Recent Advances in Geomathematics in Croatia: Examples from Subsurface Geological Mapping and Biostatistics
Geomathematics is extremely important in geosciences, particularly in the geology. The key for any geomathematical analysis is the definition of a typical model to be applied for further prognosis, either through deterministic or stochastic approaches. The selection of the appropriate procedure is p...
Saved in:
Published in | Geosciences (Basel) Vol. 10; no. 5; p. 188 |
---|---|
Main Authors | , , , , , , |
Format | Journal Article |
Language | English |
Published |
MDPI AG
01.05.2020
|
Subjects | |
Online Access | Get full text |
Cover
Loading…
Abstract | Geomathematics is extremely important in geosciences, particularly in the geology. The key for any geomathematical analysis is the definition of a typical model to be applied for further prognosis, either through deterministic or stochastic approaches. The selection of the appropriate procedure is presented in this paper. Two different geomathematical subfield datasets were used in subsurface geological mapping and palaeontology and different biostatistics applications, representing important geomathematical subfields in the Croatian geology. The different subsurface interpolation methods tested, validated and recommended for application were used to obtain the best possible outcome in reservoir modelling, in the cases with small datasets. Cross-validation may be chosen as the main selection criteria, applied to the Croatian part of the Pannonian Basin System (CPBS). Recent advances in biostatistics applied in palaeontology and case studies from Croatia are also presented, where biometric studies are of significant importance in fossil biota. Data, methods and problems in geosciences are vast subjects, and address a wide spectrum of fundamental science. Because geology includes subsurface and surface geology, and very different datasets regarding variable and number of data, we have chosen here two representative case study groups with original samples from Northern Croatia. Subsurface mapping has been presented on limited petrophysical datasets from the Northern Croatian, Miocene, hydrocarbon reservoirs. Biostatistics have been presented on very different samples, allowing us to achieve paleoenvironmental reconstructions of the size of relevant fossils, such as dinosaurs or other species and their paleoenvironments. All examples highlight examples of the valuable application of geomathematical tools in geology. The results, cautiously validated and correlated with other, non-numerical (indicator, categorical) geological knowledge, are of enormous assistance in creating better geological models. |
---|---|
AbstractList | Geomathematics is extremely important in geosciences, particularly in the geology. The key for any geomathematical analysis is the definition of a typical model to be applied for further prognosis, either through deterministic or stochastic approaches. The selection of the appropriate procedure is presented in this paper. Two different geomathematical subfield datasets were used in subsurface geological mapping and palaeontology and different biostatistics applications, representing important geomathematical subfields in the Croatian geology. The different subsurface interpolation methods tested, validated and recommended for application were used to obtain the best possible outcome in reservoir modelling, in the cases with small