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Pregled bibliografske jedinice broj: 1106008

Determination of soil C:N suitability zones for organic farming using an unsupervised classification in eastern Croatia


Radočaj, Dorijan; Jurišić, Mladen; Antonić, Oleg
Determination of soil C:N suitability zones for organic farming using an unsupervised classification in eastern Croatia // Ecological indicators, 123 (2021), 107382, 13 doi:10.1016/j.ecolind.2021.107382 (međunarodna recenzija, članak, znanstveni)


CROSBI ID: 1106008 Za ispravke kontaktirajte CROSBI podršku putem web obrasca

Naslov
Determination of soil C:N suitability zones for organic farming using an unsupervised classification in eastern Croatia

Autori
Radočaj, Dorijan ; Jurišić, Mladen ; Antonić, Oleg

Izvornik
Ecological indicators (1470-160X) 123 (2021); 107382, 13

Vrsta, podvrsta i kategorija rada
Radovi u časopisima, članak, znanstveni

Ključne riječi
soil fertility ; kriging ; interpolation accuracy ; K-means ; FAO suitability classes

Sažetak
Soil carbon-to-nitrogen ratio (C:N) represents an indicator of soil quality and fertility, having a major impact on agricultural land management for organic farming. Determination of soil C:N suitability zones is a necessary procedure in the process, enabling effective land management. A total of 72 soil samples at two soil layers at 0–10 cm and 20–30 cm were used in the study, evenly distributed in the Osijek-Baranja County in eastern Croatia. Ordinary kriging (OK) and Lognormal kriging (LK) using linear, Gaussian and spherical mathematical models, alongside Inverse distance weighted (IDW) were evaluated for the spatial prediction of soil C:N. Inner accuracy representing retention of input sample values in the interpolation results and outer accuracy representing a prediction accuracy at unknown locations were used to determine optimal interpolation parameters. K-means unsupervised classification algorithm was used for the objective determination of soil C:N suitability zones in five classes specified by the Food and Agriculture Organization (FAO). IDW resulted in the highest inner accuracy, while OK with the Gaussian model produced the highest outer accuracy with the average R2 = 0.7908 and NRMSE = 0.0544. Contrary to the previous research, higher mean soil C:N results in a lower soil layer of 20–30 cm with 13.41, compared to 12.03 at 0–10 cm soil layer. The highest soil C:N suitability was determined in only 4.8% of the study area, with the suitability index of 18.44. Meanwhile, the two largest classes were marginally suitable and currently unsuitable class, covering 35.5% and 27.7% of the study area, respectively. These results indicated a necessity for the adjustment of agricultural land management practices to enable sustainable organic farming.

Izvorni jezik
Engleski

Znanstvena područja
Interdisciplinarne tehničke znanosti, Poljoprivreda (agronomija), Interdisciplinarne biotehničke znanosti



POVEZANOST RADA


Ustanove:
Fakultet agrobiotehničkih znanosti Osijek,
Sveučilište u Osijeku - Odjel za biologiju

Profili:

Avatar Url Oleg Antonić (autor)

Avatar Url Mladen Jurišić (autor)

Avatar Url Dorijan Radočaj (autor)

Citiraj ovu publikaciju

Radočaj, Dorijan; Jurišić, Mladen; Antonić, Oleg
Determination of soil C:N suitability zones for organic farming using an unsupervised classification in eastern Croatia // Ecological indicators, 123 (2021), 107382, 13 doi:10.1016/j.ecolind.2021.107382 (međunarodna recenzija, članak, znanstveni)
Radočaj, D., Jurišić, M. & Antonić, O. (2021) Determination of soil C:N suitability zones for organic farming using an unsupervised classification in eastern Croatia. Ecological indicators, 123, 107382, 13 doi:10.1016/j.ecolind.2021.107382.
@article{article, year = {2021}, pages = {13}, DOI = {10.1016/j.ecolind.2021.107382}, chapter = {107382}, keywords = {soil fertility, kriging, interpolation accuracy, K-means, FAO suitability classes}, journal = {Ecological indicators}, doi = {10.1016/j.ecolind.2021.107382}, volume = {123}, issn = {1470-160X}, title = {Determination of soil C:N suitability zones for organic farming using an unsupervised classification in eastern Croatia}, keyword = {soil fertility, kriging, interpolation accuracy, K-means, FAO suitability classes}, chapternumber = {107382} }
@article{article, year = {2021}, pages = {13}, DOI = {10.1016/j.ecolind.2021.107382}, chapter = {107382}, keywords = {soil fertility, kriging, interpolation accuracy, K-means, FAO suitability classes}, journal = {Ecological indicators}, doi = {10.1016/j.ecolind.2021.107382}, volume = {123}, issn = {1470-160X}, title = {Determination of soil C:N suitability zones for organic farming using an unsupervised classification in eastern Croatia}, keyword = {soil fertility, kriging, interpolation accuracy, K-means, FAO suitability classes}, chapternumber = {107382} }

Časopis indeksira:


  • Current Contents Connect (CCC)
  • Web of Science Core Collection (WoSCC)
    • Science Citation Index Expanded (SCI-EXP)
    • SCI-EXP, SSCI i/ili A&HCI
  • Scopus


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