메뉴 건너뛰기




Volumn 123, Issue , 2012, Pages 78-86

Prediction of soil organic matter content in a litchi orchard of South China using spectral indices

Author keywords

Band depth; Litchi orchard; PLSR; Prediction; Soil organic matter (SOM); Spectral index

Indexed keywords

ABSORPTION AREAS; BAND DEPTH; CALIBRATION METHOD; CHARACTERISTIC ABSORPTION; COEFFICIENT OF DETERMINATION; CROSS VALIDATION; F VALUES; FIRST DERIVATIVE; LINEAR REGRESSION METHODS; NEAR INFRARED; PARTIAL LEAST-SQUARES REGRESSION; PLSR; PREDICTION MODEL; ROOT MEAN SQUARE ERRORS; SOIL ORGANIC MATTER CONTENTS; SOIL ORGANIC MATTERS; SOIL SAMPLE; SOUTH CHINA; SPECTRAL INDICES; SPECTRAL PREDICTION MODEL; SPECTRAL REGION; VISIBLE AND NEAR INFRARED;

EID: 84860504343     PISSN: 01671987     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.still.2012.03.013     Document Type: Article
Times cited : (40)

References (57)
  • 1
    • 43849083049 scopus 로고    scopus 로고
    • Determining the distributions of soil carbon and nitrogen in particle size fractions using near-infrared reflectance spectrum of bulk soil samples
    • Barthes B.G., Brune t D., Hien E., Enjalric F., Conche S., Freschet G.T., Annunzio R., Toucet-Louri J. Determining the distributions of soil carbon and nitrogen in particle size fractions using near-infrared reflectance spectrum of bulk soil samples. Soil Biology and Biochemistry 2008, 40(6):1533-1537.
    • (2008) Soil Biology and Biochemistry , vol.40 , Issue.6 , pp. 1533-1537
    • Barthes, B.G.1    Brune t, D.2    Hien, E.3    Enjalric, F.4    Conche, S.5    Freschet, G.T.6    Annunzio, R.7    Toucet-Louri, J.8
  • 2
    • 43649091529 scopus 로고    scopus 로고
    • Spectral reflectance based indices for soil organic carbon quantification
    • Bartholomeus H.M., Schaepman M.E., Kooistra L., Stevens A. Spectral reflectance based indices for soil organic carbon quantification. Geoderma 2008, 145(1-2):28-36.
    • (2008) Geoderma , vol.145 , Issue.1-2 , pp. 28-36
    • Bartholomeus, H.M.1    Schaepman, M.E.2    Kooistra, L.3    Stevens, A.4
  • 3
    • 0031177876 scopus 로고    scopus 로고
    • The reflectance spectra of organic matter in the visible near-infrared and short wave infrared region (400-2500) during a controlled decomposition process
    • Ben-Dor E., Inbar Y., Chen Y. The reflectance spectra of organic matter in the visible near-infrared and short wave infrared region (400-2500) during a controlled decomposition process. Remote Sensing of Environment 1997, 61(1):1-15.
    • (1997) Remote Sensing of Environment , vol.61 , Issue.1 , pp. 1-15
    • Ben-Dor, E.1    Inbar, Y.2    Chen, Y.3
  • 5
    • 0037139270 scopus 로고    scopus 로고
    • Mapping of several soil properties using DAIS-7915 hyperspectral scanner data-a case study over clayey soils in Israel
    • Ben-Dor E., Patkin K., Banin A., Karnieli A. Mapping of several soil properties using DAIS-7915 hyperspectral scanner data-a case study over clayey soils in Israel. International Journal of Remote Sensing 2002, 23(6):1043-1062.
    • (2002) International Journal of Remote Sensing , vol.23 , Issue.6 , pp. 1043-1062
    • Ben-Dor, E.1    Patkin, K.2    Banin, A.3    Karnieli, A.4
  • 7
    • 0037546967 scopus 로고    scopus 로고
    • The potential of near infrared reflectance spectroscopy to analyse soil chemical and physical characteristics
    • Cozzolino D., Morón A. The potential of near infrared reflectance spectroscopy to analyse soil chemical and physical characteristics. Journal of Agricultural Science 2003, 140:65-71.
