메뉴 건너뛰기




Volumn 16, Issue 9, 2016, Pages

Identifying plant part composition of forest logging residue using infrared spectral data and linear discriminant analysis

Author keywords

Bioeconomy; Forest biomass; Fourier transform infrared spectroscopy; Linear discriminant analysis; Near infrared spectroscopy; Principal component analysis; Process optimization

Indexed keywords

BIOMASS; CARBON; CHEMICAL ANALYSIS; COST EFFECTIVENESS; DATA HANDLING; DISCRIMINANT ANALYSIS; FEEDSTOCKS; FORESTRY; INFRARED DEVICES; MATHEMATICAL TRANSFORMATIONS; NEAR INFRARED SPECTROSCOPY; OPTIMIZATION; PRINCIPAL COMPONENT ANALYSIS; PROCESS CONTROL; QUALITY ASSURANCE; QUALITY CONTROL; SPECTRUM ANALYSIS;

EID: 84984832911     PISSN: 14248220     EISSN: None     Source Type: Journal    
DOI: 10.3390/s16091375     Document Type: Article
Times cited : (23)

References (45)
  • 3
    • 84864324506 scopus 로고    scopus 로고
    • Potential applications of Infrared and Raman Spectromicroscopy for Agricultural Biomass
    • Adapa, P.; Karunakaran, C.; Tabil, L.; Schoenau, G. Potential applications of Infrared and Raman Spectromicroscopy for Agricultural Biomass. Agric. Eng. Int. CIGR J. 2009, XI, 1081.
    • (2009) Agric. Eng. Int. CIGR J. , vol.9 , pp. 1081
    • Adapa, P.1    Karunakaran, C.2    Tabil, L.3    Schoenau, G.4
  • 4
    • 48349088276 scopus 로고    scopus 로고
    • Process analytical chemistry: Applications of near infrared spectroscopy in environmental and food analysis: An overview
    • Benito, M.T.J.; Ojeda, B.C.; Rojas, F.S. Process analytical chemistry: Applications of near infrared spectroscopy in environmental and food analysis: An overview. Appl. Spectrosc. Rev. 2008, 43, 452–482.
    • (2008) Appl. Spectrosc. Rev. , vol.43 , pp. 452-482
    • Benito, M.T.J.1    Ojeda, B.C.2    Rojas, F.S.3
  • 5
    • 0343897306 scopus 로고    scopus 로고
    • Infrared spectroscopy
    • Settle, F.A., Ed.; Prentice Hall PTR (ECS Professional): Upper Saddle River, NJ, USA
    • Hsu, C.P.S. Infrared spectroscopy. In Handbook of Instrumental Techniques for Analytical Chemistry; Settle, F.A., Ed.; Prentice Hall PTR (ECS Professional): Upper Saddle River, NJ, USA, 1997; p. 1024.
    • (1997) Handbook of Instrumental Techniques for Analytical Chemistry , pp. 1024
    • Hsu, C.P.S.1
  • 7
    • 20444399524 scopus 로고    scopus 로고
    • Near infrared spectroscopy and imaging: Basic principles and pharmaceutical applications
    • Reich, G. Near infrared spectroscopy and imaging: Basic principles and pharmaceutical applications. Adv. Drug Deliv. Rev. 2005, 57, 1109–1143.
    • (2005) Adv. Drug Deliv. Rev. , vol.57 , pp. 1109-1143
    • Reich, G.1
  • 9
    • 84931436461 scopus 로고    scopus 로고
    • Non-destructive prediction of the properties of forest biomass for chemical and bioenergy applications using near infrared spectroscopy
    • Acquah, G.E.; Via, B.K.; Fasina, O.O.; Eckhardt, L.G. Non-destructive prediction of the properties of forest biomass for chemical and bioenergy applications using near infrared spectroscopy. J. Near Infrared Spectrosc. 2015, 23, 93–102.
