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Volumn 97, Issue , 2013, Pages 6-14

Subfield management class delineation using cluster analysis from spatial principal components of soil variables

Author keywords

Fuzzy k means; MULTISPATI PCA; Precision agriculture

Indexed keywords

CLUSTER ANALYSIS; PRINCIPAL COMPONENT ANALYSIS;

EID: 84880336214     PISSN: 01681699     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.compag.2013.05.009     Document Type: Article
Times cited : (69)

References (50)
  • 2
    • 79951580394 scopus 로고    scopus 로고
    • Large trends in French topsoil characteristics are revealed by spatially constrained multivariate analysis
    • Arrouays D., Saby N.P.A., Thioulouse J., Jolivet C., Boulonne L., Ratié C. Large trends in French topsoil characteristics are revealed by spatially constrained multivariate analysis. Geoderma 2011, 161:107-114.
    • (2011) Geoderma , vol.161 , pp. 107-114
    • Arrouays, D.1    Saby, N.P.A.2    Thioulouse, J.3    Jolivet, C.4    Boulonne, L.5    Ratié, C.6
  • 4
    • 0026482068 scopus 로고
    • The multivariate (co)variogram as a spatial weighting function in classification methods
    • Bourgault G., Marcotte D., Legendre P. The multivariate (co)variogram as a spatial weighting function in classification methods. Math. Geol. 1992, 24:463-478.
    • (1992) Math. Geol. , vol.24 , pp. 463-478
    • Bourgault, G.1    Marcotte, D.2    Legendre, P.3
  • 5
    • 0036159625 scopus 로고    scopus 로고
    • Identifying potential within-field management zones from cotton-yield estimates
    • Boydell B., McBratney A.B. Identifying potential within-field management zones from cotton-yield estimates. Precis. Agric. 2002, 3:9-23.
    • (2002) Precis. Agric. , vol.3 , pp. 9-23
    • Boydell, B.1    McBratney, A.B.2
  • 6
    • 35348864368 scopus 로고    scopus 로고
    • Multidisciplinary teams: a necessity for research in precision agriculture systems
    • Bullock D.S., Kitchen N., Bullock D.G. Multidisciplinary teams: a necessity for research in precision agriculture systems. Crop Sci. 2007, 47:1765-1769.
    • (2007) Crop Sci. , vol.47 , pp. 1765-1769
    • Bullock, D.S.1    Kitchen, N.2    Bullock, D.G.3
  • 7
    • 0009226751 scopus 로고
    • The climates of the Argentine republic according to the new Thornthwaite classification
    • Burgos J.J., Vidal A.L. The climates of the Argentine republic according to the new Thornthwaite classification. Ann. Assoc. Am. Geogr. 1951, 41:237-263.
    • (1951) Ann. Assoc. Am. Geogr. , vol.41 , pp. 237-263
    • Burgos, J.J.1    Vidal, A.L.2
  • 8
    • 0024823719 scopus 로고
    • Fuzzy mathematical methods for soil survey and land evaluation
    • Burrough P.A. Fuzzy mathematical methods for soil survey and land evaluation. J. Soil Sci. 1989, 40:477-492.
    • (1989) J. Soil Sci. , vol.40 , pp. 477-492
    • Burrough, P.A.1
  • 9
    • 20444406724 scopus 로고    scopus 로고
    • The ade4 package-I-one-table methods
    • Chessel D., Dufour A.B., Thioulouse J. The ade4 package-I-one-table methods. R News 2004, 4:5-10.
    • (2004) R News , vol.4 , pp. 5-10
    • Chessel, D.1    Dufour, A.B.2    Thioulouse, J.3
  • 10
    • 0024593493 scopus 로고
    • Assessing the significance of the correlation between two spatial processes
    • Clifford P., Richardson S., Hémon D. Assessing the significance of the correlation between two spatial processes. Biometrics 1989, 45:123-134.
    • (1989) Biometrics , vol.45 , pp. 123-134
    • Clifford, P.1    Richardson, S.2    Hémon, D.3
  • 11
    • 33644829898 scopus 로고    scopus 로고
    • Monitoring management-induced spatio-temporal changes in soil quality through soil sampling directed by apparent electrical conductivity
    • Corwin D.L., Lesch S.M., Oster J.D., Kaffka S.R. Monitoring management-induced spatio-temporal changes in soil quality through soil sampling directed by apparent electrical conductivity. Geoderma 2006, 131:369-387.
