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Volumn 59, Issue 3, 2013, Pages 166-172

Genetic algorithm-based partial least squares regression for estimating legume content in a grass-legume mixture using field hyperspectral measurements

Author keywords

Canopy reflectance; Hyperspectral; Waveband selection

Indexed keywords

GENETIC ALGORITHM; LEAST SQUARES METHOD;

EID: 84883556324     PISSN: 17446961     EISSN: 1744697X     Source Type: Journal    
DOI: 10.1111/grs.12026     Document Type: Article
Times cited : (11)

References (29)
  • 1
    • 0030999016 scopus 로고    scopus 로고
    • Prediction of the chemical composition of white clover by near-infrared reflectance spectroscopy
    • Berardo N (1997) Prediction of the chemical composition of white clover by near-infrared reflectance spectroscopy. Grass Forage Sci 52: 27-32.
    • (1997) Grass Forage Sci , vol.52 , pp. 27-32
    • Berardo, N.1
  • 2
    • 70349197523 scopus 로고    scopus 로고
    • Development of canopy reflectance models to predict forage quality of legume-grass mixtures
    • Biewer S, Fricke T, Wachendorf M (2009) Development of canopy reflectance models to predict forage quality of legume-grass mixtures. Crop Sci 49: 1917-1926.
    • (2009) Crop Sci , vol.49 , pp. 1917-1926
    • Biewer, S.1    Fricke, T.2    Wachendorf, M.3
  • 3
    • 36248949001 scopus 로고    scopus 로고
    • Estimation of green grass/herb biomass from airborne hyperspectral imagery using spectral indices and partial least squares regression
    • Cho MA, Skidmore A, Corsi F, van Wieren SE, Sobhan I (2007) Estimation of green grass/herb biomass from airborne hyperspectral imagery using spectral indices and partial least squares regression. Int J Appl Earth Obs Geoinf 9: 414-424.
    • (2007) Int J Appl Earth Obs Geoinf , vol.9 , pp. 414-424
    • Cho, M.A.1    Skidmore, A.2    Corsi, F.3    van Wieren, S.E.4    Sobhan, I.5
  • 4
    • 21244436700 scopus 로고    scopus 로고
    • Performance of some variable selection methods when multicollinearity is present
    • Chong IG, Jun CH (2005) Performance of some variable selection methods when multicollinearity is present. Chemom Intell Lab Syst 78: 103-112.
    • (2005) Chemom Intell Lab Syst , vol.78 , pp. 103-112
    • Chong, I.G.1    Jun, C.H.2
  • 5
    • 28444470885 scopus 로고    scopus 로고
    • Potential of near-infrared reflectance spectroscopy and chemometrics to predict soil organic carbon fractions
    • Cozzolino D, Morón A (2006) Potential of near-infrared reflectance spectroscopy and chemometrics to predict soil organic carbon fractions. Soil Tillage Res 85: 78-85.
    • (2006) Soil Tillage Res , vol.85 , pp. 78-85
    • Cozzolino, D.1    Morón, A.2
  • 6
    • 0024856758 scopus 로고
    • Remote sensing of foliar chemistry
    • Curran PJ (1989) Remote sensing of foliar chemistry. Remote Sens Environ 30: 271-278.
    • (1989) Remote Sens Environ , vol.30 , pp. 271-278
    • Curran, P.J.1
  • 9
    • 0032215304 scopus 로고    scopus 로고
    • Genetic algorithm-based wavelength selection for the near-infrared determination of glucose in biological matrixes: initialization strategies and effects of spectral resolution
    • Ding Q, Small GW, Arnold MA (1998) Genetic algorithm-based wavelength selection for the near-infrared determination of glucose in biological matrixes: initialization strategies and effects of spectral resolution. Anal Chem 70: 4472-4479.
    • (1998) Anal Chem , vol.70 , pp. 4472-4479
    • Ding, Q.1    Small, G.W.2    Arnold, M.A.3
  • 10
    • 33646700476 scopus 로고    scopus 로고
    • A bootstrap procedure to select hyperspectral wavebands related to tannin content
    • Ferwerda JG, Skidmore AK, Stein A (2006) A bootstrap procedure to select hyperspectral wavebands related to tannin content. Int J Remote Sens 27: 1413-1424.
    • (2006) Int J Remote Sens , vol.27 , pp. 1413-1424
    • Ferwerda, J.G.1    Skidmore, A.K.2    Stein, A.3
  • 11
    • 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 PM, Schjoerring JK (2003) Reflectance measurement of canopy biomass and nitrogen status in wheat crops using normalized difference vegetation indices and partial least squares regression. Remote Sens Environ 86: 542-553.
