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Volumn 115, Issue 1, 2013, Pages 56-65

Detecting macronutrients content and distribution in oilseed rape leaves based on hyperspectral imaging

Author keywords

[No Author keywords available]

Indexed keywords

DISTRIBUTION ESTIMATION; HYPERSPECTRAL IMAGING SYSTEMS; LEAST SQUARES SUPPORT VECTOR MACHINES; PARTIAL LEAST SQUARE REGRESSION; PREDICTION PERFORMANCE; REGRESSION COEFFICIENT; THE REGION OF INTEREST (ROI); VISIBLE AND NEAR INFRARED;

EID: 84875285582     PISSN: 15375110     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.biosystemseng.2013.02.007     Document Type: Article
Times cited : (132)

References (54)
  • 1
    • 84855798346 scopus 로고    scopus 로고
    • Rapid quantitative determination of oleuropein in olive leaves (Olea europaea) using mid-infrared spectroscopy combined with chemometric analyses
    • Aouidi F., Dupuy N., Artaud J., Roussos S., Msallem M., Gaime I.P., et al. Rapid quantitative determination of oleuropein in olive leaves (Olea europaea) using mid-infrared spectroscopy combined with chemometric analyses. Industrial Crops and Products 2012, 37:292-297.
    • (2012) Industrial Crops and Products , vol.37 , pp. 292-297
    • Aouidi, F.1    Dupuy, N.2    Artaud, J.3    Roussos, S.4    Msallem, M.5    Gaime, I.P.6
  • 2
    • 79953210805 scopus 로고    scopus 로고
    • Support vector machine regression (SVR/LS-SVM) - an alternative to neural networks (ANN) for analytical chemistry? Comparison of nonlinear methods on near infrared (NIR) spectroscopy data
    • Balabin R.M., Lomakina E.I. Support vector machine regression (SVR/LS-SVM) - an alternative to neural networks (ANN) for analytical chemistry? Comparison of nonlinear methods on near infrared (NIR) spectroscopy data. Analyst 2011, 136(8):1703-1712.
    • (2011) Analyst , vol.136 , Issue.8 , pp. 1703-1712
    • Balabin, R.M.1    Lomakina, E.I.2
  • 3
    • 84857061095 scopus 로고    scopus 로고
    • Predicting quality and sensory attributes of pork using near-infrared hyperspectral imaging
    • Barbina D.F., ElMasry G., Sun D.W., Allen P. Predicting quality and sensory attributes of pork using near-infrared hyperspectral imaging. Analytica Chimica Acta 2012, 719:30-42.
    • (2012) Analytica Chimica Acta , vol.719 , pp. 30-42
    • Barbina, D.F.1    ElMasry, G.2    Sun, D.W.3    Allen, P.4
  • 4
    • 0035025512 scopus 로고    scopus 로고
    • Canopy photosynthesis, specific leaf weight, and yield components of cotton under varying nitrogen supply
    • Bondada B.R., Oosterhuis D.M. Canopy photosynthesis, specific leaf weight, and yield components of cotton under varying nitrogen supply. Journal of Plant Nutrition 2001, 24(3):469-477.
    • (2001) Journal of Plant Nutrition , vol.24 , Issue.3 , pp. 469-477
    • Bondada, B.R.1    Oosterhuis, D.M.2
  • 5
    • 0003069165 scopus 로고
    • Contribution of leaves, stem, siliques and seeds to dry matter accumulation in ripening seeds of rapeseed, Brassica napus L.
    • Brar C., Thies W. Contribution of leaves, stem, siliques and seeds to dry matter accumulation in ripening seeds of rapeseed, Brassica napus L. Zeitschrift fur Pflanzenphysiologie 1977, 82:l-13.
    • (1977) Zeitschrift fur Pflanzenphysiologie , vol.82
    • Brar, C.1    Thies, W.2
  • 6
    • 33846387184 scopus 로고    scopus 로고
    • Theory and application of near infrared reflectance spectroscopy in determination of food quality
    • Cen H., He Y. Theory and application of near infrared reflectance spectroscopy in determination of food quality. Trends in Food Science & Technology 2007, 18:72-83.
