메뉴 건너뛰기




Volumn 12, Issue 3, 2011, Pages 439-447

A comparison of three methods for estimating leaf area index of paddy rice from optimal hyperspectral bands

Author keywords

Hyperspectral; Leaf area index; Least squares support vector machines; Rice

Indexed keywords

CALIBRATION; COMPARATIVE STUDY; CORRELATION; DATA SET; ERROR ANALYSIS; GROWING SEASON; LEAF AREA INDEX; MODEL VALIDATION; PADDY FIELD; REGRESSION ANALYSIS; RICE; SPECTRAL REFLECTANCE;

EID: 79955788941     PISSN: 13852256     EISSN: None     Source Type: Journal    
DOI: 10.1007/s11119-010-9185-2     Document Type: Article
Times cited : (51)

References (25)
  • 1
    • 0031975624 scopus 로고    scopus 로고
    • Monitoring rice reflectance at field level for estimating biomass and LAI
    • doi:10.1016/S0378-4290(97)00064-6
    • Casanova, D., Epema, G. F., & Goudriaan, J. (1998). Monitoring rice reflectance at field level for estimating biomass and LAI. Field Crops Research, 55, 83-92. doi: 10. 1016/S0378-4290(97)00064-6.
    • (1998) Field Crops Research , vol.55 , pp. 83-92
    • Casanova, D.1    Epema, G.F.2    Goudriaan, J.3
  • 2
    • 36248949001 scopus 로고    scopus 로고
    • Estimation of green grass/herb biomass from airborne hyperspectral imagery using spectral indices and partial least squares regression
    • doi:10.1016/j.jag.2007.02.001
    • Cho, M. A., Skidmore, A. K., Corsi, F., van Wieren, S. E., & Sobhan, I. (2007). Estimation of green grass/herb biomass from airborne hyperspectral imagery using spectral indices and partial least squares regression. International Journal of Applied Earth Observation and Geoinformation, 9, 414-424. doi: 10. 1016/j. jag. 2007. 02. 001.
    • (2007) International Journal of Applied Earth Observation and Geoinformation , vol.9 , pp. 414-424
    • Cho, M.A.1    Skidmore, A.K.2    Corsi, F.3    van Wieren, S.E.4    Sobhan, I.5
  • 3
    • 33750305316 scopus 로고    scopus 로고
    • Comparison of the performance of linear multivariate analysis methods for normal and dyplasia tissues differentiation using autofluorescence spectroscopy
    • doi:10.1109/TBME.2006.883643
    • Chu, S. C., Hsiao, T. R., Lin, J. K., Wang, C., & Chiang, H. K. (2006). Comparison of the performance of linear multivariate analysis methods for normal and dyplasia tissues differentiation using autofluorescence spectroscopy. IEEE Transactions on Biomedical Engineering, 53, 2265-2273. doi: 10. 1109/TBME. 2006. 883643.
    • (2006) IEEE Transactions on Biomedical Engineering , vol.53 , pp. 2265-2273
    • Chu, S.C.1    Hsiao, T.R.2    Lin, J.K.3    Wang, C.4    Chiang, H.K.5
  • 4
    • 0024856758 scopus 로고
    • Remote sensing of foliar chemistry
    • doi:10.1016/0034-4257(89)90069-2
    • Curran, P. J. (1989). Remote sensing of foliar chemistry. Remote Sensing of Environment, 30, 271-278. doi: 10. 1016/0034-4257(89)90069-2.
    • (1989) Remote Sensing of Environment , vol.30 , pp. 271-278
    • Curran, P.J.1
  • 5
    • 0034969185 scopus 로고    scopus 로고
    • Estimating the foliar biochemical concentration of leaves with reflectance spectrometry: Testing the Kokaly and Clark methodologies
    • doi:10.1016/S0034-4257(01)00182-1