    • (2006) Geoderma , vol.131 , pp. 369-387
    • Corwin, D.L.1    Lesch, S.M.2    Oster, J.D.3    Kaffka, S.R.4
  • 12
    • 84864440501 scopus 로고    scopus 로고
    • Delineating site-specific management units with proximal sensors
    • Springer, New York, O. Margaret (Ed.)
    • Corwin D.L., Lesch S.M. Delineating site-specific management units with proximal sensors. Geostatistical Applications in Precision Agriculture 2010, 139-165. Springer, New York. O. Margaret (Ed.).
    • (2010) Geostatistical Applications in Precision Agriculture , pp. 139-165
    • Corwin, D.L.1    Lesch, S.M.2
  • 13
    • 84864479962 scopus 로고    scopus 로고
    • Principal component analysis with georeferenced data. An application in precision agriculture
    • Córdoba M., Balzarini M., Bruno C., Costa J.L. Principal component analysis with georeferenced data. An application in precision agriculture. Rev. FCA UNCUYO 2012, 44:27-39.
    • (2012) Rev. FCA UNCUYO , vol.44 , pp. 27-39
    • Córdoba, M.1    Balzarini, M.2    Bruno, C.3    Costa, J.L.4
  • 14
    • 84856474355 scopus 로고    scopus 로고
    • Delineation of site specific nutrient management zones for a paddy cultivated area based on soil fertility using fuzzy clustering
    • Davatgar N., Neishabouri M.R., Sepaskhah A.R. Delineation of site specific nutrient management zones for a paddy cultivated area based on soil fertility using fuzzy clustering. Geoderma 2012, 173-174:111-118.
    • (2012) Geoderma , pp. 111-118
    • Davatgar, N.1    Neishabouri, M.R.2    Sepaskhah, A.R.3
  • 15
    • 1342287627 scopus 로고    scopus 로고
    • Co-inertia analysis and the linking of ecological data tables
    • Dray S., Chessel D., Thioulouse J. Co-inertia analysis and the linking of ecological data tables. Ecology 2003, 84:3078-3089.
    • (2003) Ecology , vol.84 , pp. 3078-3089
    • Dray, S.1    Chessel, D.2    Thioulouse, J.3
  • 16
    • 41349115772 scopus 로고    scopus 로고
    • Spatial ordination of vegetation data using a generalization of Wartenberg's multivariate spatial correlation
    • Dray S., Saïd S., Débias F. Spatial ordination of vegetation data using a generalization of Wartenberg's multivariate spatial correlation. J. Veg. Sci. 2008, 19:45-56.
    • (2008) J. Veg. Sci. , vol.19 , pp. 45-56
    • Dray, S.1    Saïd, S.2    Débias, F.3
  • 17
    • 84870284524 scopus 로고    scopus 로고
    • Revisiting Guerry's data: introducing spatial constraints in multivariate analysis
    • Dray S., Jombart T. Revisiting Guerry's data: introducing spatial constraints in multivariate analysis. Ann. Appl. Stat. 2011, 5:2278-2299.
    • (2011) Ann. Appl. Stat. , vol.5 , pp. 2278-2299
    • Dray, S.1    Jombart, T.2
  • 18
    • 33846200679 scopus 로고    scopus 로고
    • Map quality and zone delineation as affected by width of parallel swaths of mobile agricultural sensors
    • Farahani H.J., Flynn R.L. Map quality and zone delineation as affected by width of parallel swaths of mobile agricultural sensors. Biosyst. Eng. 2007, 96:151-159.
    • (2007) Biosyst. Eng. , vol.96 , pp. 151-159
    • Farahani, H.J.1    Flynn, R.L.2
  • 20
    • 33847713407 scopus 로고    scopus 로고
    • Identifying management zones in agricultural fields using spatially constrained classification of soil and ancillary data
    • Frogbrook Z.L., Oliver M.A. Identifying management zones in agricultural fields using spatially constrained classification of soil and ancillary data. Soil Use Manage. 2007, 23:40-51.