    • (2007) Trends in Food Science & Technology , vol.18 , pp. 72-83
    • Cen, H.1    He, Y.2
  • 7
    • 78650913094 scopus 로고    scopus 로고
    • Spectroscopic determination of leaf water content using continuous wavelet analysis
    • Cheng T., Rivard B., Sánchez-Azofeifa A. Spectroscopic determination of leaf water content using continuous wavelet analysis. Remote Sensing of Environment 2011, 115(12):659-670.
    • (2011) Remote Sensing of Environment , vol.115 , Issue.12 , pp. 659-670
    • Cheng, T.1    Rivard, B.2    Sánchez-Azofeifa, A.3
  • 8
    • 0034039285 scopus 로고    scopus 로고
    • Yield analysis of winter oilseed rape (Brassica napus L.): a review
    • Diepenbrock W. Yield analysis of winter oilseed rape (Brassica napus L.): a review. Field Crops Research 2000, 67:35-49.
    • (2000) Field Crops Research , vol.67 , pp. 35-49
    • Diepenbrock, W.1
  • 9
    • 77955926887 scopus 로고    scopus 로고
    • Effects of plant density and nitrogen and potassium fertilization on cotton yield and uptake of major nutrients in two fields with varying fertility
    • Dong H.Z., Kong X.Q., Li W.J., Tang W., Zhang D.M. Effects of plant density and nitrogen and potassium fertilization on cotton yield and uptake of major nutrients in two fields with varying fertility. Field Crops Research 2010, 119(1):106-113.
    • (2010) Field Crops Research , vol.119 , Issue.1 , pp. 106-113
    • Dong, H.Z.1    Kong, X.Q.2    Li, W.J.3    Tang, W.4    Zhang, D.M.5
  • 10
    • 84855866573 scopus 로고    scopus 로고
    • Near-infrared hyperspectral imaging for predicting colour, pH and tenderness of fresh beef
    • ElMasry G., Sun D.W., Allen P. Near-infrared hyperspectral imaging for predicting colour, pH and tenderness of fresh beef. Journal of Food Engineering 2012, 110:127-140.
    • (2012) Journal of Food Engineering , vol.110 , pp. 127-140
    • ElMasry, G.1    Sun, D.W.2    Allen, P.3
  • 11
    • 5644237670 scopus 로고    scopus 로고
    • Prediction of sensory properties of espresso from roasted coffee samples by near-infrared spectroscopy
    • Esteban-Díez I., González-Sáiz J.M., Pizarro C. Prediction of sensory properties of espresso from roasted coffee samples by near-infrared spectroscopy. Analytica Chimica Acta 2004, 525:171-182.
    • (2004) Analytica Chimica Acta , vol.525 , pp. 171-182
    • Esteban-Díez, I.1    González-Sáiz, J.M.2    Pizarro, C.3
  • 12
    • 0035206411 scopus 로고    scopus 로고
    • Physiological mechanisms influencing plant nitrogen isotope composition
    • Evans R.D. Physiological mechanisms influencing plant nitrogen isotope composition. Trends in Plant Science 2001, 6(3):121-126.
    • (2001) Trends in Plant Science , vol.6 , Issue.3 , pp. 121-126
    • Evans, R.D.1
  • 13
    • 35748977125 scopus 로고    scopus 로고
    • Study on the relationship between spectral properties of oilseed rape leaves and their chlorophyll content
    • Fang H., Song H.Y., Cao F., He Y., Qiu Z.J. Study on the relationship between spectral properties of oilseed rape leaves and their chlorophyll content. Spectroscopy and Spectral Analysis 2007, 27:1731-1734.
    • (2007) Spectroscopy and Spectral Analysis , vol.27 , pp. 1731-1734
    • Fang, H.1    Song, H.Y.2    Cao, F.3    He, Y.4    Qiu, Z.J.5
  • 15
    • 33750405944 scopus 로고    scopus 로고
    • Nitrogen stress measurement of canola based on multi-spectral charged coupled device imaging sensor
    • Feng L., Fang H., Zhou W.J., He Y. Nitrogen stress measurement of canola based on multi-spectral charged coupled device imaging sensor. Spectroscopy and Spectral Analysis 2006, 26:1749-1752.