    • (2015) J. near Infrared Spectrosc. , vol.23 , pp. 93-102
    • Acquah, G.E.1    Via, B.K.2    Fasina, O.O.3    Eckhardt, L.G.4
  • 10
    • 33646772888 scopus 로고    scopus 로고
    • Predicting extractives, lignin, and cellulose contents using near infrared spectroscopy on solid wood in Eucalyptus globules
    • Poke, F.S.; Raymond, C.A. Predicting extractives, lignin, and cellulose contents using near infrared spectroscopy on solid wood in Eucalyptus globules. J. Wood Chem. Technol. 2006, 26, 187–199.
    • (2006) J. Wood Chem. Technol. , vol.26 , pp. 187-199
    • Poke, F.S.1    Raymond, C.A.2
  • 11
    • 35348833157 scopus 로고    scopus 로고
    • Rapid prediction of wood crystallinity in Pinus elliotii plantation wood by near-infrared spectroscopy
    • Jiang, Z.H.; Yang, Z.; So, C.-L.; Hse, C.-Y. Rapid prediction of wood crystallinity in Pinus elliotii plantation wood by near-infrared spectroscopy. J. Wood Sci. 2007, 53, 449–453.
    • (2007) J. Wood Sci. , vol.53 , pp. 449-453
    • Jiang, Z.H.1    Yang, Z.2    So, C.-L.3    Hse, C.-Y.4
  • 12
    • 0036386235 scopus 로고    scopus 로고
    • Rapid determination of the heartwood extractives in Larix sp. By means of Fourier transform near infrared spectroscopy
    • Gierlinger, N.; Schwanninger, M.; Hinterstoisser, B.; Wimmer, R. Rapid determination of the heartwood extractives in Larix sp. by means of Fourier transform near infrared spectroscopy. J. Near Infrared Spectrosc. 2002, 10, 203–214.
    • (2002) J. near Infrared Spectrosc. , vol.10 , pp. 203-214
    • Gierlinger, N.1    Schwanninger, M.2    Hinterstoisser, B.3    Wimmer, R.4
  • 13
    • 33644559998 scopus 로고    scopus 로고
    • Prediction of loblolly pine wood properties using transmittance near-infrared spectroscopy
    • Sykes, R.; Li, B.; Hodge, G.; Goldfarb, B.; Kadla, J.; Chang, H.M. Prediction of loblolly pine wood properties using transmittance near-infrared spectroscopy. Can. J. For. Res. 2005, 35, 2423–2431.
    • (2005) Can. J. For. Res. , vol.35 , pp. 2423-2431
    • Sykes, R.1    Li, B.2    Hodge, G.3    Goldfarb, B.4    Kadla, J.5    Chang, H.M.6
  • 14
    • 84891918678 scopus 로고    scopus 로고
    • Rapid prediction of extractives and polyphenolic contents in Pinus caribaea bark using near infrared reflectance spectroscopy
    • Derkyi, N.S.A.; Adu-Amankwa, B.; Sekyere, D.; Darkwa, N.A. Rapid prediction of extractives and polyphenolic contents in Pinus caribaea bark using near infrared reflectance spectroscopy. Int. J. Appl. Sci. 2011, 2, 1–11.
    • (2011) Int. J. Appl. Sci. , vol.2 , pp. 1-11
    • Derkyi, N.S.A.1    Adu-Amankwa, B.2    Sekyere, D.3    Darkwa, N.A.4
  • 15
    • 1142298392 scopus 로고    scopus 로고
    • Multivariate modelling of density, strength and stiffness from near infrared spectra for mature, juvenile and pith wood of longleaf pine (Pinus palustris)
    • Via, B.K.; Shupe, T.; Groom, L.; Stine, M.; So, C.-L. Multivariate modelling of density, strength and stiffness from near infrared spectra for mature, juvenile and pith wood of longleaf pine (Pinus palustris). J. Near Infrared Spectrosc. 2003, 11, 365–378.