    • (2003) Journal of Agricultural Science , vol.140 , pp. 65-71
    • Cozzolino, D.1    Morón, A.2
  • 8
    • 1342309508 scopus 로고    scopus 로고
    • Analysis of VNIR (400-1100nm) spectral signatures for estimation of soil organic matter in tropical soils of Thailand
    • Daniel K.W., Tripathi N.K., Honda K., Apisit E. Analysis of VNIR (400-1100nm) spectral signatures for estimation of soil organic matter in tropical soils of Thailand. International Journal of Remote Sensing 2004, 25(3):643-652.
    • (2004) International Journal of Remote Sensing , vol.25 , Issue.3 , pp. 643-652
    • Daniel, K.W.1    Tripathi, N.K.2    Honda, K.3    Apisit, E.4
  • 9
    • 0002175152 scopus 로고    scopus 로고
    • Spectroscopic qualitative analysis
    • Academic Press, London, UK, J. Workman, A. Springsteen (Eds.)
    • Duckworth J. Spectroscopic qualitative analysis. Applied Spectroscopy. A Compact Reference for Practitioners 1998, 93-163. Academic Press, London, UK. J. Workman, A. Springsteen (Eds.).
    • (1998) Applied Spectroscopy. A Compact Reference for Practitioners , pp. 93-163
    • Duckworth, J.1
  • 10
    • 0036323232 scopus 로고    scopus 로고
    • The potential of near-infrared reflectance spectroscopy for soil analysis-a case study from the Riverine Plain of south-eastern Australia
    • Dunn B.W., Beecher H.G., Batten G.D., Ciavarella S. The potential of near-infrared reflectance spectroscopy for soil analysis-a case study from the Riverine Plain of south-eastern Australia. Australian Journal of Experimental Agriculture 2002, 42(5):607-614.
    • (2002) Australian Journal of Experimental Agriculture , vol.42 , Issue.5 , pp. 607-614
    • Dunn, B.W.1    Beecher, H.G.2    Batten, G.D.3    Ciavarella, S.4
  • 11
    • 77649194645 scopus 로고    scopus 로고
    • Spectral properties and sources of variability of ecosystem components in a Mediterranean semiarid environment
    • Escribano P., Palacios-Orueta A., Oyonarte C., Chabrillat S. Spectral properties and sources of variability of ecosystem components in a Mediterranean semiarid environment. Journal of Arid Environment 2010, 74(9):1041-1051.
    • (2010) Journal of Arid Environment , vol.74 , Issue.9 , pp. 1041-1051
    • Escribano, P.1    Palacios-Orueta, A.2    Oyonarte, C.3    Chabrillat, S.4
  • 12
    • 0037127460 scopus 로고    scopus 로고
    • Determination of organic matter in soils using radial basis function networks and near infrared spectroscopy
    • Fidencio P.H., Poppi R.J., De Andrade J.C. Determination of organic matter in soils using radial basis function networks and near infrared spectroscopy. Analytica Chimica Acta 2002, 453(1):125-134.
    • (2002) Analytica Chimica Acta , vol.453 , Issue.1 , pp. 125-134
    • Fidencio, P.H.1    Poppi, R.J.2    De Andrade, J.C.3
  • 13
    • 77951025912 scopus 로고    scopus 로고
    • Soil carbon measurement in clods and sieved samples in a Mediterranean Vertisol by visible and near-infrared reflectance spectroscopy
    • Fontan J.M., Calvache S., Lopez-Bellido R.J., Lopez-Bellido L. Soil carbon measurement in clods and sieved samples in a Mediterranean Vertisol by visible and near-infrared reflectance spectroscopy. Geoderma 2010, 156(3-4):93-98.
    • (2010) Geoderma , vol.156 , Issue.3-4 , pp. 93-98
    • Fontan, J.M.1    Calvache, S.2    Lopez-Bellido, R.J.3    Lopez-Bellido, L.4
  • 14
    • 0031988537 scopus 로고    scopus 로고
    • Variability of laboratory measured soil lines of soils from Southeastern Brazil
    • Galvao L.S., Vitorello I. Variability of laboratory measured soil lines of soils from Southeastern Brazil. Remote Sensing of Environment 1997, 63(2):166-181.
    • (1997) Remote Sensing of Environment , vol.63 , Issue.2 , pp. 166-181
    • Galvao, L.S.1    Vitorello, I.2
  • 15
    • 0032503848 scopus 로고    scopus 로고
    • Role of organic matter in obliterating the effects of iron on spectral reflectance and color of Brazilian tropical soils
    • Galvao L.S., Vitorello I. Role of organic matter in obliterating the effects of iron on spectral reflectance and color of Brazilian tropical soils. International Journal of Remote Sensing 1998, 19(10):1969-1979.