    • (2006) Spectroscopy and Spectral Analysis , vol.26 , pp. 1749-1752
    • Feng, L.1    Fang, H.2    Zhou, W.J.3    He, Y.4
  • 16
    • 79960721418 scopus 로고    scopus 로고
    • Optimizing spectral indices and chemometric analysis of leaf chemical properties using radiative transfer modeling
    • Féret J.B., François C., Gitelson A., Asner G.P., Barry K.M., Panigada C., et al. Optimizing spectral indices and chemometric analysis of leaf chemical properties using radiative transfer modeling. Remote Sensing of Environment 2011, 115(10):2742-2750.
    • (2011) Remote Sensing of Environment , vol.115 , Issue.10 , pp. 2742-2750
    • Féret, J.B.1    François, C.2    Gitelson, A.3    Asner, G.P.4    Barry, K.M.5    Panigada, C.6
  • 17
    • 0034052183 scopus 로고    scopus 로고
    • Influence of sulfur on apparent N-use efficiency, yield and quality of oilseed rape (Brassica napus L.) grown on a calcareous soil
    • Fismes J., Vong P.C., Guckert A., Frossard E. Influence of sulfur on apparent N-use efficiency, yield and quality of oilseed rape (Brassica napus L.) grown on a calcareous soil. European Journal of Agronomy 2000, 12(2):127-141.
    • (2000) European Journal of Agronomy , vol.12 , Issue.2 , pp. 127-141
    • Fismes, J.1    Vong, P.C.2    Guckert, A.3    Frossard, E.4
  • 19
    • 79960382287 scopus 로고    scopus 로고
    • Factors that modify early and late reproductive phases in oilseed rape (Brassica napus L.): its impact on seed yield and oil content
    • Gomez N.V., Miralles D.J. Factors that modify early and late reproductive phases in oilseed rape (Brassica napus L.): its impact on seed yield and oil content. Industrial Crops and Products 2011, 34:1277-1285.
    • (2011) Industrial Crops and Products , vol.34 , pp. 1277-1285
    • Gomez, N.V.1    Miralles, D.J.2
  • 21
    • 61849170621 scopus 로고    scopus 로고
    • Identification of mushrooms subjected to freeze damage using hyperspectral imaging
    • Gowen A.A., Taghizadeh M., O'Donnell C.P. Identification of mushrooms subjected to freeze damage using hyperspectral imaging. Journal of Food Engineering 2009, 93:7-12.
    • (2009) Journal of Food Engineering , vol.93 , pp. 7-12
    • Gowen, A.A.1    Taghizadeh, M.2    O'Donnell, C.P.3
  • 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
    • Hansena 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 Sensing of Environment 2003, 86(4):542-553.
    • (2003) Remote Sensing of Environment , vol.86 , Issue.4 , pp. 542-553
    • Hansena, P.M.1    Schjoerring, J.K.2
  • 25
    • 33947525197 scopus 로고    scopus 로고
    • Spectral reflectance at sub-leaf scale including the spatial distribution discriminating NPK stress characteristics in barley using multiway partial least squares regression
    • Jørgensen R.N., Christensen L.K., Bro R. Spectral reflectance at sub-leaf scale including the spatial distribution discriminating NPK stress characteristics in barley using multiway partial least squares regression. International Journal of Remote Sensing 2007, 28(5):943-962.
    • (2007) International Journal of Remote Sensing , vol.28 , Issue.5 , pp. 943-962
    • Jørgensen, R.N.1    Christensen, L.K.2    Bro, R.3
  • 26
    • 79952043057 scopus 로고    scopus 로고
    • Application of NIR hyperspectral imaging for discrimination of lamb muscles
    • Kamruzzaman M., ElMasry G., Sun D.W., Allen P. Application of NIR hyperspectral imaging for discrimination of lamb muscles. Journal of Food Engineering 2011, 104:332-340.
    • (2011) Journal of Food Engineering , vol.104 , pp. 332-340
    • Kamruzzaman, M.1    ElMasry, G.2    Sun, D.W.3    Allen, P.4
  • 27
    • 44349108293 scopus 로고    scopus 로고
    • Classification of brands of instant noodles using vis/NIR spectroscopy and chemometrics
    • Liu F., He Y. Classification of brands of instant noodles using vis/NIR spectroscopy and chemometrics. Food Research International 2008, 41(5):562-567.