    • (2007) Soil Use Manage. , vol.23 , pp. 40-51
    • Frogbrook, Z.L.1    Oliver, M.A.2
  • 22
    • 58149421595 scopus 로고
    • Analysis of a complex of statistical variables into principal components
    • Hotelling H. Analysis of a complex of statistical variables into principal components. J. Educ. Psychol. 1933, 24:417-441.
    • (1933) J. Educ. Psychol. , vol.24 , pp. 417-441
    • Hotelling, H.1
  • 23
    • 45549099975 scopus 로고    scopus 로고
    • Revealing cryptic spatial patterns in genetic variability by a new multivariate method
    • Jombart T., Devillard S., Dufour A.-B., Pontier D. Revealing cryptic spatial patterns in genetic variability by a new multivariate method. Heredity 2008, 101:92-103.
    • (2008) Heredity , vol.101 , pp. 92-103
    • Jombart, T.1    Devillard, S.2    Dufour, A.-B.3    Pontier, D.4
  • 24
    • 0031942069 scopus 로고    scopus 로고
    • Forming spatially coherent regions by classification of multi-variate data: an example from the analysis of maps of crop yield
    • Lark R.M. Forming spatially coherent regions by classification of multi-variate data: an example from the analysis of maps of crop yield. Int. J. Geogr. Inform. Sci. 1998, 12:83-98.
    • (1998) Int. J. Geogr. Inform. Sci. , vol.12 , pp. 83-98
    • Lark, R.M.1
  • 25
    • 0030966482 scopus 로고    scopus 로고
    • Classification as a first step in the interpretation of temporal and spatial variation of crop yield
    • Lark R., Stafford J. Classification as a first step in the interpretation of temporal and spatial variation of crop yield. Ann. Appl. Biol. 1997, 130:111-121.
    • (1997) Ann. Appl. Biol. , vol.130 , pp. 111-121
    • Lark, R.1    Stafford, J.2
  • 26
    • 33947254941 scopus 로고    scopus 로고
    • Delineation of site-specific management zones using fuzzy clustering analysis in a coastal saline land
    • Li Y., Shi Z., Li F., Li H.Y. Delineation of site-specific management zones using fuzzy clustering analysis in a coastal saline land. Comput. Electron. Agric. 2007, 56:174-186.
    • (2007) Comput. Electron. Agric. , vol.56 , pp. 174-186
    • Li, Y.1    Shi, Z.2    Li, F.3    Li, H.Y.4
  • 27
    • 80755152987 scopus 로고    scopus 로고
    • Spatial multivariate classification of an arable field into compact management zones based on past crop yields
    • Milne A.E., Webster R., Ginsburg D., Kindred D. Spatial multivariate classification of an arable field into compact management zones based on past crop yields. Comput. Electron. Agric. 2012, 80:17-30.
    • (2012) Comput. Electron. Agric. , vol.80 , pp. 17-30
    • Milne, A.E.1    Webster, R.2    Ginsburg, D.3    Kindred, D.4
  • 28
    • 76749129671 scopus 로고    scopus 로고
    • Delineation of management zones using mobile measurements of soil apparent electrical conductivity and multivariate geostatistical techniques
    • Moral F.J., Terrón J.M., Marques da Silva J.R. Delineation of management zones using mobile measurements of soil apparent electrical conductivity and multivariate geostatistical techniques. Soil Till. Res. 2010, 106:335-343.
    • (2010) Soil Till. Res. , vol.106 , pp. 335-343
    • Moral, F.J.1    Terrón, J.M.2    Marques da Silva, J.R.3
  • 29
    • 0000975370 scopus 로고
    • The interpretation of statistical maps
    • Moran P. The interpretation of statistical maps. J. Roy. Stat. Soc. B Method. 1948, 10:243-251.
    • (1948) J. Roy. Stat. Soc. B Method. , vol.10 , pp. 243-251
    • Moran, P.1
  • 30
    • 0027047710 scopus 로고
    • Soil pattern recognition with fuzzy-c-means: application to classification and soil-landform interrelationships
    • Odeh I.O.A., Chittleborough D.J., McBratney A.B. Soil pattern recognition with fuzzy-c-means: application to classification and soil-landform interrelationships. Soil Sci. Soc. Am. J. 1992, 56:505.