    • (1998) International Journal of Remote Sensing , vol.19 , Issue.10 , pp. 1969-1979
    • Galvao, L.S.1    Vitorello, I.2
  • 16
    • 49549111126 scopus 로고    scopus 로고
    • Soil organic carbon prediction by hyperspectral remote sensing and field vis-NIR spectroscopy: an Australian case study
    • Gomez C., Viscarra Rossel R.A., McBratney A.B. Soil organic carbon prediction by hyperspectral remote sensing and field vis-NIR spectroscopy: an Australian case study. Geoderma 2008, 146(3-4):403-411.
    • (2008) Geoderma , vol.146 , Issue.3-4 , pp. 403-411
    • Gomez, C.1    Viscarra Rossel, R.A.2    McBratney, A.B.3
  • 18
    • 25444437638 scopus 로고
    • Spectral characteristics of main types of soils in South China and soil classification
    • (in Chinese)
    • Huang Y., Liu T. Spectral characteristics of main types of soils in South China and soil classification. Acta Pedologica Sinica 1995, 32(1):58-68. (in Chinese).
    • (1995) Acta Pedologica Sinica , vol.32 , Issue.1 , pp. 58-68
    • Huang, Y.1    Liu, T.2
  • 19
    • 0034930460 scopus 로고    scopus 로고
    • Soil moisture and organic matter prediction of surface and subsurface soils using an NIR soil sensor
    • Hummel J.W., Sudduth K.A., Hollinger S.E. Soil moisture and organic matter prediction of surface and subsurface soils using an NIR soil sensor. Computers and Electronics in Agriculture 2001, 32(2):149-165.
    • (2001) Computers and Electronics in Agriculture , vol.32 , Issue.2 , pp. 149-165
    • Hummel, J.W.1    Sudduth, K.A.2    Hollinger, S.E.3
  • 20
    • 0001411940 scopus 로고
    • Visible and near-infrared spectra of minerals and rocks. I. Silicate minerals
    • Hunt G.R., Salisbury J.W. Visible and near-infrared spectra of minerals and rocks. I. Silicate minerals. Mod. Geol. 1970, 1:283-300.
    • (1970) Mod. Geol. , vol.1 , pp. 283-300
    • Hunt, G.R.1    Salisbury, J.W.2
  • 21
    • 0033102275 scopus 로고    scopus 로고
    • Determination of leaf chemical concentration using band-depth analysis of absorption features and stepwise linear regression
    • Kokaly R., Clark R.N. Determination of leaf chemical concentration using band-depth analysis of absorption features and stepwise linear regression. Remote Sensing of Environment 1999, 67:267-287.
    • (1999) Remote Sensing of Environment , vol.67 , pp. 267-287
    • Kokaly, R.1    Clark, R.N.2
  • 23
    • 84861318025 scopus 로고    scopus 로고
    • Evaluation of soil nutrient fertility status in litchi plantations of Guangdong
    • (in Chinese with English abstract)
    • Li G.L., Yao L.X., He Z.H., Zhang Y.C., Zhou X.C., Tu S.H. Evaluation of soil nutrient fertility status in litchi plantations of Guangdong. Chinese Journal of Soil Science 2009, 40(4):800-804. (in Chinese with English abstract).
    • (2009) Chinese Journal of Soil Science , vol.40 , Issue.4 , pp. 800-804
    • Li, G.L.1    Yao, L.X.2    He, Z.H.3    Zhang, Y.C.4    Zhou, X.C.5    Tu, S.H.6
  • 24
    • 21444443434 scopus 로고    scopus 로고
    • The latosolic red soil fertility conditions and improving countermeasures of litchi orchard in Guangdong province
    • (in Chinese)
    • Lin L.W., Zheng H., Luo W. The latosolic red soil fertility conditions and improving countermeasures of litchi orchard in Guangdong province. Tropical and Subtropical Soil Science 1998, 7(4):334-336. (in Chinese).
    • (1998) Tropical and Subtropical Soil Science , vol.7 , Issue.4 , pp. 334-336
    • Lin, L.W.1    Zheng, H.2    Luo, W.3
  • 25
    • 79953200859 scopus 로고    scopus 로고
    • Studies on the estimation of soil organic matter content based on Hyperspectrum
    • Liu L., Shen R.P., Ding G.X. Studies on the estimation of soil organic matter content based on Hyperspectrum. Spectrascopy and Spectral Analysis 2011, 31(3):762-766.