    • (2008) Food Research International , vol.41 , Issue.5 , pp. 562-567
    • Liu, F.1    He, Y.2
  • 28
    • 80051544903 scopus 로고    scopus 로고
    • Applying near-infrared spectroscopy and chemometrics to determine total amino acids in herbicide-stressed oilseed rape leaves
    • Liu F., Jin Z.L., Naeem M.S., Tian T., Zhang F., He Y., et al. Applying near-infrared spectroscopy and chemometrics to determine total amino acids in herbicide-stressed oilseed rape leaves. Food and Bioprocess Technology 2011, 4:1314-1321.
    • (2011) Food and Bioprocess Technology , vol.4 , pp. 1314-1321
    • Liu, F.1    Jin, Z.L.2    Naeem, M.S.3    Tian, T.4    Zhang, F.5    He, Y.6
  • 29
    • 79952365519 scopus 로고    scopus 로고
    • Nondestructive determination of nutritional information in oilseed rape leaves using visible/near infrared spectroscopy and multivariate calibrations
    • Liu F., Nie P.C., Huang M., Kong W.W., He Y. Nondestructive determination of nutritional information in oilseed rape leaves using visible/near infrared spectroscopy and multivariate calibrations. Science China Information Sciences 2011, 54(3):598-608.
    • (2011) Science China Information Sciences , vol.54 , Issue.3 , pp. 598-608
    • Liu, F.1    Nie, P.C.2    Huang, M.3    Kong, W.W.4    He, Y.5
  • 30
    • 53649094994 scopus 로고    scopus 로고
    • Determination of acetolactate synthase activity and protein content of oilseed rape (Brassica napus L.) leaves using visible/near-infrared spectroscopy
    • Liu F., Zhang F., Jin Z.L., He Y., Fang H., Ye Q.F., et al. Determination of acetolactate synthase activity and protein content of oilseed rape (Brassica napus L.) leaves using visible/near-infrared spectroscopy. Analytica Chimica Acta 2008, 629:56-65.
    • (2008) Analytica Chimica Acta , vol.629 , pp. 56-65
    • Liu, F.1    Zhang, F.2    Jin, Z.L.3    He, Y.4    Fang, H.5    Ye, Q.F.6
  • 32
    • 52149089201 scopus 로고    scopus 로고
    • Estimating the nitrogen nutrition index using spectral canopy reflectance measurements
    • Mistele B., Schmidhalter U. Estimating the nitrogen nutrition index using spectral canopy reflectance measurements. European Journal of Agronomy 2008, 29(4):184-190.
    • (2008) European Journal of Agronomy , vol.29 , Issue.4 , pp. 184-190
    • Mistele, B.1    Schmidhalter, U.2
  • 33
    • 0032055821 scopus 로고    scopus 로고
    • Technical focus: visible and near-infrared reflectance techniques for diagnosing plant physiological status
    • Peñuelas J., Filella I. Technical focus: visible and near-infrared reflectance techniques for diagnosing plant physiological status. Trends in Plant Science 1998, 3(4):151-156.
    • (1998) Trends in Plant Science , vol.3 , Issue.4 , pp. 151-156
    • Peñuelas, J.1    Filella, I.2
  • 35
    • 47149087162 scopus 로고    scopus 로고
    • Potassium influences on yield and quality production for maize, wheat, soybean and cotton
    • Pettigrew W.T. Potassium influences on yield and quality production for maize, wheat, soybean and cotton. Physiologia Plantarum 2008, 133:670-681.
    • (2008) Physiologia Plantarum , vol.133 , pp. 670-681
    • Pettigrew, W.T.1
  • 36
    • 1542507070 scopus 로고    scopus 로고
    • Influence of data pre-processing on the quantitative determination of the ash content and lipids in roasted coffee by near infrared spectroscopy
    • Pizarro C., Esteban-Díez I., Nistal A.-J., González-Sáiz J.-M. Influence of data pre-processing on the quantitative determination of the ash content and lipids in roasted coffee by near infrared spectroscopy. Analytica Chimica Acta 2004, 509(2):217-227.
