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Original Articles

Forming spatially coherent regions by classification of multi-variate data: an example from the analysis of maps of crop yield

Pages 83-98 | Received 01 Sep 2001, Published online: 29 Jun 2010

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J. Niesterowicz, T.F. Stepinski & J. Jasiewicz. (2016) Unsupervised regionalization of the United States into landscape pattern types. International Journal of Geographical Information Science 30:7, pages 1450-1468.
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M. Diacono, D. De Benedetto, A. Castrignanò, P. Rubino, C. Vitti, H.M. Abdelrahman, D. Sollitto, C. Cocozza & D. Ventrella. (2013) A combined approach of geostatistics and geographical clustering for delineating homogeneous zones in a durum wheat field in organic farming. NJAS: Wageningen Journal of Life Sciences 64-65:1, pages 47-57.
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Hou-Long Jiang, Guo-Shun Liu, Shu-Duan Liu, En-Hua Li, Rui Wang, Yong-Feng Yang & Hong-Chao Hu. (2012) Delineation of site-specific management zones based on soil properties for a hillside field in central China. Archives of Agronomy and Soil Science 58:10, pages 1075-1090.
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Gabor Milics. (2021) A coupled impact of different management and soil moisture on yield of winter wheat ( Triticum aestivum L.) in dry conditions at locality Mezőföld, Hungary . Journal of Hydrology and Hydromechanics 69:1, pages 76-86.
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Kamaluddin T. Aliyu, Alpha Y. Kamara, Jibrin M. Jibrin, Jeroen E. Huising, Bello M. Shehu, Julius B. Adewopo, Ibrahim B. Mohammed, Reuben Solomon, Adam M. Adam & Ayuba M. Samndi. (2020) Delineation of Soil Fertility Management Zones for Site-specific Nutrient Management in the Maize Belt Region of Nigeria. Sustainability 12:21, pages 9010.
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Kirsty L. Hassall, Andrew P. Whitmore & Alice E. Milne. (2019) Accounting for data sparsity when forming spatially coherent zones. Applied Mathematical Modelling 72, pages 537-552.
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Claudia Georgi, Daniel Spengler, Sibylle Itzerott & Birgit Kleinschmit. (2017) Automatic delineation algorithm for site-specific management zones based on satellite remote sensing data. Precision Agriculture 19:4, pages 684-707.
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S.E. Muhammed, B.P. Marchant, R. Webster, A.P. Whitmore, G. Dailey & A.E. Milne. (2017) Assessing sampling designs for determining fertilizer practice from yield data. Computers and Electronics in Agriculture 135, pages 163-174.
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. 2016. Hyperspectral Remote Sensing of Vegetation. Hyperspectral Remote Sensing of Vegetation 301 324 .
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M. Córdoba, C. Bruno, J. Costa & M. Balzarini. (2013) Subfield management class delineation using cluster analysis from spatial principal components of soil variables. Computers and Electronics in Agriculture 97, pages 6-14.
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Shaul Cohen, Yafit Cohen, Victor Alchanatis & Ofer Levi. (2013) Combining spectral and spatial information from aerial hyperspectral images for delineating homogenous management zones. Biosystems Engineering 114:4, pages 435-443.
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Katerina Aggelopooulou, Annamaria Castrignanò, Theofanis Gemtos & Daniela De Benedetto. (2013) Delineation of management zones in an apple orchard in Greece using a multivariate approach. Computers and Electronics in Agriculture 90, pages 119-130.
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Mariangela Diacono, Pietro Rubino & Francesco Montemurro. (2012) Precision nitrogen management of wheat. A review. Agronomy for Sustainable Development 33:1, pages 219-241.
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Juan D. Muñoz & Alexandra Kravchenko. (2012) Deriving the optimal scale for relating topographic attributes and cover crop plant biomass. Geomorphology 179, pages 197-207.
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John A. Kupfer, Peng Gao & Diansheng Guo. (2012) Regionalization of forest pattern metrics for the continental United States using contiguity constrained clustering and partitioning. Ecological Informatics 9, pages 11-18.
Crossref
A. Castrignanò, M.T.F. Wong, M. Stelluti, D. De Benedetto & D. Sollitto. (2012) Use of EMI, gamma-ray emission and GPS height as multi-sensor data for soil characterisation. Geoderma 175-176, pages 78-89.