    • (2011) Spectrascopy and Spectral Analysis , vol.31 , Issue.3 , pp. 762-766
    • Liu, L.1    Shen, R.P.2    Ding, G.X.3
  • 26
    • 70350188198 scopus 로고    scopus 로고
    • Prediction and validation of soil organic matter content based on hyperspectrum
    • (in Chinese with English abstract)
    • Lu Y., Bai l.Y., Yang l.L.P., Wang H.J. Prediction and validation of soil organic matter content based on hyperspectrum. Scientia Agricultura Sinica 2007, 40(9):1989-1995. (in Chinese with English abstract).
    • (2007) Scientia Agricultura Sinica , vol.40 , Issue.9 , pp. 1989-1995
    • Lu, Y.1    Bai, L.2    Yang, L.3    Wang, H.J.4
  • 27
  • 28
    • 84861327899 scopus 로고    scopus 로고
    • Improving spectral techniques to determine soil organic carbon by accounting for soil moisture effects. The second global workshop on proximal soil sensing
    • Nocita M., Stevens A., Van W.B. Improving spectral techniques to determine soil organic carbon by accounting for soil moisture effects. The second global workshop on proximal soil sensing. Montreal 2011, 104-107.
    • (2011) Montreal , pp. 104-107
    • Nocita, M.1    Stevens, A.2    Van, W.B.3
  • 29
    • 33750686567 scopus 로고    scopus 로고
    • Continuum removed band depth analysis for detecting the effects of natural gas, methane and ethane on maize reflectance
    • Noomen M.F., Skidmore A.K., Van Der Meer F.D., Prins H.H.T. Continuum removed band depth analysis for detecting the effects of natural gas, methane and ethane on maize reflectance. Remote Sensing of Environment 2006, 105:262-270.
    • (2006) Remote Sensing of Environment , vol.105 , pp. 262-270
    • Noomen, M.F.1    Skidmore, A.K.2    Van Der Meer, F.D.3    Prins, H.H.T.4
  • 30
    • 53249098387 scopus 로고    scopus 로고
    • Indentifying optimal spectral bands to assess soil properties with VNIR radiometry in semi-arid soils
    • Melendez-Pastror I., Navarro-Pedreno J., Gomez I., Koch M. Indentifying optimal spectral bands to assess soil properties with VNIR radiometry in semi-arid soils. Geoderma 2008, 147(3-4):126-132.
    • (2008) Geoderma , vol.147 , Issue.3-4 , pp. 126-132
    • Melendez-Pastror, I.1    Navarro-Pedreno, J.2    Gomez, I.3    Koch, M.4
  • 31
    • 67049134747 scopus 로고    scopus 로고
    • Simulated in situ characterization of soil organic and inorganic carbon with visible near infrared diffuse reflectance spectroscopy
    • Morgan C.L.S., Waiser T.H., Brown D.J., Hallmark C.T. Simulated in situ characterization of soil organic and inorganic carbon with visible near infrared diffuse reflectance spectroscopy. Geoderma 2009, 151(3-4):249-256.
    • (2009) Geoderma , vol.151 , Issue.3-4 , pp. 249-256
    • Morgan, C.L.S.1    Waiser, T.H.2    Brown, D.J.3    Hallmark, C.T.4
  • 35
    • 77953620835 scopus 로고    scopus 로고
    • Comparison among principal component, partial least squares and back propagation neural network analyses for accuracy of measurement of selected soil properties with visible and near infrared spectroscopy
    • Mouazen A.M., Kuang B., De Baerdemaeker J., Ramon H. Comparison among principal component, partial least squares and back propagation neural network analyses for accuracy of measurement of selected soil properties with visible and near infrared spectroscopy. Geoderma 2010, 158(1-2):23-31.
    • (2010) Geoderma , vol.158 , Issue.1-2 , pp. 23-31
    • Mouazen, A.M.1    Kuang, B.2    De Baerdemaeker, J.3    Ramon, H.4
  • 37
    • 0032131988 scopus 로고    scopus 로고
    • Remote sensing of soil properties in the Santa Monica mountians. I. Spectral analysis
    • Palacio-Orueta A., Ustin S.L. Remote sensing of soil properties in the Santa Monica mountians. I. Spectral analysis. Remote Sensing of Environment 1998, 65(2):170-183.