    • Curran, P. J., Dungan, J. L., & Peterson, D. L. (2001). Estimating the foliar biochemical concentration of leaves with reflectance spectrometry: Testing the Kokaly and Clark methodologies. Remote Sensing of Environment, 76, 349-359. doi: 10. 1016/S0034-4257(01)00182-1.
    • (2001) Remote Sensing of Environment , vol.76 , pp. 349-359
    • Curran, P.J.1    Dungan, J.L.2    Peterson, D.L.3
  • 6
    • 0035270904 scopus 로고    scopus 로고
    • Uncertainty testing in PLS regression
    • Davies, A. M. C. (2001). Uncertainty testing in PLS regression. Spectroscopy Europe, 13, 16-19.
    • (2001) Spectroscopy Europe , vol.13 , pp. 16-19
    • Davies, A.M.C.1
  • 7
    • 0037431389 scopus 로고    scopus 로고
    • Above-ground biomass assessment of Mediterranean forests using airborne imaging spectrometry: The DAIS Peyne experiment
    • doi:10.1080/01431160210145560
    • De Jong, S. M., Pebesma, E. J., & Lacaze, B. (2003). Above-ground biomass assessment of Mediterranean forests using airborne imaging spectrometry: The DAIS Peyne experiment. International Journal of Remote Sensing, 24, 1505-1520. doi: 10. 1080/01431160210145560.
    • (2003) International Journal of Remote Sensing , vol.24 , pp. 1505-1520
    • de Jong, S.M.1    Pebesma, E.J.2    Lacaze, B.3
  • 8
    • 33846939265 scopus 로고    scopus 로고
    • Support vector machines regression for retrieval of leaf area index from multiangle imaging spectroradiometer
    • doi:10.1016/j.rse.2006.09.031
    • Durbha, S. S., King, R. L., & Younan, N. H. (2007). Support vector machines regression for retrieval of leaf area index from multiangle imaging spectroradiometer. Remote Sensing of Environment, 107, 348-361. doi: 10. 1016/j. rse. 2006. 09. 031.
    • (2007) Remote Sensing of Environment , vol.107 , pp. 348-361
    • Durbha, S.S.1    King, R.L.2    Younan, N.H.3
  • 9
    • 0035965455 scopus 로고    scopus 로고
    • Comparison of selection methods of explanatory variables in PLS regression with application to manufacturing process data
    • doi:10.1016/S0169-7439(01)00158-7
    • Gauchi, J., & Chagnon, P. (2001). Comparison of selection methods of explanatory variables in PLS regression with application to manufacturing process data. Chemometrics and Intelligent Laboratory Systems, 58, 171-193. doi: 10. 1016/S0169-7439(01)00158-7.
    • (2001) Chemometrics and Intelligent Laboratory Systems , vol.58 , pp. 171-193
    • Gauchi, J.1    Chagnon, P.2
  • 10
    • 0030304952 scopus 로고    scopus 로고
    • Critique of stepwise multiple linear regression for the extraction of leaf biochemistry information from leaf reflectance data
    • doi:10.1016/0034-4257(95)00235-9
    • Grossman, Y. L., Ustin, S. L., & Jacquemoud, J. (1996). Critique of stepwise multiple linear regression for the extraction of leaf biochemistry information from leaf reflectance data. Remote Sensing of Environment, 56, 182-193. doi: 10. 1016/0034-4257(95)00235-9.
    • (1996) Remote Sensing of Environment , vol.56 , pp. 182-193
    • Grossman, Y.L.1    Ustin, S.L.2    Jacquemoud, J.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
    • doi:10.1016/S0034-4257(03)00131-7
    • Hansena, P. M., & Schjoerring, J. K. (2003). 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, 86, 542-553. doi: 10. 1016/S0034-4257(03)00131-7.
    • (2003) Remote Sensing of Environment , vol.86 , pp. 542-553
