briantais, J.M.; Moya, I. Dual-excitation FLIDAR for the estimation of epidermal UV absorption in leaves and canopies. Remote Sens. Environ. 2001, 76, 33-48.
    • (2001) Remote Sens. Environ. , vol.76 , pp. 33-48
    • Ounis, A.1    Cerovic, Z.G.2    Briantais, J.M.3    Moya, I.4
  • 62
    • 0029810645 scopus 로고    scopus 로고
    • Detection of nutrient deficiencies of maize by laser induced fluorescence imaging
    • Heisel, F.; Sowinska, M.; Miehé, J.A.; Lang, M.; Lichtenthaler, H.K. Detection of nutrient deficiencies of maize by laser induced fluorescence imaging. J. Plant. Physiol. 1996, 148, 622-631.
    • (1996) J. Plant. Physiol. , vol.148 , pp. 622-631
    • Heisel, F.1    Sowinska, M.2    Miehé, J.A.3    Lang, M.4    Lichtenthaler, H.K.5
  • 63
    • 14744273007 scopus 로고    scopus 로고
    • Nondestructive evaluation of anthocyanins in Olive (Olea europaea) fruits by in situ chlorophyll fluorescence spectroscopy
    • Agati, G.; Pinelli, P.; Cortes Ebner, S.; Romani, A.; Cartelat, A.; Cerovic, Z.G. Nondestructive evaluation of anthocyanins in Olive (Olea europaea) fruits by in situ chlorophyll fluorescence spectroscopy. J. Agric. Food Chem. 2005, 53, 1354-1363.
    • (2005) J. Agric. Food Chem. , vol.53 , pp. 1354-1363
    • Agati, G.1    Pinelli, P.2    Cortes Ebner, S.3    Romani, A.4    Cartelat, A.5    Cerovic, Z.G.6
  • 64
    • 4944228528 scopus 로고    scopus 로고
    • A Practical Guide to Support Vector Classification
    • Available online, (accessed on 1 November 2013)
    • Hsu, C.W.; Chang, C.C.; Lin, C.J. A Practical Guide to Support Vector Classification. Available online: http://www.csie.ntu.edu.tw/~cjlin/papers/guide/guide.pdf (accessed on 1 November 2013).
    • Hsu, C.W.1    Chang, C.C.2    Lin, C.J.3
  • 66
    • 38949118597 scopus 로고    scopus 로고
    • Prediction of enological parameters and discrimination of rice wine age using least-squares support vector machines and near infrared spectroscopy
    • Yu, H.; Lin, H.; Xu, H.; Ying, Y.; Li, B.; Pan, X. Prediction of enological parameters and discrimination of rice wine age using least-squares support vector machines and near infrared spectroscopy. J. Agric. Food Chem. 2008, 56, 307-313.
    • (2008) J. Agric. Food Chem. , vol.56 , pp. 307-313
    • Yu, H.1    Lin, H.2    Xu, H.3    Ying, Y.4    Li, B.5    Pan, X.6
  • 67
    • 33748938764 scopus 로고    scopus 로고
    • Least-squares support vector machines and near infrared spectroscopy for quantification of common adulterants in powdered milk
    • Borin, A.; Ferrão, M.F.; Mello, C.; Maretto, D.A.; Poppi, R.J. Least-squares support vector machines and near infrared spectroscopy for quantification of common adulterants in powdered milk. Anal. Chim. Acta. 2006, 579, 25-32.
    • (2006) Anal. Chim. Acta , vol.579 , pp. 25-32
    • Borin, A.1    Ferrão, M.F.2    Mello, C.3    Maretto, D.A.4    Poppi, R.J.5


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.