메뉴 건너뛰기




Volumn 7, Issue 9, 2014, Pages 3764-3772

Using Boruta-selected spectroscopic wavebands for the asymptomatic detection of fusarium circinatum stress

Author keywords

Boruta; feature selection; hyperspectral; random forest (RF); remote sensing

Indexed keywords

REMOTE SENSING;

EID: 84910048992     PISSN: 19391404     EISSN: 21511535     Source Type: Journal    
DOI: 10.1109/JSTARS.2014.2329763     Document Type: Article
Times cited : (25)

References (67)
  • 1
    • 83055172593 scopus 로고    scopus 로고
    • Seed diseases and seedborne pathogens of North America
    • M. M. Cram and S. W. Fraedrich, "Seed diseases and seedborne pathogens of North America," Tree Planters' Notes, vol. 53, pp. 35-44, 2009.
    • (2009) Tree Planters' Notes , vol.53 , pp. 35-44
    • Cram, M.M.1    Fraedrich, S.W.2
  • 2
    • 45149135305 scopus 로고    scopus 로고
    • Pitch canker caused by Fusarium circinatum-A growing threat to pine plantations and forests worldwide
    • M. J. Wingfield et al., "Pitch canker caused by Fusarium circinatum-A growing threat to pine plantations and forests worldwide," Australas. Plant Pathol., vol. 37, pp. 319-334, 2008.
    • (2008) Australas. Plant Pathol. , vol.37 , pp. 319-334
    • Wingfield, M.J.1
  • 4
    • 33847234346 scopus 로고    scopus 로고
    • Testing of selected South African Pinus hybrids and families for tolerance to the pitch canker pathogen, Fusarium circinatum
    • J. Roux et al., "Testing of selected South African Pinus hybrids and families for tolerance to the pitch canker pathogen, Fusarium circinatum," New Forests, vol. 33, pp. 109-123, 2007.
    • (2007) New Forests , vol.33 , pp. 109-123
    • Roux, J.1
  • 5
    • 63449125877 scopus 로고    scopus 로고
    • Susceptibility of South African native conifers to the pitch canker pathogen, Fusarium circinatum
    • B. Porter, M. J. Wingfield, and T. A. Coutinho, "Susceptibility of South African native conifers to the pitch canker pathogen, Fusarium circinatum," S. Afr. J. Bot., vol. 75, pp. 380-382, 2009.
    • (2009) S. Afr. J. Bot. , vol.75 , pp. 380-382
    • Porter, B.1    Wingfield, M.J.2    Coutinho, T.A.3
  • 6
    • 0031761981 scopus 로고    scopus 로고
    • Association of the pitch canker fungus, Fusarium circinatum f sp pini, with Monterey pine seeds and seedlings in California
    • A. J. Storer, T. R. Gordon, and S. L. Clark, "Association of the pitch canker fungus, Fusarium circinatum f.sp. pini, with Monterey pine seeds and seedlings in California," Plant Pathol., vol. 47, pp. 649-656, 1998.
    • (1998) Plant Pathol. , vol.47 , pp. 649-656
    • Storer, A.J.1    Gordon, T.R.2    Clark, S.L.3
  • 9
    • 4644270221 scopus 로고    scopus 로고
    • Automatic detection of ?yellow rust' in wheat using reflectance measurements and neural networks
    • D. Moshou et al., "Automatic detection of ?yellow rust' in wheat using reflectance measurements and neural networks," Comput. Electron. Agric., vol. 44, pp. 173-188, 2004.
    • (2004) Comput. Electron. Agric. , vol.44 , pp. 173-188
    • Moshou, D.1
  • 10
    • 78049250827 scopus 로고    scopus 로고
    • Diagnosis of bacterial spot of tomato using spectral signatures
    • C. D. Jones, J. B. Jones, and W. S. Lee, "Diagnosis of bacterial spot of tomato using spectral signatures," Comput. Electron. Agric., vol. 74, pp. 329-335, 2010.
