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Summarizing soil chemical variables into homogeneous management zones – case study in a specialty coffee crop

dc.contributor.authorSilva, César de Oliveira Ferreira
dc.contributor.authorGrego, Célia Regina
dc.contributor.authorManzione, Rodrigo Lilla [UNESP]
dc.contributor.authorOliveira, Stanley Robson De Medeiros
dc.contributor.authorRodrigues, Gustavo Costa
dc.contributor.authorRodrigues, Cristina Aparecida Gonçalves
dc.contributor.authorSperanza, Eduardo Antonio
dc.contributor.authorLuchiari, Ariovaldo
dc.contributor.authorKoenigkan, Luciano Vieira
dc.contributor.institutionUniversidade Estadual de Campinas (UNICAMP)
dc.contributor.institutionEmpresa Brasileira de Pesquisa Agropecuária (EMBRAPA)
dc.contributor.institutionUniversidade Estadual Paulista (UNESP)
dc.date.accessioned2025-04-29T18:04:56Z
dc.date.issued2024-03-01
dc.description.abstractHomogeneous management zones (HMZs) delineation is important for the application of precision agriculture because farm management decisions are based on it. Diverse soil chemical characteristics are important for the HMZs delineation. However, summarizing several variables into homogeneous zoning while taking into account the spatial distribution pattern of soil chemical characteristics is a challenge. Addressing this challenge is important to produce HMZs oriented for practical use for the farmers. In this work, 17 soil chemical variables were jointly analyzed for HMZ delineation by using indicator kriging (IK) to interpolate a soil fertility index (SFI). Soil samples were taken from a 4.5 ha area in a quasi-regular grid at 0 - 0.20 m depths in November 2019 (66 samples) and May 2021 (40 samples). Soil P, K, Ca, Mg, S, Na, H, Mn, Fe, Zn, B, cation exchange capacity, aluminum saturation, total organic carbon, base saturation, and organic matter were analyzed. In May 2021 the coffee yield was sampled together with the soil. Applying the SFI and then interpolating it using IK were effective for summarizing soil chemical variables into binary HMZs, showing a zone with higher priority for fertilization (therefore, lower general soil fertility) and another zone with low priority for fertilization. The summarizing process of several variables into binary HMZ was validated by evaluating the boxplots of each variable in each HMZ. Also, higher soil fertility areas presented a higher average coffee yield. Results indicated that joint use of SFI and IK was adequate to delineate HMZs in terms of summarizing soil fertility and separating coffee yield average variability. Delineating management zones by using the SFI approach is flexible for relatively limited sampled studies (less than one hundred samples) where machine learning and geostatistical methods may fail for lack of data.en
dc.description.affiliationUniversidade de Campinas School of Agricultural Engineering, Av. Candido Rondon, 501, São Paulo
dc.description.affiliationEmbrapa Digital Agriculture, Av. Andre Tosello 209, São Paulo
dc.description.affiliationUniversidade Estadual Paulista “Júlio de Mesquita Filho” School of Science Technology and Education, Av. Renato da Costa Lima, 451, São Paulo
dc.description.affiliationEmbrapa Territorial, Av. Soldado Passarinho, 303, São Paulo
dc.description.affiliationUnespUniversidade Estadual Paulista “Júlio de Mesquita Filho” School of Science Technology and Education, Av. Renato da Costa Lima, 451, São Paulo
dc.description.sponsorshipCoordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES)
dc.description.sponsorshipIdCAPES: Funding Code 001
dc.identifierhttp://dx.doi.org/10.1016/j.atech.2024.100418
dc.identifier.citationSmart Agricultural Technology, v. 7.
dc.identifier.doi10.1016/j.atech.2024.100418
dc.identifier.issn2772-3755
dc.identifier.scopus2-s2.0-85186407308
dc.identifier.urihttps://hdl.handle.net/11449/296902
dc.language.isoeng
dc.relation.ispartofSmart Agricultural Technology
dc.sourceScopus
dc.subjectCoffea arabica L.
dc.subjectGeostatistics
dc.subjectIndicator kriging
dc.subjectPrecision agriculture
dc.titleSummarizing soil chemical variables into homogeneous management zones – case study in a specialty coffee cropen
dc.typeArtigopt
dspace.entity.typePublication
unesp.author.orcid0000-0002-5152-6497[1]
unesp.campusUniversidade Estadual Paulista (UNESP), Faculdade de Ciências, Tecnologia e Educação, Ourinhospt

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