    • (2003) Remote Sens Environ , vol.86 , pp. 542-553
    • Hansen, P.M.1    Schjoerring, J.K.2
  • 13
    • 0037099131 scopus 로고    scopus 로고
    • Wavelength interval selection in multicomponent spectral analysis by moving window partial least-squares regression with applications to mid-infrared and near-infrared spectroscopic data
    • Jiang JH, Berry RJ, Siesler HW, Ozaki Y (2002) Wavelength interval selection in multicomponent spectral analysis by moving window partial least-squares regression with applications to mid-infrared and near-infrared spectroscopic data. Anal Chem 74: 3555-3565.
    • (2002) Anal Chem , vol.74 , pp. 3555-3565
    • Jiang, J.H.1    Berry, R.J.2    Siesler, H.W.3    Ozaki, Y.4
  • 14
    • 71149090552 scopus 로고    scopus 로고
    • Estimating forage biomass and quality in a mixed sown pasture based on PLS regression with waveband selection
    • Kawamura K, Watanabe N, Sakanoue S, Inoue Y (2008) Estimating forage biomass and quality in a mixed sown pasture based on PLS regression with waveband selection. Grassl Sci 54: 131-146.
    • (2008) Grassl Sci , vol.54 , pp. 131-146
    • Kawamura, K.1    Watanabe, N.2    Sakanoue, S.3    Inoue, Y.4
  • 15
    • 78650099621 scopus 로고    scopus 로고
    • Testing genetic algorithm as a tool to select relevant wavebands from field hyperspectral data for estimating pasture mass and quality in a mixed sown pasture using partial least squares regression
    • Kawamura K, Watanabe N, Sakanoue S, Lee HJ, Inoue Y, Odagawa S (2010) Testing genetic algorithm as a tool to select relevant wavebands from field hyperspectral data for estimating pasture mass and quality in a mixed sown pasture using partial least squares regression. Grassl Sci 56: 205-216.
    • (2010) Grassl Sci , vol.56 , pp. 205-216
    • Kawamura, K.1    Watanabe, N.2    Sakanoue, S.3    Lee, H.J.4    Inoue, Y.5    Odagawa, S.6
  • 16
    • 79958261809 scopus 로고    scopus 로고
    • Waveband selection using a phased regression with a bootstrap procedure for estimating legume content in a mixed sown pasture
    • Kawamura K, Watanabe N, Sakanoue S, Lee HJ, Inoue Y (2011) Waveband selection using a phased regression with a bootstrap procedure for estimating legume content in a mixed sown pasture. Grassl Sci 57: 81-93.
    • (2011) Grassl Sci , vol.57 , pp. 81-93
    • Kawamura, K.1    Watanabe, N.2    Sakanoue, S.3    Lee, H.J.4    Inoue, Y.5
  • 17
    • 0037144451 scopus 로고    scopus 로고
    • Estimating leaf nitrogen concentration in ryegrass (Lolium spp.) pasture using the chlorophyll red-edge: theoretical modelling and experimental observations
    • Lamb WD, Steyn-Ross M, Schaare P, Hanna MM, Silvester W, Steyn-Ross A (2002) Estimating leaf nitrogen concentration in ryegrass (Lolium spp.) pasture using the chlorophyll red-edge: theoretical modelling and experimental observations. Int J Remote Sens 23: 3619-3648.
    • (2002) Int J Remote Sens , vol.23 , pp. 3619-3648
    • Lamb, W.D.1    Steyn-Ross, M.2    Schaare, P.3    Hanna, M.M.4    Silvester, W.5    Steyn-Ross, A.6
  • 18
    • 0033647286 scopus 로고    scopus 로고
    • Application of genetic algorithm-PLS for feature selection in spectral data sets
    • Leardi R (2000) Application of genetic algorithm-PLS for feature selection in spectral data sets. J Chemometr 14: 643-655.
    • (2000) J Chemometr , vol.14 , pp. 643-655
    • Leardi, R.1
  • 19
    • 18844432760 scopus 로고    scopus 로고
    • Sequential application of backward interval partial least squares and genetic algorithms for the selection of relevant spectral regions
    • Leardi R, Nørgaard L (2004) Sequential application of backward interval partial least squares and genetic algorithms for the selection of relevant spectral regions. J Chemometr 18: 486-497.
    • (2004) J Chemometr , vol.18 , pp. 486-497
    • Leardi, R.1    Nørgaard, L.2
  • 20
    • 0037150785 scopus 로고    scopus 로고
    • Variable selection for multivariate calibration using a genetic algorithm: prediction of additive concentrations in polymer films from Fourier transform-infrared spectral data