    • (2010) Comput. Electron. Agric. , vol.74 , pp. 329-335
    • Jones, C.D.1    Jones, J.B.2    Lee, W.S.3
  • 11
    • 0348071819 scopus 로고
    • Reflectance, colour, and histological features as parameters for the early assessment of forest damages
    • E. Hoque, P. J. S. Hutzler, and H. Hiendl, "Reflectance, colour, and histological features as parameters for the early assessment of forest damages," Can. J. Remote Sens., vol. 18, pp. 104-110, 1992.
    • (1992) Can. J. Remote Sens. , vol.18 , pp. 104-110
    • Hoque, E.1    Hutzler, P.J.S.2    Hiendl, H.3
  • 12
    • 21244463908 scopus 로고    scopus 로고
    • Assessing hemlock decline using visible and near-infrared spectroscopy: Indices comparison and algorithm development
    • J. Pontius, R. Hallett, and M. Martin, "Assessing hemlock decline using visible and near-infrared spectroscopy: Indices comparison and algorithm development," Appl. Spectrosc., vol. 59, pp. 836-843, 2005.
    • (2005) Appl. Spectrosc. , vol.59 , pp. 836-843
    • Pontius, J.1    Hallett, R.2    Martin, M.3
  • 13
    • 2942608566 scopus 로고    scopus 로고
    • Spectral reflectance characteristics of Pinus radiata needles affected by dothistroma needle blight
    • C. Stone, L. A. Chisholm, and S. McDonald, "Spectral reflectance characteristics of Pinus radiata needles affected by dothistroma needle blight," Can. J. Bot., vol. 81, pp. 560-569, 2003.
    • (2003) Can. J. Bot. , vol.81 , pp. 560-569
    • Stone, C.1    Chisholm, L.A.2    McDonald, S.3
  • 14
    • 0242658547 scopus 로고    scopus 로고
    • The potential of optical canopy measurement for targeted control of field crop diseases
    • J. S. West et al., "The potential of optical canopy measurement for targeted control of field crop diseases," Annu. Rev. Phytopathol., vol. 41, pp. 593-614, 2003.
    • (2003) Annu. Rev. Phytopathol. , vol.41 , pp. 593-614
    • West, J.S.1
  • 15
    • 0028669120 scopus 로고
    • Early detection of plant stress by digital imaging within narrow stress-sensitive wavebands
    • G. A. Carter and R. L. Miller, "Early detection of plant stress by digital imaging within narrow stress-sensitive wavebands," Remote Sens. Environ., vol. 50, pp. 295-302, 1994.
    • (1994) Remote Sens. Environ. , vol.50 , pp. 295-302
    • Carter, G.A.1    Miller, R.L.2
  • 16
    • 0031851166 scopus 로고    scopus 로고
    • The stress concept in plants: An introduction
    • H. K. Lichtenthaler, "The stress concept in plants: An introduction," Ann. N. Y. Acad. Sci., vol. 851, pp. 187-198, 1998.
    • (1998) Ann. N. Y. Acad. Sci. , vol.851 , pp. 187-198
    • Lichtenthaler, H.K.1
  • 17
    • 33847670227 scopus 로고    scopus 로고
    • Monitoring and screening plant populations with combined thermal and chlorophyll fluorescence imaging
    • L. Chaerle, I. Leinonen, H. G. Jones, and D. van Der Straeten, "Monitoring and screening plant populations with combined thermal and chlorophyll fluorescence imaging," J. Exp. Bot., vol. 58, pp. 773-784, 2007.
    • (2007) J. Exp. Bot. , vol.58 , pp. 773-784
    • Chaerle, L.1    Leinonen, I.2    Jones, H.G.3    Straeten Der D.Van4
  • 18
    • 84856610548 scopus 로고    scopus 로고
    • Recent advances in sensing plant diseases for precision crop protection
    • A.-K. Mahlein, E.-C. Oerke, U. Steiner, and H.-W. Dehne, "Recent advances in sensing plant diseases for precision crop protection," Eur. J. Plant Pathol., vol. 133, pp. 197-209, 2012.