    • (1998) Remote Sensing of Environment , vol.65 , Issue.2 , pp. 170-183
    • Palacio-Orueta, A.1    Ustin, S.L.2
  • 40
    • 0022686040 scopus 로고
    • Sensors utilizing light reflection to measure soil organic matter
    • Pitts M.J., Hummel J.W., Butler B.J. Sensors utilizing light reflection to measure soil organic matter. Transactions of the ASAE 1986, 29:422-428.
    • (1986) Transactions of the ASAE , vol.29 , pp. 422-428
    • Pitts, M.J.1    Hummel, J.W.2    Butler, B.J.3
  • 41
    • 23044504784 scopus 로고    scopus 로고
    • Potential for onsite and online analysis of pig manure using visible and near infrared reflectance spectroscopy
    • Saeys W., Mouazen A.M., Ramon H. Potential for onsite and online analysis of pig manure using visible and near infrared reflectance spectroscopy. Biosystems Engineering 2005, 91(4):393-402.
    • (2005) Biosystems Engineering , vol.91 , Issue.4 , pp. 393-402
    • Saeys, W.1    Mouazen, A.M.2    Ramon, H.3
  • 43
    • 79955942528 scopus 로고    scopus 로고
    • Characteristics anaylylsi of soil spectrum response resulted from organic material
    • (in Chinese with English abstract)
    • Sha J., Chen P., Chen S. Characteristics anaylylsi of soil spectrum response resulted from organic material. Research of Soil and Water Conservation 2003, 10(2):21-25. (in Chinese with English abstract).
    • (2003) Research of Soil and Water Conservation , vol.10 , Issue.2 , pp. 21-25
    • Sha, J.1    Chen, P.2    Chen, S.3
  • 44
    • 24044530120 scopus 로고    scopus 로고
    • Ground-sensor soil reflectance as related to soil properties and crop response in a cotton fi{ligature}eld
    • Stamatiadis S., Christofi{ligature}des C., Tsadilas C., Samaras V., Schepers J.S., Francis D. Ground-sensor soil reflectance as related to soil properties and crop response in a cotton fi{ligature}eld. Precision Agriculture 2005, 6(4):399-411.
    • (2005) Precision Agriculture , vol.6 , Issue.4 , pp. 399-411
    • Stamatiadis, S.1    Christofides, C.2    Tsadilas, C.3    Samaras, V.4    Schepers, J.S.5    Francis, D.6
  • 46
    • 78650923570 scopus 로고    scopus 로고
    • Band depth analysis of CHRIS/PROBA data for the study of a Mediterranean natural ecosystem. Correlations with leaf optical properties and ecophysiological parameters
    • Sykioti O., Paronis D., Stagekis S., Kyparissis A. Band depth analysis of CHRIS/PROBA data for the study of a Mediterranean natural ecosystem. Correlations with leaf optical properties and ecophysiological parameters. Remote Sensing of Environment 2011, 115(2):752-766.
    • (2011) Remote Sensing of Environment , vol.115 , Issue.2 , pp. 752-766
    • Sykioti, O.1    Paronis, D.2    Stagekis, S.3    Kyparissis, A.4
  • 47
    • 0030300966 scopus 로고    scopus 로고
    • Geographic operating range evaluation of a NIR soil sensor
    • Sudduth K.A., Hummel J.W. Geographic operating range evaluation of a NIR soil sensor. Transactions of the ASAE 1996, 39:1599-1604.
    • (1996) Transactions of the ASAE , vol.39 , pp. 1599-1604
    • Sudduth, K.A.1    Hummel, J.W.2
  • 48
    • 79954451216 scopus 로고    scopus 로고
    • Visible near-infrared reflectance spectroscopy as a predictive indicator of soil properties
    • Summers D., Lewis M., Ostendorf B., Chittleborough D. Visible near-infrared reflectance spectroscopy as a predictive indicator of soil properties. Ecological Indicators 2011, 11(1):123-131.
    • (2011) Ecological Indicators , vol.11 , Issue.1 , pp. 123-131
    • Summers, D.1    Lewis, M.2    Ostendorf, B.3    Chittleborough, D.4
  • 49
    • 29544448479 scopus 로고    scopus 로고
    • Development of field-scale soil organic matter content estimation models in Eastern Canada using airborne hyperspectral imagery
    • 1.9-1.14
    • Uno Y., Prasher S.O., Patel R.M., Pattey I.B.S.E., Karimi Y. Development of field-scale soil organic matter content estimation models in Eastern Canada using airborne hyperspectral imagery. Canadian Biosystems Engineering 2005, 47. 1.9-1.14.