    • (2004) Analytica Chimica Acta , vol.509 , Issue.2 , pp. 217-227
    • Pizarro, C.1    Esteban-Díez, I.2    Nistal, A.-J.3    González-Sáiz, J.-M.4
  • 38
    • 33749137316 scopus 로고    scopus 로고
    • Integrated nitrogen management strategies to improve seed yield, oil content and nitrogen efficiency of winter oilseed rape (Brassica napus L.): a review
    • Rathke G.-W., Behrens T., Diepenbrock W. Integrated nitrogen management strategies to improve seed yield, oil content and nitrogen efficiency of winter oilseed rape (Brassica napus L.): a review. Agriculture Ecosystems & Environment 2006, 117(2-3):80-108.
    • (2006) Agriculture Ecosystems & Environment , vol.117 , Issue.2-3 , pp. 80-108
    • Rathke, G.-W.1    Behrens, T.2    Diepenbrock, W.3
  • 39
    • 0034530301 scopus 로고    scopus 로고
    • Reflectance indices with precision and accuracy in predicting cotton leaf nitrogen concentration
    • Tarpley L., Reddy K.R., Sassenrath-Cole G.F. Reflectance indices with precision and accuracy in predicting cotton leaf nitrogen concentration. Crop Science 2000, 40:1814-1819.
    • (2000) Crop Science , vol.40 , pp. 1814-1819
    • Tarpley, L.1    Reddy, K.R.2    Sassenrath-Cole, G.F.3
  • 40
    • 48449096639 scopus 로고    scopus 로고
    • Effect of nitrogen on the preference and performance of a biological control agent for an invasive plant
    • Van Hezewijk B.H., De Clerck-Floate R.A., Moyer J.R. Effect of nitrogen on the preference and performance of a biological control agent for an invasive plant. Biological Control 2008, 46(3):332-340.
    • (2008) Biological Control , vol.46 , Issue.3 , pp. 332-340
    • Van Hezewijk, B.H.1    De Clerck-Floate, R.A.2    Moyer, J.R.3
  • 41
    • 84855870398 scopus 로고    scopus 로고
    • Prediction of grain yield using reflectance spectra of canopy and leaves in maize plants grown under different water regimes
    • Weber V.S., Arausb J.L., Cairnsc J.E., Sanchez C., Melchinger A.E., Orsini E. Prediction of grain yield using reflectance spectra of canopy and leaves in maize plants grown under different water regimes. Field Crops Research 2012, 128:82-90.
    • (2012) Field Crops Research , vol.128 , pp. 82-90
    • Weber, V.S.1    Arausb, J.L.2    Cairnsc, J.E.3    Sanchez, C.4    Melchinger, A.E.5    Orsini, E.6
  • 43
    • 84865317431 scopus 로고    scopus 로고
    • Application of near infrared spectroscopy for the rapid determination of antioxidant activity of bamboo leaf extract
    • Wu D., Chen J.Y., Lu B.Y., Xiong L.N., He Y., Zhang Y. Application of near infrared spectroscopy for the rapid determination of antioxidant activity of bamboo leaf extract. Food Chemistry 2012, 135:2147-2156.
    • (2012) Food Chemistry , vol.135 , pp. 2147-2156
    • Wu, D.1    Chen, J.Y.2    Lu, B.Y.3    Xiong, L.N.4    He, Y.5    Zhang, Y.6
  • 44
    • 40649123038 scopus 로고    scopus 로고
    • Short-wave near-infrared spectroscopy of milk powder for brand identification and component analysis
    • Wu D., Feng S., He Y. Short-wave near-infrared spectroscopy of milk powder for brand identification and component analysis. Journal of Dairy Science 2008, 91(3):939-949.
    • (2008) Journal of Dairy Science , vol.91 , Issue.3 , pp. 939-949
    • Wu, D.1    Feng, S.2    He, Y.3
  • 45
    • 34547576153 scopus 로고    scopus 로고
    • Study on infrared spectroscopy technique for fast measurement of protein content in milk powder based on LS-SVM
    • Wu D., He Y., Feng S.J., Sun D.W. Study on infrared spectroscopy technique for fast measurement of protein content in milk powder based on LS-SVM. Journal of Food Engineering 2008, 84(1):124-131.
    • (2008) Journal of Food Engineering , vol.84 , Issue.1 , pp. 124-131
    • Wu, D.1    He, Y.2    Feng, S.J.3    Sun, D.W.4
  • 46
    • 72249103892 scopus 로고    scopus 로고
    • Hybrid variable selection in visible and near-infrared spectral analysis for non-invasive quality determination of grape juice
    • Wu D., He Y., Nie P.C., Cao F., Bao Y.D. Hybrid variable selection in visible and near-infrared spectral analysis for non-invasive quality determination of grape juice. Analytica Chimica Acta 2010, 659(1-2):229-237.