    • (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
  • 19
    • 0000260873 scopus 로고    scopus 로고
    • Leaf optical properties in higher plants: Linking spectral characteristics to stress and chlorophyll concentration
    • G. A. Carter and A. K. Knapp, "Leaf optical properties in higher plants: Linking spectral characteristics to stress and chlorophyll concentration," Amer. J. Bot., vol. 88, pp. 677-684, 2001.
    • (2001) Amer. J. Bot. , vol.88 , pp. 677-684
    • Carter, G.A.1    Knapp, A.K.2
  • 20
    • 8344219710 scopus 로고    scopus 로고
    • Narrowband vegetation indexes and detection of disease damage in soybeans
    • Oct.
    • B. J. Vigier, E. Pattey, and I. B. Strachan, "Narrowband vegetation indexes and detection of disease damage in soybeans," IEEE Geosci. Remote Sens. Lett., vol. 1, no. 4, pp. 255-259, Oct. 2004.
    • (2004) IEEE Geosci. Remote Sens. Lett. , vol.1 , Issue.4 , pp. 255-259
    • Vigier, B.J.1    Pattey, E.2    Strachan, I.B.3
  • 21
    • 68949127055 scopus 로고    scopus 로고
    • Imaging spectroscopy (hyperspectral remote sensing) in southern Africa: An overview
    • O. Mutanga, J. van Aardt, and L. Kumar, "Imaging spectroscopy (hyperspectral remote sensing) in southern Africa: An overview," S. Afr. J. Sci., vol. 105, pp. 193-198, 2009.
    • (2009) S. Afr. J. Sci. , vol.105 , pp. 193-198
    • Mutanga, O.1    Van Aardt, J.2    Kumar, L.3
  • 23
    • 77950515899 scopus 로고    scopus 로고
    • A review of advanced techniques for detecting plant diseases
    • S. Sankaran, A. Mishra, R. Ehsani, and C. Davis, "A review of advanced techniques for detecting plant diseases," Comput. Electron. Agric., vol. 72, pp. 1-13, 2010.
    • (2010) Comput. Electron. Agric. , vol.72 , pp. 1-13
    • Sankaran, S.1    Mishra, A.2    Ehsani, R.3    Davis, C.4
  • 24
    • 34249099341 scopus 로고    scopus 로고
    • Detection of biotic stress (Venturia inaequalis) in apple trees using hyperspectral data: Non-parametric statistical; Approaches and physiological implications
    • S. Delalieux, J. van Aardt, W. Keulemnas, E. Schrevens, and P. Coppin, "Detection of biotic stress (Venturia inaequalis) in apple trees using hyperspectral data: Non-parametric statistical; approaches and physiological implications," Eur. J. Agron., vol. 27, pp. 130-143, 2007.
    • (2007) Eur. J. Agron. , vol.27 , pp. 130-143
    • Delalieux, S.1    Van Aardt, J.2    Keulemnas, W.3    Schrevens, E.4    Coppin, P.5
  • 26
    • 77951295936 scopus 로고    scopus 로고
    • Feature selection for classification of hyperspectral data by SVM
    • May
    • M. Pal and G. M. Foody, "Feature selection for classification of hyperspectral data by SVM," IEEE Trans. Geosci. Remote Sens., vol. 48, no. 5, pp. 2297-2307, May 2010.
    • (2010) IEEE Trans. Geosci. Remote Sens. , vol.48 , Issue.5 , pp. 2297-2307
    • Pal, M.1    Foody, G.M.2
  • 27
    • 79957643015 scopus 로고    scopus 로고
    • Robust hyperspectral classification using relevance vector machine
    • Jun.