    • (2005) Canadian Biosystems Engineering , vol.47
    • Uno, Y.1    Prasher, S.O.2    Patel, R.M.3    Pattey, I.B.S.E.4    Karimi, Y.5
  • 50
    • 48149107700 scopus 로고    scopus 로고
    • Comparison of multivariate methods for inferential modeling of soil carbon using visible/near-infrared spectra
    • Vasques G.M., Grunwald S.J.O.S. Comparison of multivariate methods for inferential modeling of soil carbon using visible/near-infrared spectra. Geoderma 2008, 146(1-2):14-25.
    • (2008) Geoderma , vol.146 , Issue.1-2 , pp. 14-25
    • Vasques, G.M.1    Grunwald, S.J.O.S.2
  • 51
    • 0031865370 scopus 로고    scopus 로고
    • Laboratory evaluation of a proximal sensing technique for simultaneous measurement of soil clay and water content
    • Viscarra Rossel R.A., McBratney A.B. Laboratory evaluation of a proximal sensing technique for simultaneous measurement of soil clay and water content. Geoderma 1998, 85(1):19-39.
    • (1998) Geoderma , vol.85 , Issue.1 , pp. 19-39
    • Viscarra Rossel, R.A.1    McBratney, A.B.2
  • 52
    • 31944445266 scopus 로고    scopus 로고
    • Visible, near infrared, mid infrared or combined diffuse reflectance spectroscopy for simultaneous assessment of various soil properties
    • Viscarra Rossel R.A., Walvoort D.J.J., McBratney A.B., Janik L.J., Skjemstad J.O. Visible, near infrared, mid infrared or combined diffuse reflectance spectroscopy for simultaneous assessment of various soil properties. Geoderma 2006, 131:59-75.
    • (2006) Geoderma , vol.131 , pp. 59-75
    • Viscarra Rossel, R.A.1    Walvoort, D.J.J.2    McBratney, A.B.3    Janik, L.J.4    Skjemstad, J.O.5
  • 53
    • 84861327458 scopus 로고    scopus 로고
    • China Forestry Publishing House, Beijing, chapter 5, (in Chinese)
    • Wu S.X. China Fruit Notes-Volume Litchi 1998, China Forestry Publishing House, Beijing, pp. 50-72, chapter 5, (in Chinese).
    • (1998) China Fruit Notes-Volume Litchi , pp. 50-72
    • Wu, S.X.1
  • 54
    • 84861316369 scopus 로고    scopus 로고
    • Research advances on differentiation of flower bud in litchi
    • (in Chinese)
    • Wu Z., Zhou Z., Wang L. Research advances on differentiation of flower bud in litchi. Chinese Journal of tropical agriculture 2003, 23:46-52. (in Chinese).
    • (2003) Chinese Journal of tropical agriculture , vol.23 , pp. 46-52
    • Wu, Z.1    Zhou, Z.2    Wang, L.3
  • 55
    • 51149113623 scopus 로고    scopus 로고
    • Rice nitrogen nutrition diagnosis using continuum-removed reflectance
    • (in Chinese with English abstract), Zhang
    • Zhang Rice nitrogen nutrition diagnosis using continuum-removed reflectance. Chinese Journal of Plant Ecology 2006, 30(1):78-82. (in Chinese with English abstract).
    • (2006) Chinese Journal of Plant Ecology , vol.30 , Issue.1 , pp. 78-82
  • 57
    • 46549088799 scopus 로고    scopus 로고
    • Near infrared spectroscopy for determination of various physical, chemical and biochemical properties in Mediterranean soils
    • Zornoza R., Guerrero C., Mataix-Solera J., Scow K.M., Arcenegui V., Mataix-Beneyto J. Near infrared spectroscopy for determination of various physical, chemical and biochemical properties in Mediterranean soils. Soil Biology and Biochemistry 2008, 40(7):1923-1930.
    • (2008) Soil Biology and Biochemistry , vol.40 , Issue.7 , pp. 1923-1930
    • Zornoza, R.1    Guerrero, C.2    Mataix-Solera, J.3    Scow, K.M.4    Arcenegui, V.5    Mataix-Beneyto, J.6


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.