    • (2003) J. near Infrared Spectrosc. , vol.11 , pp. 365-378
    • Via, B.K.1    Shupe, T.2    Groom, L.3    Stine, M.4    So, C.-L.5
  • 16
    • 84903277815 scopus 로고    scopus 로고
    • Using NIR and ATR-FTIR spectroscopy to rapidly detect compression wood in Pinus radiata
    • McLean, J.P.; Jin, G.; Brennan, M.; Nieuwoudt, M.K.; Harris, P.J. Using NIR and ATR-FTIR spectroscopy to rapidly detect compression wood in Pinus radiata. Can. J. For. Res. 2014, 4, 820–830.
    • (2014) Can. J. For. Res. , vol.4 , pp. 820-830
    • McLean, J.P.1    Jin, G.2    Brennan, M.3    Nieuwoudt, M.K.4    Harris, P.J.5
  • 17
    • 26844435041 scopus 로고    scopus 로고
    • Non-destructive estimation of Pinus taeda L tracheid morphological characteristics for samples from a wide range of sites in Georgia
    • Jones, P.D.; Schimleck, L.R.; Peter, G.F.; Daniels, R.F.; Clark, A. Non-destructive estimation of Pinus taeda L tracheid morphological characteristics for samples from a wide range of sites in Georgia. Wood Sci. Technol. 2005, 39, 529–545.
    • (2005) Wood Sci. Technol. , vol.39 , pp. 529-545
    • Jones, P.D.1    Schimleck, L.R.2    Peter, G.F.3    Daniels, R.F.4    Clark, A.5
  • 18
    • 84984840336 scopus 로고    scopus 로고
    • Screening Pinus taeda (Loblolly pine) families for physical and mechanical properties using vibrational spectroscopy
    • Knoxville, TN, USA, 2–5 March 2015; Schweitzer, C.J., Clatterbuck, W.K., Oswalt, C.M., Eds.; U.S. Department of Agriculture Forest Service, Southern Research Station: Asheville, NC, USA
    • Acquah, G.E.; Via, B.K.; Eckhardt, L.G.; Fasina, O.O. Screening Pinus taeda (loblolly pine) families for physical and mechanical properties using vibrational spectroscopy. In Proceedings of the 18th Biennial Southern Silvicultural Research Conference, Knoxville, TN, USA, 2–5 March 2015; Schweitzer, C.J., Clatterbuck, W.K., Oswalt, C.M., Eds.; U.S. Department of Agriculture Forest Service, Southern Research Station: Asheville, NC, USA, 2016.
    • (2016) Proceedings of the 18Th Biennial Southern Silvicultural Research Conference
    • Acquah, G.E.1    Via, B.K.2    Eckhardt, L.G.3    Fasina, O.O.4
  • 19
    • 77951879809 scopus 로고    scopus 로고
    • Developing and evaluating a multisite and multispecies NIR calibration for the prediction of Kraft pulp yield in eucalypts
    • Downes, G.M.; Catela, F.; Meder, R. Developing and evaluating a multisite and multispecies NIR calibration for the prediction of Kraft pulp yield in eucalypts. South. For. 2009, 71, 155–164.
    • (2009) South. For. , vol.71 , pp. 155-164
    • Downes, G.M.1    Catela, F.2    Meder, R.3
  • 20
    • 79952326744 scopus 로고    scopus 로고
    • Chemical and calorific characterization of longleaf pine using near infrared spectroscopy
    • So, C.; Eberhardt, T.L. Chemical and calorific characterization of longleaf pine using near infrared spectroscopy. J. Near Infrared Spectrosc. 2010, 18, 417–423.
    • (2010) J. near Infrared Spectrosc. , vol.18 , pp. 417-423
    • So, C.1    Eberhardt, T.L.2
  • 21
    • 79952536476 scopus 로고    scopus 로고
    • Prediction of moisture, calorific value, ash and carbon content of two dedicated bioenergy crops using near-infrared spectroscopy
    • Fagan, C.C.; Everard, C.D.; McDonnell, K. Prediction of moisture, calorific value, ash and carbon content of two dedicated bioenergy crops using near-infrared spectroscopy. Bioresour. Technol. 2011, 102, 5200–5206.