    • F. A. Mianji and Y. Zhang, "Robust hyperspectral classification using relevance vector machine," IEEE Trans. Geosci. Remote Sens., vol. 49, no. 6, pp. 2100-2112, Jun. 2011.
    • (2011) IEEE Trans. Geosci. Remote Sens. , vol.49 , Issue.6 , pp. 2100-2112
    • Mianji, F.A.1    Zhang, Y.2
  • 28
    • 77957741951 scopus 로고
    • On the mean accuracy of statistical pattern recognizers
    • Jan.
    • G. F. Hughes, "On the mean accuracy of statistical pattern recognizers," IEEE Trans. Inf. Theory, vol. 14, no. 1, pp. 55-63, Jan. 1968.
    • (1968) IEEE Trans. Inf. Theory , vol.14 , Issue.1 , pp. 55-63
    • Hughes, G.F.1
  • 29
    • 84871787788 scopus 로고    scopus 로고
    • A new variable selection approach using random forests
    • A. Hapfelmeier and K. Ulm, "A new variable selection approach using random forests," Comput. Statist. Data Anal., vol. 60, pp. 50-69, 2013.
    • (2013) Comput. Statist. Data Anal. , vol.60 , pp. 50-69
    • Hapfelmeier, A.1    Ulm, K.2
  • 31
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • L. Breiman, "Random forests," Mach. Learn., vol. 45, pp. 5-32, 2001.
    • (2001) Mach. Learn. , vol.45 , pp. 5-32
    • Breiman, L.1
  • 32
    • 75349103549 scopus 로고    scopus 로고
    • A comparison of regression tree ensembles: Predicting Sirex noctilio induced water stress in Pinus patula forests of KwaZulu-Natal, South Africa
    • R. Ismail and O. Mutanga, "A comparison of regression tree ensembles: Predicting Sirex noctilio induced water stress in Pinus patula forests of KwaZulu-Natal, South Africa," Int. J. Appl. Earth Observ. Geoinf., vol. 125, pp. S45-S51, 2010.
    • (2010) Int. J. Appl. Earth Observ. Geoinf. , vol.125 , pp. S45-S51
    • Ismail, R.1    Mutanga, O.2
  • 33
    • 80051776645 scopus 로고    scopus 로고
    • Discriminating the early stages of Sirex noctilio infestation using classification tree ensembles and shortwave infrared bands
    • R. Ismail and O. Mutanga, "Discriminating the early stages of Sirex noctilio infestation using classification tree ensembles and shortwave infrared bands," Int. J. Remote Sens., vol. 32, pp. 4249-4266, 2011.
    • (2011) Int. J. Remote Sens. , vol.32 , pp. 4249-4266
    • Ismail, R.1    Mutanga, O.2
  • 34
    • 84860701629 scopus 로고    scopus 로고
    • Analysis of a random forests model
    • G. Biau, "Analysis of a random forests model," J. Mach. Learn. Res., vol. 13, pp. 1063-1095, 2012.
    • (2012) J. Mach. Learn. Res. , vol.13 , pp. 1063-1095
    • Biau, G.1
  • 35
    • 82155171319 scopus 로고    scopus 로고
    • Discriminating the papyrus vegetation (Cyperus papyrus L.) and its co-existent species using random forest and hyperspectral data resampled toHYMAP
    • E. M. Adam, O. Mutanga, D. Rugege, and R. Ismail, "Discriminating the papyrus vegetation (Cyperus papyrus L.) and its co-existent species using random forest and hyperspectral data resampled toHYMAP," Int. J. Remote Sens., vol. 33, pp. 552-569, 2012.
    • (2012) Int. J. Remote Sens. , vol.33 , pp. 552-569
    • Adam, E.M.1    Mutanga, O.2    Rugege, D.3    Ismail, R.4
  • 37
  • 38
    • 30644464444 scopus 로고    scopus 로고
    • Gene selection and classification of microarray data using random forest
    • R. Díaz-Uriarte and S. Alvarez de Andrés, "Gene selection and classification of microarray data using random forest," BMC Bioinf., vol. 7, pp. 1-13, 2006.