datasets. Cross-validation may be chosen as the main selection criteria, applied to the Croatian part of the Pannonian Basin System (CPBS). Recent advances in biostatistics applied in palaeontology and case studies from Croatia are also presented, where biometric studies are of significant importance in fossil biota. Data, methods and problems in geosciences are vast subjects, and address a wide spectrum of fundamental science. Because geology includes subsurface and surface geology, and very different datasets regarding variable and number of data, we have chosen here two representative case study groups with original samples from Northern Croatia. Subsurface mapping has been presented on limited petrophysical datasets from the Northern Croatian, Miocene, hydrocarbon reservoirs. Biostatistics have been presented on very different samples, allowing us to achieve paleoenvironmental reconstructions of the size of relevant fossils, such as dinosaurs or other species and their paleoenvironments. All examples highlight examples of the valuable application of geomathematical tools in geology. The results, cautiously validated and correlated with other, non-numerical (indicator, categorical) geological knowledge, are of enormous assistance in creating better geological models. |
Author | Sremac, Jasenka Bošnjak, Marija Velić, Josipa Ivšinović, Josip Dinis, Maria Alzira Pimenta Barudžija, Uroš Malvić, Tomislav |
Author_xml | – sequence: 1 givenname: Tomislav orcidid: 0000-0003-2072-9539 surname: Malvić fullname: Malvić, Tomislav – sequence: 2 givenname: Marija orcidid: 0000-0002-1851-1031 surname: Bošnjak fullname: Bošnjak, Marija – sequence: 3 givenname: Josipa surname: Velić fullname: Velić, Josipa – sequence: 4 givenname: Jasenka orcidid: 0000-0002-4736-7497 surname: Sremac fullname: Sremac, Jasenka – sequence: 5 givenname: Josip orcidid: 0000-0002-7451-1677 surname: Ivšinović fullname: Ivšinović, Josip – sequence: 6 givenname: Maria Alzira Pimenta orcidid: 0000-0002-2198-6740 surname: Dinis fullname: Dinis, Maria Alzira Pimenta – sequence: 7 givenname: Uroš orcidid: 0000-0002-1617-9362 surname: Barudžija fullname: Barudžija, Uroš |
BookMark | eNptkEtPAjEQgBuDiYj8Ai_7B9CWdrutNySIJBgTH-fN9LUuLlvSLkb_vV0wxoNzmPd8M5lzNGh9axG6JPiKUomvK-ujrm2rbSQY55gIcYKGU1zwCZ1yOvjjn6FxjBucRBIqKBui9yerbdtlM_MBPSGr22xp_Ra6N5tUrQ-ZefDJh5ts8QnbXZPaXPDb7Hmv4j440LafaXxVa2iyB9jt6rbKoDXZbe1jl0ZjT7pApw6aaMc_doRe7xYv8_vJ-nG5ms_WE6C56CaKFdjpHAqqmFRGEsMYEFOAwDk3VHDIhU1RobgylDHCpeLcCiUdyFSiI7Q6co2HTbkL9RbCV-mhLg8JH6oSQjqosSVmknCWlnDJmbagnCkodlwYPVVCucSiR5YOPsZg3S-P4LJ_f_nP--k35V9--w |
Cites_doi | 10.1086/278966 10.1002/nme.1620151110 10.1007/BF00897749 10.1515/geoca-2016-0021 10.3390/stats3010007 10.2110/palo.2015.092 10.4154/GC.2007.03 10.1002/0471725218 10.1029/JZ064i007p00823 10.4154/gc.2008.05 10.1111/biom.12153 10.5194/hess-15-2259-2011 10.20944/preprints201902.0260.v1 10.3390/geosciences9010036 10.1007/978-1-4899-4731-4 10.2118/9781555630959 10.1145/45054.45055 10.1515/geoca-2017-0023 10.4154/GC.2015.08 10.1146/annurev.en.38.010193.001511 10.11646/zootaxa.4210.1.1 10.1017/S1089332600001030 10.1007/978-1-4615-7106-3 10.1016/S0925-7721(01)00018-9 10.4154/gc.2019.08 10.1007/s12549-014-0154-z 10.2113/gsecongeo.58.8.1246 10.1017/pab.2017.24 10.1017/CBO9780511535529 10.1306/CE3823 |
ContentType | Journal Article |
DBID | AAYXX CITATION DOA |
DOI | 10.3390/geosciences10050188 |
DatabaseName | CrossRef DOAJ Directory of Open Access Journals |
