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Scientific paper - Original scientific paper
The Unified Soil Classification System mapping of the Pannonian Basin in Croatia using multinominal logistic regression and inverse distance weighting interpolation
Rudarsko-geološko-naftni zbornik, 38 (2023), 3; 147-159. https://doi.org/10.17794/rgn.2023.3.12
Heštera, Hrvoje; Pahernik, Mladen; Kovačević Zelić, Biljana; Maurić Maljković, Maja

Institutional repository: Faculty of Mining, Geology and Petroleum Engineering Repository, University of Zagreb

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Heštera, H., Pahernik, M., Kovačević Zelić, B. & Maurić Maljković, M. (2023). The Unified Soil Classification System mapping of the Pannonian Basin in Croatia using multinominal logistic regression and inverse distance weighting interpolation. Rudarsko-geološko-naftni zbornik, 38. (3), 147-159. doi: 10.17794/rgn.2023.3.12

Heštera, Hrvoje, et al. "The Unified Soil Classification System mapping of the Pannonian Basin in Croatia using multinominal logistic regression and inverse distance weighting interpolation." Rudarsko-geološko-naftni zbornik, vol. 38, no. 3, 2023, pp. 147-159. https://doi.org/10.17794/rgn.2023.3.12

Heštera, Hrvoje, Mladen Pahernik, Biljana Kovačević Zelić and Maja Maurić Maljković. "The Unified Soil Classification System mapping of the Pannonian Basin in Croatia using multinominal logistic regression and inverse distance weighting interpolation." Rudarsko-geološko-naftni zbornik 38, no. 3 (2023): 147-159. https://doi.org/10.17794/rgn.2023.3.12

Heštera, H., et al. (2023) 'The Unified Soil Classification System mapping of the Pannonian Basin in Croatia using multinominal logistic regression and inverse distance weighting interpolation', Rudarsko-geološko-naftni zbornik, 38(3), pp. 147-159. doi: 10.17794/rgn.2023.3.12

Heštera H, Pahernik M, Kovačević Zelić B, Maurić Maljković M. The Unified Soil Classification System mapping of the Pannonian Basin in Croatia using multinominal logistic regression and inverse distance weighting interpolation. Rudarsko-geološko-naftni zbornik [Internet]. 2023 [cited 2024 December 20];38(3):147-159. doi: 10.17794/rgn.2023.3.12

H. Heštera, M. Pahernik, B. Kovačević Zelić and M. Maurić Maljković, "The Unified Soil Classification System mapping of the Pannonian Basin in Croatia using multinominal logistic regression and inverse distance weighting interpolation", Rudarsko-geološko-naftni zbornik, vol. 38, no. 3, pp. 147-159, 2023. [Online]. Available at: https://urn.nsk.hr/urn:nbn:hr:169:201418. [Accessed: 20 December 2024]

Metadata
Title (english)The Unified Soil Classification System mapping of the Pannonian Basin in Croatia using multinominal logistic regression and inverse distance weighting interpolation
Title (croatian)Kartiranje tala panonskog dijela Hrvatske prema Unified Soil Classification System upotrebom multinomne logističke regresije i interpolacije inverzijom udaljenosti
AuthorHrvoje Heštera
AuthorMladen Pahernik
AuthorBiljana Kovačević Zelić
AuthorMaja Maurić Maljković
Author's institutionUniversity of Defense and Security "Dr. Franjo Tuđman"
Author's institutionUniversity of Zagreb
Faculty of Veterinary Medicine
Author's institutionUniversity of Zagreb
Faculty of Mining, Geology and Petroleum Engineering
(Department of Mining and Geotechnical Engineering)
Scientific / art field,
discipline and subdiscipline		TECHNICAL SCIENCES
Mining, Petroleum and Geology Engineering
Abstract (croatian)
Unified Soil Classification System (USCS) osnova je brojnih metoda za istraživanje prohodnosti tla za vozila. Budući da podatci o USCS-u nisu uvijek dostupni, koriste se razni drugi izvori i metode za korelaciju i predviđanje USCS grupe tla. U ovome radu opisane su dvije metode korištene u svrhu kartiranja hrvatskog dijela panonskog bazena prema USCS-u do dubine tla od 50 cm. U prvoj metodi ispitana je mogućnost prijenosa 308 uzoraka tla prema sustavu klasifikacije International Soil Science Society (ISSS) u USCS. Rezultati su pokazali da nije moguće izravno transformirati podatke ISSS klasifikacije u USCS. U drugoj metodi korišteno je 414 USCS profila u analizi težišnih faktora u prostornoj analizi s ponderiranjem obrnute udaljenosti. Analizom su obuhvaćeni slojevi dominantnih i asocijativnih jedinica tala Osnovne pedološke karte Hrvatske (BSM), Osnovne geološke karte Hrvatske (GM), dreniranost tla i slivna područja. Dobivene ponderirane težine bile su: BSM 47,12 %, slivno područje 27,12 %, GM 17,67 % i dreniranost tla 8 %. Rezultati su pokazali da je panonski dio Hrvatske prekriven sitnozrnatim tlima, pri čemu je glinom prekriveno gotovo cijelo područje, dok prahovi dominiraju u zapadnim i sjeverozapadnim dijelovima panonskog bazena Hrvatske.
Abstract (english)
The Unified Soil Classification System (USCS) is the basis for numerous methods for soil trafficability research. Since USCS data are not always available, various other data and methods are used to correlate and predict the USCS soil group. This paper describes two methods used for the purpose of mapping the Croatian part of the Pannonian Basin (PB) according to the USCS to a depth of 50 cm. In the first method, the possibility of the transfer of 308 profile samples according to the International Soil Science Society (ISSS) classification system into the USCS was examined. The results show that it is impossible to directly transform ISSS data into the USCS. In the second method 414 USCS profiles were used to analyse the weights of factors in the spatial analysis with inverse distance weighting (IDW). The analysis included layers of dominant and associated soil units of the Basic Soil Map of Croatia (BSM), Geological Map of Croatia (GM), drainage and catchment areas. The obtained weights were as follows: BSM 47.12%, catchment area 27.12%, GM 17.67% and drainage 8%. The results showed that PB in Croatia is covered with fine-grained soils, with clay covering almost the entire area and silt dominating in the western and north-western parts of the country.
Keywords (croatian)
Keywords (english)
Languageenglish
Publication typeScientific paper - Original scientific paper
Publication statusPublished
Peer reviewPeer review - international
Publication versionPublished version
Journal titleRudarsko-geološko-naftni zbornik
Numberingvol. 38, no. 3, pp. 147-159
p-ISSN0353-4529
e-ISSN1849-0409
DOIhttps://doi.org/10.17794/rgn.2023.3.12
URN:NBNurn:nbn:hr:169:201418
Publication2023
Document URLhttps://hrcak.srce.hr/307333
Type of resourceText
Access conditionsOpen access
Terms of useLicence Attribution 4.0 International (CC BY 4.0) icon
Created on2024-11-05 12:16:41