    • Hansena, P.M.1    Schjoerring, J.K.2
  • 12
    • 4544314243 scopus 로고    scopus 로고
    • Estimating foliage nitrogen concentration from HYMAP data using continuum removal analysis
    • doi:10.1016/j.rse.2004.06.008
    • Huang, Z., Turner, B. J., Dury, S. J., Wallis, I. R., & Foley, W. J. (2004). Estimating foliage nitrogen concentration from HYMAP data using continuum removal analysis. Remote Sensing of Environment, 93, 18-29. doi: 10. 1016/j. rse. 2004. 06. 008.
    • (2004) Remote Sensing of Environment , vol.93 , pp. 18-29
    • Huang, Z.1    Turner, B.J.2    Dury, S.J.3    Wallis, I.R.4    Foley, W.J.5
  • 13
    • 0033102275 scopus 로고    scopus 로고
    • Spectroscopic determination of leaf biochemistry using band-depth analysis of absorption features and stepwise multiple linear regression
    • doi:10.1016/S0034-4257(98)00084-4
    • Kokaly, R. F., & Clark, R. N. (1999). Spectroscopic determination of leaf biochemistry using band-depth analysis of absorption features and stepwise multiple linear regression. Remote Sensing of Environment, 67, 267-287. doi: 10. 1016/S0034-4257(98)00084-4.
    • (1999) Remote Sensing of Environment , vol.67 , pp. 267-287
    • Kokaly, R.F.1    Clark, R.N.2
  • 14
    • 0000626789 scopus 로고    scopus 로고
    • Evolutionary variable selection in regression and PLS analyses
    • doi:10.1002/(SICI)1099-128X(199603)10:2/119::AID-CEM409/3.0.CO;2-4
    • Kubinyi, H. (1996). Evolutionary variable selection in regression and PLS analyses. Journal of Chemometrics, 10, 119-133. doi: 10. 1002/(SICI)1099-128X(199603)10: 2/119: AID-CEM409/3. 0. CO; 2-4.
    • (1996) Journal of Chemometrics , vol.10 , pp. 119-133
    • Kubinyi, H.1
  • 15
    • 0037613488 scopus 로고    scopus 로고
    • Selecting both latent and explanatory variables in the PLS1 regression model
    • doi:10.1016/S0169-7439(03)00027-3
    • Lazraq, A., Cleroux, R., & Gauchi, J. P. (2003). Selecting both latent and explanatory variables in the PLS1 regression model. Chemometrics and Intelligent Laboratory Systems, 66, 117-126. doi: 10. 1016/S0169-7439(03)00027-3.
    • (2003) Chemometrics and Intelligent Laboratory Systems , vol.66 , pp. 117-126
    • Lazraq, A.1    Cleroux, R.2    Gauchi, J.P.3
  • 16
    • 0033636234 scopus 로고    scopus 로고
    • Modified jack-knife estimation of parameter uncertainty in bilinear modelling by partial least squares regression (PLSR)
    • doi:10.1016/S0950-3293(99)00039-7
    • Martens, H., & Martens, M. (2000). Modified jack-knife estimation of parameter uncertainty in bilinear modelling by partial least squares regression (PLSR). Food Quality and Preference, 11, 5-16. doi: 10. 1016/S0950-3293(99)00039-7.
    • (2000) Food Quality and Preference , vol.11 , pp. 5-16
    • Martens, H.1    Martens, M.2
  • 17
    • 27644504110 scopus 로고    scopus 로고
    • A novel representation of protein sequences for prediction of subcellular location using support vector machines
    • doi:10.1016/S0169-7439(03)00027-3
    • Matsuda, S., Vert, J., Saigo, H., & Ueda, N. (2005). A novel representation of protein sequences for prediction of subcellular location using support vector machines. Protein Science, 14, 2804-2813. doi: 10. 1016/S0169-7439(03)00027-3.
    • (2005) Protein Science , vol.14 , pp. 2804-2813