    • Leardi R, Seasholtz MB, Pell RJ (2002) Variable selection for multivariate calibration using a genetic algorithm: prediction of additive concentrations in polymer films from Fourier transform-infrared spectral data. Anal Chim Acta 461: 189-200.
    • (2002) Anal Chim Acta , vol.461 , pp. 189-200
    • Leardi, R.1    Seasholtz, M.B.2    Pell, R.J.3
  • 21
    • 33749639110 scopus 로고    scopus 로고
    • Pre-visual detection of iron and phosphorus deficiency by transformed reflectance spectra
    • Li B, Liew OW, Asundi AK (2006) Pre-visual detection of iron and phosphorus deficiency by transformed reflectance spectra. J Photochem Photobiol B Biol 85: 131-139.
    • (2006) J Photochem Photobiol B Biol , vol.85 , pp. 131-139
    • Li, B.1    Liew, O.W.2    Asundi, A.K.3
  • 22
    • 13544261561 scopus 로고    scopus 로고
    • Development of near infrared reflectance spectroscopy calibrations to estimate legume content of multispecies legume-grass mixtures
    • Locher F, Heuwinkel H, Gutser R, Schmidhalter U (2005) Development of near infrared reflectance spectroscopy calibrations to estimate legume content of multispecies legume-grass mixtures. Agron J 97: 11-17.
    • (2005) Agron J , vol.97 , pp. 11-17
    • Locher, F.1    Heuwinkel, H.2    Gutser, R.3    Schmidhalter, U.4
  • 23
    • 33645971316 scopus 로고    scopus 로고
    • Assessment of rice leaf growth and nitrogen status by hyperspectral canopy reflectance and partial least square regression
    • Nguyen HT, Lee BW (2006) Assessment of rice leaf growth and nitrogen status by hyperspectral canopy reflectance and partial least square regression. Eur J Agron 24: 349-356.
    • (2006) Eur J Agron , vol.24 , pp. 349-356
    • Nguyen, H.T.1    Lee, B.W.2
  • 24
    • 0000063335 scopus 로고
    • Predicting forage quality by infrared reflectance spectroscopy
    • Norris KH, Barnes RF, Moore JE, Shenk JS (1976) Predicting forage quality by infrared reflectance spectroscopy. J Anim Sci 43: 889-897.
    • (1976) J Anim Sci , vol.43 , pp. 889-897
    • Norris, K.H.1    Barnes, R.F.2    Moore, J.E.3    Shenk, J.S.4
  • 25
    • 0001076635 scopus 로고    scopus 로고
    • The use of near infrared reflectance spectroscopy on dried samples to predict biological parameters of grass silage
    • Park RS, Gordon FJ, Agnew RE, Barnes RJ, Steen RWJ (1997) The use of near infrared reflectance spectroscopy on dried samples to predict biological parameters of grass silage. Anim Feed Sci Technol 68: 235-246.
    • (1997) Anim Feed Sci Technol , vol.68 , pp. 235-246
    • Park, R.S.1    Gordon, F.J.2    Agnew, R.E.3    Barnes, R.J.4    Steen, R.W.J.5
  • 26
    • 0034503626 scopus 로고    scopus 로고
    • Statistical models for prediction of dry weight and nitrogen accumulation based on visible and near-infrared hyper-spectral reflectance of rice canopies
    • Takahashi W, Nguyen-Cong V, Kawaguchi S, Minamiyama M, Ninomiya S (2000) Statistical models for prediction of dry weight and nitrogen accumulation based on visible and near-infrared hyper-spectral reflectance of rice canopies. Plant Prod Sci 3: 377-386.
    • (2000) Plant Prod Sci , vol.3 , pp. 377-386
    • Takahashi, W.1    Nguyen-Cong, V.2    Kawaguchi, S.3    Minamiyama, M.4    Ninomiya, S.5
  • 27
    • 78650161891 scopus 로고    scopus 로고
    • Combination use of bite counter and GPS for monitoring foraging behaviour in grazing cow
    • Japanese.)
    • Watanabe N, Umemura K, Sudo K (2004) Combination use of bite counter and GPS for monitoring foraging behaviour in grazing cow. Grassl Sci 50 (Suppl): 404-405. (In Japanese.)
    • (2004) Grassl Sci , vol.50 , Issue.SUPPL , pp. 404-405
    • Watanabe, N.1    Umemura, K.2    Sudo, K.3
  • 29
    • 77952115636 scopus 로고    scopus 로고
    • Assessment of forage biomass and quality parameters of bermudagrass using proximal sensing of pasture canopy reflectance
    • Zhao D, Starks PJ, Brown MA, Phillips WA, Coleman SW (2007) Assessment of forage biomass and quality parameters of bermudagrass using proximal sensing of pasture canopy reflectance. Grassl Sci 53: 39-49.
    • (2007) Grassl Sci , vol.53 , pp. 39-49
    • Zhao, D.1    Starks, P.J.2    Brown, M.A.3    Phillips, W.A.4    Coleman, S.W.5


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.