DatabaseTitle | CrossRef |
DatabaseTitleList | CrossRef |
Database_xml | – sequence: 1 dbid: DOA name: DOAJ : directory of open access journals url: https://www.doaj.org/ sourceTypes: Open Website |
DeliveryMethod | fulltext_linktorsrc |
Discipline | Geology |
EISSN | 2076-3263 |
ExternalDocumentID | oai_doaj_org_article_049164bd96964ceabfd730f68dc2b8bf 10_3390_geosciences10050188 |
GroupedDBID | 5VS 7XC 8FE 8FH AADQD AAFWJ AAHBH AAYXX ADBBV AFKRA AFPKN AFZYC ALMA_UNASSIGNED_HOLDINGS ATCPS BCNDV BENPR BHPHI BKSAR CCPQU CITATION GROUPED_DOAJ HCIFZ IAO IEP KQ8 LK5 M7R MODMG M~E OK1 PATMY PCBAR PHGZM PHGZT PIMPY PROAC PYCSY ZBA PUEGO |
ID | FETCH-LOGICAL-a358t-b470fc5a73b49bd91d44a1d7a8056d386a58e7a87b6bd344169b66e8b9fa958e3 |
IEDL.DBID | DOA |
ISSN | 2076-3263 |
IngestDate | Wed Aug 27 01:20:33 EDT 2025 Tue Jul 01 03:50:53 EDT 2025 |
IsDoiOpenAccess | true |
IsOpenAccess | true |
IsPeerReviewed | true |
IsScholarly | true |
Issue | 5 |
Language | English |
License | https://creativecommons.org/licenses/by/4.0 |
LinkModel | DirectLink |
MergedId | FETCHMERGED-LOGICAL-a358t-b470fc5a73b49bd91d44a1d7a8056d386a58e7a87b6bd344169b66e8b9fa958e3 |
ORCID | 0000-0003-2072-9539 0000-0002-4736-7497 0000-0002-1617-9362 0000-0002-7451-1677 0000-0002-2198-6740 0000-0002-1851-1031 |
OpenAccessLink | https://doaj.org/article/049164bd96964ceabfd730f68dc2b8bf |
ParticipantIDs | doaj_primary_oai_doaj_org_article_049164bd96964ceabfd730f68dc2b8bf crossref_primary_10_3390_geosciences10050188 |
ProviderPackageCode | CITATION AAYXX |
PublicationCentury | 2000 |
PublicationDate | 2020-05-01 |
PublicationDateYYYYMMDD | 2020-05-01 |
PublicationDate_xml | – month: 05 year: 2020 text: 2020-05-01 day: 01 |
PublicationDecade | 2020 |
PublicationTitle | Geosciences (Basel) |
PublicationYear | 2020 |
Publisher | MDPI AG |
Publisher_xml | – name: MDPI AG |
References | (ref_44) 1957; 10 (ref_45) 1963; 15 Harzhauser (ref_54) 2016; 4210 Agterberg (ref_10) 1959; 21 Matheron (ref_2) 1963; 58 ref_14 ref_58 ref_57 ref_56 Hohenegger (ref_52) 2017; 32 ref_19 ref_18 ref_17 Eder (ref_53) 2018; 44 ref_16 ref_15 Krumbein (ref_13) 1959; 64 (ref_64) 2019; 22 Franke (ref_35) 1980; 15 ref_60 (ref_61) 1998; 51 Mezga (ref_63) 2015; 68 ref_24 Traversoni (ref_31) 1994; 8 ref_21 ref_20 (ref_29) 2014; 65 Zell (ref_59) 2014; 94 Medved (ref_27) 2010; 2 (ref_26) 2008; 61 Sremac (ref_43) 2020; 3 ref_34 Billard (ref_23) 2014; 70 ref_33 Sremac (ref_55) 2017; 68 ref_30 Pezelj (ref_49) 2007; 9 Agterberg (ref_11) 1961; 23 Arlot (ref_39) 2016; 17 Pezelj (ref_50) 2019; 72 Davis (ref_37) 1987; 19 Krige (ref_4) 1951; 52 Perez (ref_38) 2010; 3 Hohenegger (ref_51) 2011; 20 Renka (ref_36) 1988; 14 Liebhold (ref_25) 1993; 38 ref_46 Pezelj (ref_47) 2007; 60 (ref_22) 1908; 42 Boissonnat (ref_32) 2001; 19 ref_42 ref_41 ref_40 ref_1 Krumbein (ref_12) 1956; 40 ref_3 Pezelj (ref_48) 2016; 67 Mezga (ref_62) 2007; 113 Agterberg (ref_9) 1958; 20 ref_8 ref_5 Ly (ref_28) 2011; 15 ref_7 ref_6 |