    • (1992) Soil Sci. Soc. Am. J. , vol.56 , pp. 505
    • Odeh, I.O.A.1    Chittleborough, D.J.2    McBratney, A.B.3
  • 31
    • 0005852342 scopus 로고
    • A geostatistical basis for spatial weighting in multivariate classification
    • Oliver M.A., Webster R. A geostatistical basis for spatial weighting in multivariate classification. Math. Geol. 1989, 21:15-35.
    • (1989) Math. Geol. , vol.21 , pp. 15-35
    • Oliver, M.A.1    Webster, R.2
  • 32
    • 84880353632 scopus 로고    scopus 로고
    • SpatialPack: Package for Analysis of Spatial Data.
    • Osorio, F., Vallejos, R., Cuevas, F., 2012. SpatialPack: Package for Analysis of Spatial Data.
    • (2012)
    • Osorio, F.1    Vallejos, R.2    Cuevas, F.3
  • 33
    • 0035658946 scopus 로고    scopus 로고
    • Soil water retention as related to topographic variables
    • Pachepsky Y.A., Timlin D.J., Rawls W.J. Soil water retention as related to topographic variables. Soil Sci. Soc. Am. J. 2001, 65:1787-1795.
    • (2001) Soil Sci. Soc. Am. J. , vol.65 , pp. 1787-1795
    • Pachepsky, Y.A.1    Timlin, D.J.2    Rawls, W.J.3
  • 35
    • 84880346816 scopus 로고    scopus 로고
    • Relación espacial entre variables de sitio y rendimiento para la delimitación de zonas de manejo mediante el uso de herramientas informáticas
    • In: Mendarozqueta, A.R., Marciszack, M.M., Groppo, M.A. (Eds.), III Congreso Argentino de Agroinformatica. Córdoba
    • Peralta, N., Franco Castro, M., Costa, J., 2011. Relación espacial entre variables de sitio y rendimiento para la delimitación de zonas de manejo mediante el uso de herramientas informáticas. In: Mendarozqueta, A.R., Marciszack, M.M., Groppo, M.A. (Eds.), III Congreso Argentino de Agroinformatica. Córdoba, pp. 58-69.
    • (2011) , pp. 58-69
    • Peralta, N.1    Franco Castro, M.2    Costa, J.3
  • 36
    • 0141838162 scopus 로고    scopus 로고
    • Creating spatially contiguous yield classes for site-specific management
    • Ping J.L., Dobermann A. Creating spatially contiguous yield classes for site-specific management. Agron. J. 2003, 95:1121-1131.
    • (2003) Agron. J. , vol.95 , pp. 1121-1131
    • Ping, J.L.1    Dobermann, A.2
  • 37
    • 0037375637 scopus 로고    scopus 로고
    • A preliminary approach to assessing the opportunity for site-specific crop management in a field, using yield monitor data
    • Pringle M., McBratney A., Whelan B., Taylor J. A preliminary approach to assessing the opportunity for site-specific crop management in a field, using yield monitor data. Agric. Syst. 2003, 76:273-292.
    • (2003) Agric. Syst. , vol.76 , pp. 273-292
    • Pringle, M.1    McBratney, A.2    Whelan, B.3    Taylor, J.4
  • 38
    • 84880361558 scopus 로고    scopus 로고
    • R Core Team. R: A Language and Environment for Statistical Computing.
    • R Core Team, 2012. R: A Language and Environment for Statistical Computing.
    • (2012)
  • 39
    • 80255126001 scopus 로고    scopus 로고
    • Using apparent soil electrical conductivity (ECa) to characterize vineyard soils of high clay content
    • Rodríguez-Pérez J.R., Plant R.E., Lambert J.-J., Smart D.R. Using apparent soil electrical conductivity (ECa) to characterize vineyard soils of high clay content. Precis. Agric. 2011, 12:775-794.
    • (2011) Precis. Agric. , vol.12 , pp. 775-794
    • Rodríguez-Pérez, J.R.1    Plant, R.E.2    Lambert, J.-J.3    Smart, D.R.4
  • 40
    • 70349223744 scopus 로고    scopus 로고
    • Multivariate analysis of the spatial patterns of 8 trace elements using the French soil monitoring network data
    • Saby N.P.A., Thioulouse J., Jolivet C.C., Ratié C., Boulonne L., Bispo A., Arrouays D. Multivariate analysis of the spatial patterns of 8 trace elements using the French soil monitoring network data. Sci. Total Environ. 2009, 407:5644-5652.