Crossref
Tomáš Hlásny & Ingrid Turisová. (2012) Spatial modelling-based approach to phytogeographical regionalization using grassland vegetation data. Open Life Sciences 7:2.
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A.E. Milne, R. Webster, D. Ginsburg & D. Kindred. (2012) Spatial multivariate classification of an arable field into compact management zones based on past crop yields. Computers and Electronics in Agriculture 80, pages 17-30.
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J. Arno, J. A. Martinez-Casasnovas, M. Ribes-Dasi & J. R. Rosell. (2011) Clustering of grape yield maps to delineate site-specific management zones. Spanish Journal of Agricultural Research 9:3, pages 721.
Crossref
Georg Ruß & Rudolf Kruse. 2011. Advances in Data Mining. Applications and Theoretical Aspects. Advances in Data Mining. Applications and Theoretical Aspects 161 173 .
F. Guastaferro, A. Castrignanò, D. De Benedetto, D. Sollitto, A. Troccoli & B. Cafarelli. (2010) A comparison of different algorithms for the delineation of management zones. Precision Agriculture 11:6, pages 600-620.
Crossref
Jed Long, Trisalyn Nelson & Michael Wulder. (2010) Regionalization of Landscape Pattern Indices Using Multivariate Cluster Analysis. Environmental Management 46:1, pages 134-142.
Crossref
Moacir Pedroso, James Taylor, Bruno Tisseyre, Brigitte Charnomordic & Serge Guillaume. (2010) A segmentation algorithm for the delineation of agricultural management zones. Computers and Electronics in Agriculture 70:1, pages 199-208.
Crossref
F. Morari, A. Castrignanò & C. Pagliarin. (2009) Application of multivariate geostatistics in delineating management zones within a gravelly vineyard using geo-electrical sensors. Computers and Electronics in Agriculture 68:1, pages 97-107.
Crossref
John Triantafilis, Belinda Kerridge & Sam M. Buchanan. (2009) Digital Soil‐Class Mapping from Proximal and Remotely Sensed Data at the Field Level. Agronomy Journal 101:4, pages 841-853.
Crossref
Peijun Li, Tao Cheng & Jiancong Guo. (2009) Multivariate Image Texture by Multivariate Variogram for Multispectral Image Classification. Photogrammetric Engineering & Remote Sensing 75:2, pages 147-157.
Crossref
Pierre Roudier, Bruno Tisseyre, Hervé Poilvé & Jean-Michel Roger. (2008) Management zone delineation using a modified watershed algorithm. Precision Agriculture 9:5, pages 233-250.
Crossref
Z. L. Frogbrook & M. A. Oliver. (2007) Identifying management zones in agricultural fields using spatially constrained classification of soil and ancillary data. Soil Use and Management 23:1, pages 40-51.
Crossref
Gregorio C. Simbahan & Achim Dobermann. (2006) An algorithm for spatially constrained classification of categorical and continuous soil properties. Geoderma 136:3-4, pages 504-523.
Crossref
R. Tapia, A. Stein & W. Bijker. (2005) Optimization of sampling schemes for vegetation mapping using fuzzy classification. Remote Sensing of Environment 99:4, pages 425-433.
Crossref
J. L. Ping & A. Dobermann. (2005) Processing of Yield Map Data. Precision Agriculture 6:2, pages 193-212.
Crossref
W DAY. (2005) Engineering precision into variable biological systems. Annals of Applied Biology 146:2, pages 155-162.
Crossref
N.R. Kitchen, K.A. Sudduth, D.B. Myers, S.T. Drummond & S.Y. Hong. (2005) Delineating productivity zones on claypan soil fields using apparent soil electrical conductivity. Computers and Electronics in Agriculture 46:1-3, pages 285-308.
Crossref
William W. Hargrove & Forrest M. Hoffman. (2005) Potential of Multivariate Quantitative Methods for Delineation and Visualization of Ecoregions. Environmental Management 34:S1, pages S39-S60.
Crossref
Jon J. Fridgen, Newell R. Kitchen, Kenneth A. Sudduth, Scott T. Drummond, William J. Wiebold & Clyde W. Fraisse. (2004) Management Zone Analyst (MZA). Agronomy Journal 96:1, pages 100-108.
Crossref
J. L. Ping & A. Dobermann. (2003) Creating Spatially Contiguous Yield Classes for Site‐Specific Management. Agronomy Journal 95:5, pages 1121-1131.
Crossref
R.M. Lark. (1999) Soil–landform relationships at within-field scales: an investigation using continuous classification. Geoderma 92:3-4, pages 141-165.
Crossref
John V. Stafford, R. Murray Lark & Helen C. Bolam. 1999. Proceedings of the Fourth International Conference on Precision Agriculture. Proceedings of the Fourth International Conference on Precision Agriculture 225 237 .
R.M. Lark & P.H.T. Beckett. (1998) A geostatistical descriptor of the spatial distribution of soil classes, and its use in predicting the purity of possible soil map units. Geoderma 83:3-4, pages 243-267.
Crossref

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