References_xml | – volume: 42 start-page: 537 year: 1908 ident: ref_22 article-title: Biometry as a Method in Taxonomy publication-title: Am. Nat. doi: 10.1086/278966 – volume: 15 start-page: 1691 year: 1980 ident: ref_35 article-title: Smooth Interpolation of Large Sets of Scattered Data publication-title: Int. J. Numer. Methods Eng. doi: 10.1002/nme.1620151110 – volume: 113 start-page: 139 year: 2007 ident: ref_62 article-title: A new dinosaur tracksite in the late Albian of Istria, Croatia publication-title: Riv. Ital. Paleontol. Stratigr. – ident: ref_5 – volume: 20 start-page: 253 year: 1958 ident: ref_9 article-title: An undulation of the rate of sedimentation in southern Gotland publication-title: Geol. Mijnb. – volume: 19 start-page: 241 year: 1987 ident: ref_37 article-title: Uses and Abuses of Cross Validation in Geostatistics publication-title: Math. Geol. doi: 10.1007/BF00897749 – volume: 3 start-page: 569 year: 2010 ident: ref_38 article-title: Sensitivity Analysis of k-Fold Cross Validation in Prediction Error Estimation publication-title: IEEE Trans. Pattern Anal. Mach. Intell. – volume: 67 start-page: 329 year: 2016 ident: ref_48 article-title: Shallow-water benthic foraminiferal assemblages and their response to the palaeoenvironmental changes—example from the Middle Miocene of Medvednica Mt. (Croatia, Central Paratethys) publication-title: Geol. Carpathica doi: 10.1515/geoca-2016-0021 – volume: 3 start-page: 68 year: 2020 ident: ref_43 article-title: Application of the Modified Shepard’s Method (MSM): A Case Study with the Interpolation of Neogene Reservoir Variables in Northern Croatia publication-title: Stats doi: 10.3390/stats3010007 – volume: 32 start-page: 30 year: 2017 ident: ref_52 article-title: Growth-invariant and growth-independent characters in equatorial sections of Heterostegina shells relieve phylogenetic and paleobiogeographic interpretations publication-title: Palaios doi: 10.2110/palo.2015.092 – volume: 60 start-page: 139 year: 2007 ident: ref_47 article-title: Palaeoecology of the Late Badenian foraminifera and ostracoda from the SW Central Paratethys (Medvednica Mt., Croatia) publication-title: Geol. Croat. doi: 10.4154/GC.2007.03 – ident: ref_6 doi: 10.1002/0471725218 – ident: ref_16 – volume: 15 start-page: 391 year: 1963 ident: ref_45 article-title: Panonska fauna ostrakoda Donjeg Selišta jugozapadno od Gline (Pannonische Ostrakodenfauna von Donje Selište südwestlich von Glina) publication-title: Geološki Vjesnik – volume: 64 start-page: 823 year: 1959 ident: ref_13 article-title: Trend-surface analysis of contour type maps with irregular control-point spacing publication-title: J. Geophys. Res. doi: 10.1029/JZ064i007p00823 – ident: ref_1 – volume: 61 start-page: 27 year: 2008 ident: ref_26 article-title: Selection of the most appropriate interpolation method for sandstone reservoirs in the Kloštar oil and gas field publication-title: Geol. Croat. doi: 10.4154/gc.2008.05 – volume: 70 start-page: 259 year: 2014 ident: ref_23 article-title: Sir Ronald A. Fisher and The International Biometric Society publication-title: Biometrics doi: 10.1111/biom.12153 – volume: 15 start-page: 2259 year: 2011 ident: ref_28 article-title: Geostatistical interpolation of daily rainfall at catchment scale: The use of several variogram models in the Ourthe and Ambleve catchments, Belgium publication-title: Hydrol. Earth Syst. Sci. doi: 10.5194/hess-15-2259-2011 – volume: 20 start-page: 655 year: 2011 ident: ref_51 article-title: Growth-invariant Meristic Characters Tools to Reveal Phylogenetic Relationships in Nummulitidae (Foraminifera) publication-title: Turk. J. Earth Sci. – ident: ref_8 – ident: ref_41 doi: 10.20944/preprints201902.0260.v1 – ident: ref_40 doi: 10.3390/geosciences9010036 – ident: ref_56 – ident: ref_15 doi: 10.1007/978-1-4899-4731-4 – ident: ref_20 doi: 10.2118/9781555630959 – volume: 8 start-page: 291 year: 1994 ident: ref_31 article-title: Natural neighbour finite elements