    • Matsuda, S.1    Vert, J.2    Saigo, H.3    Ueda, N.4
  • 18
    • 33645971316 scopus 로고    scopus 로고
    • Assessment of rice leaf growth and nitrogen status by hyperspectral canopy reflectance and partial least square regression
    • doi:10.1016/j.eja.2006.01.001
    • Nguyen, H. T., & Lee, B. W. (2006). Assessment of rice leaf growth and nitrogen status by hyperspectral canopy reflectance and partial least square regression. European Journal of Agronomy, 24, 349-356. doi: 10. 1016/j. eja. 2006. 01. 001.
    • (2006) European Journal of Agronomy , vol.24 , pp. 349-356
    • Nguyen, H.T.1    Lee, B.W.2
  • 19
    • 3242715825 scopus 로고    scopus 로고
    • Mapping of continuous floristic gradients in grasslands using hyperspectral imagery
    • doi:10.1016/j.rse.2004.05.004
    • Schmidtlein, S., & Sassin, J. (2004). Mapping of continuous floristic gradients in grasslands using hyperspectral imagery. Remote Sensing of Environment, 92, 126-138. doi: 10. 1016/j. rse. 2004. 05. 004.
    • (2004) Remote Sensing of Environment , vol.92 , pp. 126-138
    • Schmidtlein, S.1    Sassin, J.2
  • 20
    • 0032638628 scopus 로고    scopus 로고
    • Least squares support vector machine classifiers
    • doi:10.1023/A:1018628609742
    • Suykens, J. A. K., & Vandewalle, J. (1999). Least squares support vector machine classifiers. Neural Processing Letters, 9, 293-300. doi: 10. 1023/A: 1018628609742.
    • (1999) Neural Processing Letters , vol.9 , pp. 293-300
    • Suykens, J.A.K.1    Vandewalle, J.2
  • 22
    • 0035153408 scopus 로고    scopus 로고
    • Ground-measured spectral signatures as indicators of ground cover and leaf area index: The case of paddy rice
    • doi:10.1016/S0378-4290(00)00129-5
    • Vaesen, K., Gilliams, S., Nachaerts, K., & Coppin, P. (2001). Ground-measured spectral signatures as indicators of ground cover and leaf area index: The case of paddy rice. Field Crops Research, 69, 13-25. doi: 10. 1016/S0378-4290(00)00129-5.
    • (2001) Field Crops Research , vol.69 , pp. 13-25
    • Vaesen, K.1    Gilliams, S.2    Nachaerts, K.3    Coppin, P.4
  • 24
    • 57549115753 scopus 로고    scopus 로고
    • Optimal waveband identification for estimation of leaf area index of paddy rice
    • doi:10.1631/jzus.B0820211
    • Wang, F. M., Huang, J. F., Zhou, Q. F., & Wang, X. Z. (2008). Optimal waveband identification for estimation of leaf area index of paddy rice. Journal of Zhejiang University Science B, 9, 953-963. doi: 10. 1631/jzus. B0820211.
    • (2008) Journal of Zhejiang University Science B , vol.9 , pp. 953-963
    • Wang, F.M.1    Huang, J.F.2    Zhou, Q.F.3    Wang, X.Z.4
  • 25
    • 34547576153 scopus 로고    scopus 로고
    • Study on infrared spectroscopy technique for fast measurement of protein content in milk powder based on LS-SVM
    • doi:10.1016/j.jfoodeng.2007.04.031
    • Wu, D., He, Y., Feng, S., & Sun, D. (2008). Study on infrared spectroscopy technique for fast measurement of protein content in milk powder based on LS-SVM. Journal of Food Engineering, 84, 124-131. doi: 10. 1016/j. jfoodeng. 2007. 04. 031.
    • (2008) Journal of Food Engineering , vol.84 , pp. 124-131
    • Wu, D.1    He, Y.2    Feng, S.3    Sun, D.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.