    • (2011) Bioresour. Technol. , vol.102 , pp. 5200-5206
    • Fagan, C.C.1    Everard, C.D.2    McDonnell, K.3
  • 23
    • 80054063202 scopus 로고    scopus 로고
    • Assessment of pine biomass density through mid-infrared spectroscopy and multivariate modeling
    • Via, B.K.; Oladiran, F.; Pan, H. Assessment of pine biomass density through mid-infrared spectroscopy and multivariate modeling. BioResources 2011, 6, 807–822.
    • (2011) Bioresources , vol.6 , pp. 807-822
    • Via, B.K.1    Oladiran, F.2    Pan, H.3
  • 24
    • 84873606309 scopus 로고    scopus 로고
    • Modeling for proximate analysis and heating value of torrefied biomass with vibration spectroscopy
    • Via, B.K.; Adhikari, S.; Taylor, S. Modeling for proximate analysis and heating value of torrefied biomass with vibration spectroscopy. Bioresour. Technol. 2013, 133, 1–8.
    • (2013) Bioresour. Technol. , vol.133 , pp. 1-8
    • Via, B.K.1    Adhikari, S.2    Taylor, S.3
  • 25
    • 31144438138 scopus 로고    scopus 로고
    • Estimation of Wood Density and Chemical Composition by Means of Diffuse Reflectance Mid-Infrared Fourier Transform (DRIFT-MIR) Spectroscopy
    • Nuopponen, M.H.; Birch, G.M.; Sykes, R.J.; Lee, S.J.; Stewart, D. Estimation of Wood Density and Chemical Composition by Means of Diffuse Reflectance Mid-Infrared Fourier Transform (DRIFT-MIR) Spectroscopy. J. Agric. Food Chem. 2006, 54, 34–40.
    • (2006) J. Agric. Food Chem. , vol.54 , pp. 34-40
    • Nuopponen, M.H.1    Birch, G.M.2    Sykes, R.J.3    Lee, S.J.4    Stewart, D.5
  • 27
    • 84984819879 scopus 로고    scopus 로고
    • Preliminary investigation into the identification of wood species from different locations by near infrared spectroscopy
    • Yang, Z.; Liu, Y.; Pang, X.; Li, K. Preliminary investigation into the identification of wood species from different locations by near infrared spectroscopy. BioResources 2015, 10, 8505–8517.
    • (2015) Bioresources , vol.10 , pp. 8505-8517
    • Yang, Z.1    Liu, Y.2    Pang, X.3    Li, K.4
  • 28
    • 84869090159 scopus 로고    scopus 로고
    • Classification of thermally modified wood by FTNIR spectroscopy and SIMCA
    • Bächle, H.; Zimmer, B.; Wegener, G. Classification of thermally modified wood by FTNIR spectroscopy and SIMCA. Wood Sci. Technol. 2012, 46, 1181–1192.
    • (2012) Wood Sci. Technol. , vol.46 , pp. 1181-1192
    • Bächle, H.1    Zimmer, B.2    Wegener, G.3
  • 29
    • 47749110578 scopus 로고    scopus 로고
    • Enhanced discrimination and calibration of biomass NIR spectral data using non-linear kernel methods
    • Labbé, N.; Seung-Hwan, L.; Hyun-Woo, C.; Jeong, M.K.; André, N. Enhanced discrimination and calibration of biomass NIR spectral data using non-linear kernel methods. Bioresour. Technol. 2008, 99, 8445–8452.