publication-title: Trans. Ecol. Environ. – volume: 17 start-page: 7256 year: 2016 ident: ref_39 article-title: Choice of V for V-Fold Cross-Validation in Least-Squares Density Estimation publication-title: J. Mach. Learn. Res. – ident: ref_17 – volume: 14 start-page: 139 year: 1988 ident: ref_36 article-title: Multivariate Interpolation of Large Sets of Scattered Data publication-title: ACM Trans. Math. Softw. doi: 10.1145/45054.45055 – volume: 68 start-page: 329 year: 2017 ident: ref_55 article-title: The Miocene “Pteropod event” in the SW part of the Central Paratethys (Medvednica Mt., northern Croatia) publication-title: Geol. Carpathica doi: 10.1515/geoca-2017-0023 – volume: 68 start-page: 113 year: 2015 ident: ref_63 article-title: Dinosaur footprints in the Lower Hauterivian deposits of Palud Cove in Istria, Croatia publication-title: Geol. Croat. doi: 10.4154/GC.2015.08 – volume: 40 start-page: 2163 year: 1956 ident: ref_12 article-title: Regional and local components in facies maps publication-title: AAPG Bull. – volume: 38 start-page: 303 year: 1993 ident: ref_25 article-title: Geostatistics and Geographic Information System in Applied Insect Ecology publication-title: Annu. Rev. Entomol. doi: 10.1146/annurev.en.38.010193.001511 – ident: ref_7 – ident: ref_30 – volume: 4210 start-page: 001 year: 2016 ident: ref_54 article-title: A revision of the Neogene Conidae and Conorbidae (Gastropoda) of the Paratethys Sea publication-title: Zootaxa doi: 10.11646/zootaxa.4210.1.1 – ident: ref_58 doi: 10.1017/S1089332600001030 – ident: ref_3 – ident: ref_34 – volume: 23 start-page: 149 year: 1961 ident: ref_11 article-title: The skew frequency distribution of some ore minerals publication-title: Geol. Mijnb. – volume: 2 start-page: 71 year: 2010 ident: ref_27 article-title: Usporedba metoda interpolacije batimetrijskih mjerenja za praćenje promjena volumena jezera (Comparison of Interpolation Methods of Bathymetry Data Used for Monitoring of Lake Volume Change—In Croatian) publication-title: Geod. List – ident: ref_24 doi: 10.1007/978-1-4615-7106-3 – volume: 19 start-page: 155 year: 2001 ident: ref_32 article-title: Natural neighbor coordinates of points on a surface publication-title: Comput. Geom. doi: 10.1016/S0925-7721(01)00018-9 – volume: 51 start-page: 105 year: 1998 ident: ref_61 article-title: Remains of Sauropoda (Reptilia, Saurischia) in the Lower Cretaceous (Upper Hauterivian/Lower Barremian) limestones of SW Istria (Croatia) publication-title: Geol. Croat. – ident: ref_14 – volume: 10 start-page: 39 year: 1957 ident: ref_44 article-title: O fauni marinskog miocena i o tortonskom šliru Medvednice (Zagrebačke gore) [Ueber die Fauna des marinen Miozäns und über den Tortonischen “Schlier” von Medvednica (Zagreber Gebirge)] publication-title: Geološki Vjesnik – ident: ref_18 – volume: 21 start-page: 133 year: 1959 ident: ref_10 article-title: On the measuring of strongly dispersed minor folds publication-title: Geol. Mijnb. – ident: ref_21 – volume: 72 start-page: 93 year: 2019 ident: ref_50 article-title: Foraminifera-based estimation of water depth in epicontinental seas: Badenian deposits from Glavnica Gornja (Medvednica Mt., Croatia), Central Paratethys publication-title: Geol. Croatica doi: 10.4154/gc.2019.08 – ident: ref_33 – ident: ref_46 – volume: 9 start-page: 83 year: 2007 ident: ref_49 article-title: Badenian Marginal Marine Environment in the Medvednica Mt. (Croatia) publication-title: Joannea