    • (2006) BMC Bioinf. , vol.7 , pp. 1-13
    • Díaz-Uriarte, R.1    Andrés De, S.A.2
  • 39
    • 77958158373 scopus 로고    scopus 로고
    • Feature selection with the Boruta package
    • M. B. Kursa and W. R. Rudnicki, "Feature selection with the Boruta package," J. Stat. Software, vol. 36, pp. 1-13, 2010.
    • (2010) J. Stat. Software , vol.36 , pp. 1-13
    • Kursa, M.B.1    Rudnicki, W.R.2
  • 41
    • 0031334221 scopus 로고    scopus 로고
    • Selection of relevant features and examples in machine learning
    • A. L. Blum and P. Langley, "Selection of relevant features and examples in machine learning," Artif. Intell., vol. 97, pp. 245-271, 1997.
    • (1997) Artif. Intell. , vol.97 , pp. 245-271
    • Blum, A.L.1    Langley, P.2
  • 42
    • 0031381525 scopus 로고    scopus 로고
    • Wrappers for feature subset selection
    • R. Kohavi and G. H. John, "Wrappers for feature subset selection," Artif. Intell., vol. 97, pp. 273-324, 1997.
    • (1997) Artif. Intell. , vol.97 , pp. 273-324
    • Kohavi, R.1    John, G.H.2
  • 44
    • 84877590471 scopus 로고    scopus 로고
    • The Genboree Microbiome Toolset and the analysis of 16S rRNA microbial sequences
    • K. Riehle et al., "The Genboree Microbiome Toolset and the analysis of 16S rRNA microbial sequences," BMC Bioinf., vol. 13, pp. 1-13, 2012.
    • (2012) BMC Bioinf. , vol.13 , pp. 1-13
    • Riehle, K.1
  • 45
    • 80054851581 scopus 로고    scopus 로고
    • Gastrointestinal microbiome signatures of paediatric patients with irritable bowel syndrome
    • D. M. Saulnier et al., "Gastrointestinal microbiome signatures of paediatric patients with irritable bowel syndrome," Gastroenterology, vol. 141, pp. 1782-1791, 2011.
    • (2011) Gastroenterology , vol.141 , pp. 1782-1791
    • Saulnier, D.M.1
  • 46
    • 80052954502 scopus 로고    scopus 로고
    • A deceiving charm of feature selection: The microarray case study
    • T. Czachorski, S. Kozielski and U. Stanczyk, Eds. Berlin, Germany: Springer- Verlag
    • M. B. Kursa and W. R. Rudnicki, "A deceiving charm of feature selection: The microarray case study," in Man-Machine Interactions 2, vol. 103, T. Czachorski, S. Kozielski and U. Stanczyk, Eds. Berlin, Germany: Springer-Verlag, 2011, pp. 145-152.
    • (2011) Man-Machine Interactions 2 , vol.103 , pp. 145-152
    • Kursa, M.B.1    Rudnicki, W.R.2
  • 47
    • 84870676562 scopus 로고    scopus 로고
    • Modelling forest-diversity and floristic composition-On the added value if LiDAR plus hyperspectral remote sensing
    • B. F. Leutner et al., "Modelling forest-diversity and floristic composition-On the added value if LiDAR plus hyperspectral remote sensing," Remote Sens., vol. 4, pp. 2818-2845, 2012.
    • (2012) Remote Sens. , vol.4 , pp. 2818-2845
    • Leutner, B.F.1
  • 48
    • 1942432478 scopus 로고    scopus 로고
    • 3rd ed. Boulder, CO, USA: Analytical Spectral Devices, Inc. (ASD)
    • D. C. Hatchell, Ed., ASD Technical Guide, 3rd ed. Boulder, CO, USA: Analytical Spectral Devices, Inc. (ASD), 1999, p. 140.