    • (2008) Bioresour. Technol. , vol.99 , pp. 8445-8452
    • Labbé, N.1    Seung-Hwan, L.2    Hyun-Woo, C.3    Jeong, M.K.4    André, N.5
  • 30
    • 44449116156 scopus 로고    scopus 로고
    • Fast classification and compositional analysis of cornstover fractions using Fourier transform near-infrared techniques
    • Ye, X.P.; Liu, L.; Hayes, D.G.; Womac, A.R.; Hong, K.; Sokhansanj, S. Fast classification and compositional analysis of cornstover fractions using Fourier transform near-infrared techniques. Bioresour. Technol. 2008, 99, 7323–7332.
    • (2008) Bioresour. Technol. , vol.99 , pp. 7323-7332
    • Ye, X.P.1    Liu, L.2    Hayes, D.G.3    Womac, A.R.4    Hong, K.5    Sokhansanj, S.6
  • 31
    • 0142103226 scopus 로고    scopus 로고
    • Discriminant analysis of wood-based materials using near-infrared spectroscopy
    • Tsuchikawa, S.; Yamato, K.; Inoue, K. Discriminant analysis of wood-based materials using near-infrared spectroscopy. J Wood Sci. 2003, 4, 275–280.
    • (2003) J Wood Sci , vol.4 , pp. 275-280
    • Tsuchikawa, S.1    Yamato, K.2    Inoue, K.3
  • 32
    • 84893678583 scopus 로고    scopus 로고
    • A specific case in the classification of woods by FTIR and chemometric: Discrimination of Fagales from Malpighiales
    • Carballo-Meilan, A.; Goodman, A.M.; Baron, M.G.; Rodriguez, J.G. A specific case in the classification of woods by FTIR and chemometric: Discrimination of Fagales from Malpighiales. Cellulose 2014, 21, 261–273.
    • (2014) Cellulose , vol.21 , pp. 261-273
    • Carballo-Meilan, A.1    Goodman, A.M.2    Baron, M.G.3    Rodriguez, J.G.4
  • 33
    • 77955655324 scopus 로고    scopus 로고
    • Qualitative and quantitative analysis of wood samples by Fourier transform infrared spectroscopy and multivariate analysis
    • Chen, H.; Ferrari, C.; Angiuli, M.; Yao, J.; Raspi, C.; Bramanti, E. Qualitative and quantitative analysis of wood samples by Fourier transform infrared spectroscopy and multivariate analysis. Carbohydr. Polym. 2010, 82, 772–778.
    • (2010) Carbohydr. Polym. , vol.82 , pp. 772-778
    • Chen, H.1    Ferrari, C.2    Angiuli, M.3    Yao, J.4    Raspi, C.5    Bramanti, E.6
  • 34
    • 77952541538 scopus 로고    scopus 로고
    • FTIR spectroscopy, chemical and histochemical characterisation of wood and lignin of five tropical timber wood species of the family of Dipterocarpaceae
    • Rana, R.; Langenfeld-Heyser, R.; Finkeldey, R.; Polle, A. FTIR spectroscopy, chemical and histochemical characterisation of wood and lignin of five tropical timber wood species of the family of Dipterocarpaceae. Wood Sci. Technol. 2010, 44, 225–242.
    • (2010) Wood Sci. Technol. , vol.44 , pp. 225-242
    • Rana, R.1    Langenfeld-Heyser, R.2    Finkeldey, R.3    Polle, A.4
  • 35
    • 78650221221 scopus 로고    scopus 로고
    • Differentiation of walnut wood species and steam treatment using ATR-FTIR and partial least squares discriminant analysis (PLSDA)
    • Hobro, A.J.; Kuligowski, J.; Doll, M.; Lendl, B. Differentiation of walnut wood species and steam treatment using ATR-FTIR and partial least squares discriminant analysis (PLSDA). Anal. Bioanal. Chem. 2010, 398, 2712–2722.