Geol. Paläont. – volume: 94 start-page: 439 year: 2014 ident: ref_59 article-title: Liostrea roemeri (Ostreida, Bivalvia) attached to Upper Jurassic ammonites of northeastern Mexico publication-title: Palaeobio Palaeoenv doi: 10.1007/s12549-014-0154-z – volume: 22 start-page: 1 year: 2019 ident: ref_64 article-title: Studying bipedal dinosaur trackways using geometric morphometrics publication-title: Palaeontol. Electron. – volume: 58 start-page: 1246 year: 1963 ident: ref_2 article-title: Principles of geostatistics publication-title: Econ. Geol. doi: 10.2113/gsecongeo.58.8.1246 – volume: 52 start-page: 119 year: 1951 ident: ref_4 article-title: A Statistical Approach to Some Basic Mine Valuation Problems on the Witwatersrand publication-title: J. Chem. Metall. Min. Soc. S. Afr. – volume: 44 start-page: 76 year: 2018 ident: ref_53 article-title: Test flattening in the larger foraminifer Heterostegina depressa: Predicting bathymetry from axial sections publication-title: Paleobiology doi: 10.1017/pab.2017.24 – volume: 65 start-page: 57 year: 2014 ident: ref_29 article-title: Review of deterministic geostatistical mapping methods in Croatian hydrocarbon reservoirs and advantages of such approach publication-title: Nafta – ident: ref_42 doi: 10.1017/CBO9780511535529 – ident: ref_60 – ident: ref_19 doi: 10.1306/CE3823 – ident: ref_57 |
SSID | ssj0000913834 |
Score | 2.1460314 |
Snippet | Geomathematics is extremely important in geosciences, particularly in the geology. The key for any geomathematical analysis is the definition of a typical... |
SourceID | doaj crossref |
SourceType | Open Website Index Database |
StartPage | 188 |
SubjectTerms | biostatistics Croatia geomathematics geostatistics palaeontology subsurface geological mapping |
Title | Recent Advances in Geomathematics in Croatia: Examples from Subsurface Geological Mapping and Biostatistics |
URI | https://doaj.org/article/049164bd96964ceabfd730f68dc2b8bf |
Volume | 10 |
hasFullText | 1 |
inHoldings | 1 |
isFullTextHit | |
isPrint | |
link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV1LSwMxEA5SEbyIT6yPkoNHl3a72WzirS2tRbCIWOhtmTy2FHErfYD-eyfJWnsQvHjbTZbs8k2Y-YadfEPIjRTahSEWKaZsxNqtJJIqhUhzbjUrJKTgq3xHfDhmD5N0stXqy9WEBXngAFwTGSwyemWcigvTFlRhcFMWXBjdVkIVzvviy7aSKe-DZYypFwsyQwnm9c2prcQh7TJ2oiex77XyE4q2FPt9aBkckoOKE9JO-JYjsmPLY7J373vufp6QV6R2GBpoJ_yuX9JZSXHybSO46kd6izlewx3tf4BT_F1Sd3KEOsewXhSgLQ0LOqPQR3CyDFMKpaHd2dydKgqCzadkPOi_9IZR1SMhgiQVK4Q4axU6hSxRTCJKsWEMYpOBQGZjEsEhFRbvMsWVSZD7cKnQDELJAiROJWekVs5Le05oDBpdI0NCIxVLrRGGtXAZm2WaK2RmdXL7DVf-HqQwckwhHLr5L-jWSddBunnU6Vj7AbRuXlk3_8u6F_-xyCXZb7ss2ZcpXpHaarG210glVqpBdrv90dNzw--eL8G6zAk |
linkProvider | Directory of Open Access Journals |
openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Recent+Advances+in+Geomathematics+in+Croatia%3A+Examples+from+Subsurface+Geological+Mapping+and+Biostatistics&rft.jtitle=Geosciences+%28Basel%29&rft.au=Tomislav+Malvi%C4%87&rft.au=Marija+Bo%C5%A1njak&rft.au=Josipa+Veli%C4%87&rft.au=Jasenka+Sremac&rft.date=2020-05-01&rft.pub=MDPI+AG&rft.eissn=2076-3263&rft.volume=10&rft.issue=5&rft.spage=188&rft_id=info:doi/10.3390%2Fgeosciences10050188&rft.externalDBID=DOA&rft.externalDocID=oai_doaj_org_article_049164bd96964ceabfd730f68dc2b8bf |
thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2076-3263&client=summon |
thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2076-3263&client=summon |
thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2076-3263&client=summon |