    • (1999) ASD Technical Guide
    • Hatchell, D.C.1
  • 49
    • 77956892823 scopus 로고    scopus 로고
    • Early detection and classification of plant diseases with support vector machines based on hyperspectral reflectance
    • T. Rumpf et al., "Early detection and classification of plant diseases with support vector machines based on hyperspectral reflectance," Comput. Electron. Agric., vol. 74, pp. 91-99, 2010.
    • (2010) Comput. Electron. Agric. , vol.74 , pp. 91-99
    • Rumpf, T.1
  • 50
    • 84910030928 scopus 로고    scopus 로고
    • Boulder, CO, USA: Analytical Spectral Devices Inc.
    • ASD Inc., ViewSpec Pro, V6.0.11. Boulder, CO, USA: Analytical Spectral Devices Inc., 2011.
    • (2011) ViewSpec Pro, V6.0.11
  • 52
    • 0345040873 scopus 로고    scopus 로고
    • Classification and regression by random Forest
    • A. Liaw and M. Wiener, "Classification and regression by random Forest," R News, vol. 2, pp. 18-22, 2002.
    • (2002) R News , vol.2 , pp. 18-22
    • Liaw, A.1    Wiener, M.2
  • 56
    • 84910051841 scopus 로고    scopus 로고
    • Important attribute search using Boruta algorithm
    • [Online]. Available
    • M. B. Kursa. (2012). "Important attribute search using Boruta algorithm," in: Package "Boruta" [Online]. Available: http://cran.r-project.org/web/packages/randomForest/index.html
    • (2012) Package "boruta"
    • Kursa, M.B.1
  • 57
    • 79953029215 scopus 로고    scopus 로고
    • Application of a random forest algorithm to predict spatial distribution of the potential yield of Ruditapes philippinarum in the Venice lagoon, Italy
    • S. Vincenzi et al., "Application of a random forest algorithm to predict spatial distribution of the potential yield of Ruditapes philippinarum in the Venice lagoon, Italy," Ecol. Modell., vol. 222, pp. 1471-1478, 2011.
    • (2011) Ecol. Modell. , vol.222 , pp. 1471-1478
    • Vincenzi, S.1
  • 58
    • 0001290841 scopus 로고    scopus 로고
    • Glossary of terms
    • R. Kohavi and F. Provost, "Glossary of terms," Mach. Learn., vol. 30, pp. 271-274, 1998.
    • (1998) Mach. Learn. , vol.30 , pp. 271-274
    • Kohavi, R.1    Provost, F.2
  • 61
    • 33645077314 scopus 로고    scopus 로고
    • Susceptibility of Douglas fir (Pseudotsuga menziesii) to pitch canker, caused by Gibberella circinata ( anamorph=fusarium circinatum)
    • T. R. Gordon, S. C. Kirkpatrick, B. J. Aegerter, D. L. Wood, and A. J. Storer, "Susceptibility of Douglas fir (Pseudotsuga menziesii) to pitch canker, caused by Gibberella circinata ( anamorph=fusarium circinatum)," Plant Pathol., vol. 55, pp. 231-237, 2006.
    • (2006) Plant Pathol. , vol.55 , pp. 231-237
    • Gordon, T.R.1    Kirkpatrick, S.C.2    Aegerter, B.J.3    Wood, D.L.4    Storer, A.J.5
  • 62
    • 14644421528 scopus 로고    scopus 로고
    • Investigation of the random forest framework for classification of hyperspectral data
    • Mar.
    • J. Ham, Y. Chen, M. M. Crawford, and J. Ghosh, "Investigation of the random forest framework for classification of hyperspectral data," IEEE Trans. Geosci. Remote Sens., vol. 43, no. 3, pp. 492-501, Mar. 2005.