    • (2009) Sci. Total Environ. , vol.407 , pp. 5644-5652
    • Saby, N.P.A.1    Thioulouse, J.2    Jolivet, C.C.3    Ratié, C.4    Boulonne, L.5    Bispo, A.6    Arrouays, D.7
  • 41
    • 0000745347 scopus 로고    scopus 로고
    • Wheat production systems of the Pampas
    • The Haworth Press Inc., New York, E.M. Satorre, G.A. Slafer (Eds.)
    • Satorre E.H., Slafer G.A. Wheat production systems of the Pampas. Wheat Ecology and Physiology of Yield Determination 1999, 333-348. The Haworth Press Inc., New York. E.M. Satorre, G.A. Slafer (Eds.).
    • (1999) Wheat Ecology and Physiology of Yield Determination , pp. 333-348
    • Satorre, E.H.1    Slafer, G.A.2
  • 43
    • 0742267747 scopus 로고    scopus 로고
    • Appropriateness of management zones for characterizing spatial variability of soil properties and irrigated corn yields across years
    • Schepers A.R., Shanahan J.F., Liebig M.A., Schepers J.S., Johnson S.H., Luchiari A. Appropriateness of management zones for characterizing spatial variability of soil properties and irrigated corn yields across years. Agron. J. 2004, 96:195.
    • (2004) Agron. J. , vol.96 , pp. 195
    • Schepers, A.R.1    Shanahan, J.F.2    Liebig, M.A.3    Schepers, J.S.4    Johnson, S.H.5    Luchiari, A.6
  • 44
    • 0002952187 scopus 로고    scopus 로고
    • Using yield maps to regionalize fields into potential management units
    • In: Robert, P.C. (Ed.), Precision Agriculture. 4th Proc. Int. Conf., St. Paul, MN, 19-22 July 1998. ASA, CSSA and SSSA, Madison, WI
    • Stafford, J.V., Lark, R.M., Bolam, H.C., 1998. Using yield maps to regionalize fields into potential management units. In: Robert, P.C. (Ed.), Precision Agriculture. 4th Proc. Int. Conf., St. Paul, MN, 19-22 July 1998. ASA, CSSA and SSSA, Madison, WI, pp. 225-237.
    • (1998) , pp. 225-237
    • Stafford, J.V.1    Lark, R.M.2    Bolam, H.C.3
  • 45
    • 36749085421 scopus 로고    scopus 로고
    • Establishing management classes for broadacre agricultural production
    • Taylor J.A., McBratney A.B., Whelan B.M. Establishing management classes for broadacre agricultural production. Agron. J. 2007, 99:1366-1376.
    • (2007) Agron. J. , vol.99 , pp. 1366-1376
    • Taylor, J.A.1    McBratney, A.B.2    Whelan, B.M.3
  • 46
    • 0029508656 scopus 로고
    • Multivariate analysis of spatial patterns: a unified approach to local and global structures
    • Thioulouse J., Chessel D., Champely S. Multivariate analysis of spatial patterns: a unified approach to local and global structures. Environ. Ecol. Stat. 1995, 2:1-14.
    • (1995) Environ. Ecol. Stat. , vol.2 , pp. 1-14
    • Thioulouse, J.1    Chessel, D.2    Champely, S.3
  • 47
    • 34447122720 scopus 로고    scopus 로고
    • Is it economically feasible to harvest by management zone?
    • Tozer P.R., Isbister B.J. Is it economically feasible to harvest by management zone?. Precis. Agric. 2007, 8:151-159.
    • (2007) Precis. Agric. , vol.8 , pp. 151-159
    • Tozer, P.R.1    Isbister, B.J.2
  • 48
    • 0022179162 scopus 로고
    • Multivariate spatial correlation: a method for exploratory geographical analysis
    • Wartenberg D. Multivariate spatial correlation: a method for exploratory geographical analysis. Geogr. Anal. 1985, 17:263-283.
    • (1985) Geogr. Anal. , vol.17 , pp. 263-283
    • Wartenberg, D.1


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