    • (2010) Analytica Chimica Acta , vol.659 , Issue.1-2 , pp. 229-237
    • Wu, D.1    He, Y.2    Nie, P.C.3    Cao, F.4    Bao, Y.D.5
  • 47
    • 64549092394 scopus 로고    scopus 로고
    • Exploring near and midinfrared spectroscopy to predict trace iron and zinc contents in powdered milk
    • Wu D., He Y., Shi J.H., Feng S.J. Exploring near and midinfrared spectroscopy to predict trace iron and zinc contents in powdered milk. Journal of Agricultural and Food Chemistry 2009, 57(5):1697-1704.
    • (2009) Journal of Agricultural and Food Chemistry , vol.57 , Issue.5 , pp. 1697-1704
    • Wu, D.1    He, Y.2    Shi, J.H.3    Feng, S.J.4
  • 48
    • 77957991115 scopus 로고    scopus 로고
    • Application of visible and near infrared spectroscopy for rapid and non-invasive quantification of common adulterants in Spirulina powder
    • Wu D., Nie P.C., Cuello J., He Y., Wang Z.P., Wu H.X. Application of visible and near infrared spectroscopy for rapid and non-invasive quantification of common adulterants in Spirulina powder. Journal of Food Engineering 2011, 102(3):278-286.
    • (2011) Journal of Food Engineering , vol.102 , Issue.3 , pp. 278-286
    • Wu, D.1    Nie, P.C.2    Cuello, J.3    He, Y.4    Wang, Z.P.5    Wu, H.X.6
  • 49
    • 84860254478 scopus 로고    scopus 로고
    • Rapid prediction of moisture content of dehydrated prawns using online hyperspectral imaging system
    • Wu D., Shi H., Wang S., He Y., Bao Y., Liu K. Rapid prediction of moisture content of dehydrated prawns using online hyperspectral imaging system. Analytica Chimica Acta 2012, 726:57-66.
    • (2012) Analytica Chimica Acta , vol.726 , pp. 57-66
    • Wu, D.1    Shi, H.2    Wang, S.3    He, Y.4    Bao, Y.5    Liu, K.6
  • 51
    • 33745700361 scopus 로고    scopus 로고
    • Genetic analyses of agronomic and seed quality traits of doubled haploid population in Brassica napus through microspore culture
    • Zhang G.Q., He Y., Xu L., Tang G.X., Zhou W.J. Genetic analyses of agronomic and seed quality traits of doubled haploid population in Brassica napus through microspore culture. Euphytica 2006, 149:169-177.
    • (2006) Euphytica , vol.149 , pp. 169-177
    • Zhang, G.Q.1    He, Y.2    Xu, L.3    Tang, G.X.4    Zhou, W.J.5
  • 52
    • 55649109424 scopus 로고    scopus 로고
    • Analysis and estimation of the phosphorus content in cucumber leaf in Greenhouse by spectroscopy
    • Zhang X.J., Li M.Z. Analysis and estimation of the phosphorus content in cucumber leaf in Greenhouse by spectroscopy. Spectroscopy and Spectral Analysis 2008, 28(10):2404-2408.
    • (2008) Spectroscopy and Spectral Analysis , vol.28 , Issue.10 , pp. 2404-2408
    • Zhang, X.J.1    Li, M.Z.2
  • 54
    • 80053654359 scopus 로고    scopus 로고
    • In vivo noninvasive detection of chlorophyll distribution in cucumber (Cucumis sativus) leaves by indices based on hyperspectral imaging
    • Zou X.B., Shi J.Y., Hao L.M., Zhao J.W., Mao H.P., Chen Z.W., et al. In vivo noninvasive detection of chlorophyll distribution in cucumber (Cucumis sativus) leaves by indices based on hyperspectral imaging. Analytica Chimica Acta 2011, 706:105-112.
    • (2011) Analytica Chimica Acta , vol.706 , pp. 105-112
    • Zou, X.B.1    Shi, J.Y.2    Hao, L.M.3    Zhao, J.W.4    Mao, H.P.5    Chen, Z.W.6


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