    • (2005) IEEE Trans. Geosci. Remote Sens. , vol.43 , Issue.3 , pp. 492-501
    • Ham, J.1    Chen, Y.2    Crawford, M.M.3    Ghosh, J.4
  • 63
    • 85015497188 scopus 로고    scopus 로고
    • Discriminating Sirex noctilio attack in pine forest plantations in South Africa using high spectral resolution data
    • M. Kalacska and A. Sánchez-Azofeifa, Eds. Boca Raton, FL, USA CRC Press
    • R. Ismail, O. Mutanga, and F. Ahmed, "Discriminating Sirex noctilio attack in pine forest plantations in South Africa using high spectral resolution data," in Hyperspectral Remote Sensing of Tropical and Sub-Tropical Forests, M. Kalacska and A. Sánchez-Azofeifa, Eds. Boca Raton, FL, USA: CRC Press, 2008, pp. 161-174.
    • (2008) Hyperspectral Remote Sensing of Tropical and Sub-Tropical Forests , pp. 161-174
    • Ismail, R.1    Mutanga, O.2    Ahmed, F.3
  • 64
    • 84886900849 scopus 로고    scopus 로고
    • Determining the susceptibility of Eucalyptus nitens forests to Coryphodema tristis (cossid moth) occurrence in Mpumalanga, South Africa
    • E. Adam, O. Mutanga, and R. Ismail, "Determining the susceptibility of Eucalyptus nitens forests to Coryphodema tristis (cossid moth) occurrence in Mpumalanga, South Africa," Int. J. Geogr. Inf. Sci., vol. 27, pp. 1-15, 2013, doi: 10.1080/13658816.2013.772183.
    • (2013) Int. J. Geogr. Inf. Sci. , vol.27 , pp. 1-15
    • Adam, E.1    Mutanga, O.2    Ismail, R.3
  • 65
    • 77956629370 scopus 로고    scopus 로고
    • Potential of spectroscopic data sets for sugarcane thrips (Fulmekiola serrata Kobus) damage detection
    • E. M. Abdel-Rahman, F. B. Ahmed, M. Van den Berg, and M. J. Way, "Potential of spectroscopic data sets for sugarcane thrips (Fulmekiola serrata Kobus) damage detection," Int. J. Remote Sens., vol. 31, pp. 4199-4216, 2010.
    • (2010) Int. J. Remote Sens. , vol.31 , pp. 4199-4216
    • Abdel-Rahman, E.M.1    Ahmed, F.B.2    Berg Den M.Van3    Way, M.J.4
  • 66
    • 61349086014 scopus 로고    scopus 로고
    • The potential of spectral reflectance technique for the detection of Grapevine leafrollassociated virus-3 in two red-berried wine grape cultivars
    • R. A. Naidu, E. M. Perry, F. J. Pierce, and T. Mekuria, "The potential of spectral reflectance technique for the detection of Grapevine leafrollassociated virus-3 in two red-berried wine grape cultivars," Comput. Electron. Agric., vol. 66, pp. 38-45, 2009.
    • (2009) Comput. Electron. Agric. , vol.66 , pp. 38-45
    • Naidu, R.A.1    Perry, E.M.2    Pierce, F.J.3    Mekuria, T.4
  • 67
    • 77953538236 scopus 로고    scopus 로고
    • Detecting Sugarcane yellow leaf virus infection in asymptomatic leaves with hyperspectral remote sensing and associated leaf pigment changes
    • M. P. Grisham, R. M. Johnson, and P. V. Zimba, "Detecting Sugarcane yellow leaf virus infection in asymptomatic leaves with hyperspectral remote sensing and associated leaf pigment changes," J. Virol. Methods, vol. 167, pp. 140-145, 2010.
    • (2010) J. Virol. Methods , vol.167 , pp. 140-145
    • Grisham, M.P.1    Johnson, R.M.2    Zimba, P.V.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.