    • (2010) Anal. Bioanal. Chem. , vol.398 , pp. 2712-2722
    • Hobro, A.J.1    Kuligowski, J.2    Doll, M.3    Lendl, B.4
  • 38
    • 0030465732 scopus 로고    scopus 로고
    • Compositional analysis of biomass feedstocks by near infrared reflectance spectroscopy
    • Sanderson, M.A.; Agblevor, F.; Collins, M.; Johnson, D.K. Compositional analysis of biomass feedstocks by near infrared reflectance spectroscopy. Biomass Bioeng. 1996, 11, 365–370.
    • (1996) Biomass Bioeng , vol.11 , pp. 365-370
    • Sanderson, M.A.1    Agblevor, F.2    Collins, M.3    Johnson, D.K.4
  • 39
    • 4043106955 scopus 로고    scopus 로고
    • Determination of lignin, holocellulose and organic solvent extractives in fresh leaf, litterfall and organic material on forest floor using near-infrared reflectance spectroscopy
    • Ono, K.; Hiraide, M.; Amari, M. Determination of lignin, holocellulose and organic solvent extractives in fresh leaf, litterfall and organic material on forest floor using near-infrared reflectance spectroscopy. J. For. Res. 2003, 8, 191–198.
    • (2003) J. For. Res. , vol.8 , pp. 191-198
    • Ono, K.1    Hiraide, M.2    Amari, M.3
  • 40
    • 82955217653 scopus 로고    scopus 로고
    • A review of band assignments in near infrared spectra of wood and wood components
    • Schwanninger, M.; Rogrigues, J.C.; Fackler, K. A review of band assignments in near infrared spectra of wood and wood components. J. Near Infrared Spectrosc. 2011, 19, 287–308.
    • (2011) J. near Infrared Spectrosc. , vol.19 , pp. 287-308
    • Schwanninger, M.1    Rogrigues, J.C.2    Fackler, K.3
  • 42
    • 84902301101 scopus 로고    scopus 로고
    • High-throughput prediction of eucalypt lignin syringyl/guaiacyl content using multivariate analysis: A comparison between mid-infrared, near-infrared, and Raman spectroscopies for model development
    • Lupoi, J.S.; Singh, S.; Davis, M.; Lee, D.J.; Shepherd, M.; Simmons, B.A.; Henry, R.J. High-throughput prediction of eucalypt lignin syringyl/guaiacyl content using multivariate analysis: A comparison between mid-infrared, near-infrared, and Raman spectroscopies for model development. Biotechnol. Biofuels 2014, 7, 93.
    • (2014) Biotechnol. Biofuels , vol.7 , pp. 93
    • Lupoi, J.S.1    Singh, S.2    Davis, M.3    Lee, D.J.4    Shepherd, M.5    Simmons, B.A.6    Henry, R.J.7
  • 43
    • 84994566723 scopus 로고    scopus 로고
    • Limitations to use of infrared spectroscopy for rapid determination of carbon-nitrogen and wood density for tropical species
    • Olale, K.; Yenesew, A.; Jamnadass, R.; Sila, A.; Aynekulu, E.; Kuyah, S.; Shepherd, K. Limitations to use of infrared spectroscopy for rapid determination of carbon-nitrogen and wood density for tropical species. Adv. Anal. Chem. 2013, 3, 21–28.
    • (2013) Adv. Anal. Chem. , vol.3 , pp. 21-28
    • Olale, K.1    Yenesew, A.2    Jamnadass, R.3    Sila, A.4    Aynekulu, E.5    Kuyah, S.6    Shepherd, K.7
  • 44
    • 84884914397 scopus 로고    scopus 로고
    • Comparison of visible-near infrared and mid-infrared spectroscopy for classification of Huanglongbing and Citrus Canker infected leaves
    • Sankaran, S.; Ehsani, R. Comparison of visible-near infrared and mid-infrared spectroscopy for classification of Huanglongbing and Citrus Canker infected leaves. Agric. Eng. Int. CIGR J. 2013, 15, 75–79.
    • (2013) Agric. Eng. Int. CIGR J. , vol.15 , pp. 75-79
    • Sankaran, S.1    Ehsani, R.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.