{"id":"https://openalex.org/W7207793396","doi":"https://doi.org/10.1007/s10064-026-05299-y","title":"Machine learning-based multi-class classification of rock mass permeability using integrated geotechnical and geophysical parameters","display_name":"Machine learning-based multi-class classification of rock mass permeability using integrated geotechnical and geophysical parameters","publication_year":2026,"publication_date":"2026-09-03","ids":{"openalex":"https://openalex.org/W7207793396","doi":"https://doi.org/10.1007/s10064-026-05299-y"},"language":"en","primary_location":{"id":"doi:10.1007/s10064-026-05299-y","doi":"https://doi.org/10.1007/s10064-026-05299-y","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10064-026-05299-y","pdf_url":null,"source":{"id":"https://openalex.org/S184406644","display_name":"Bulletin of Engineering Geology and the Environment","issn_l":"0074-1612","issn":["0074-1612","1435-9529","1435-9537"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-d","jufo-1","ki-jl-1","norway-1","poland-100","russia-white-list-1"],"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Bulletin of Engineering Geology and the Environment","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5020355590","display_name":"Mahmut Sar\u0131","orcid":"https://orcid.org/0000-0002-1006-6332","observed_orcids":["https://orcid.org/0000-0002-1006-6332"]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Mahmut Sari","raw_affiliation_strings":["Department of Construction, Gumushane University, Gumushane, Turkey"],"raw_orcid":"https://orcid.org/0000-0002-1006-6332","affiliations":[{"raw_affiliation_string":"Department of Construction, Gumushane University, Gumushane, Turkey","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031307325","display_name":"Sel\u00e7uk Alemda\u011f","orcid":"https://orcid.org/0000-0003-2893-3681","observed_orcids":["https://orcid.org/0000-0003-2893-3681"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Selcuk Alemdag","raw_affiliation_strings":["Department of Geological Engineering, Gumushane University, Gumushane, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Geological Engineering, Gumushane University, Gumushane, Turkey","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069916881","display_name":"Mesut Melek","orcid":"https://orcid.org/0000-0002-7152-7788","observed_orcids":["https://orcid.org/0000-0002-7152-7788"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mesut Melek","raw_affiliation_strings":["Department of Software Engineering, Gumushane University, Gumushane, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Software Engineering, Gumushane University, Gumushane, Turkey","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5071268751","display_name":"Aysel \u015eeren","orcid":"https://orcid.org/0000-0003-1134-061X","observed_orcids":["https://orcid.org/0000-0003-1134-061X"]},"institutions":[{"id":"https://openalex.org/I162720556","display_name":"Karadeniz Technical University","ror":"https://ror.org/03z8fyr40","country_code":"TR","type":"education","lineage":["https://openalex.org/I162720556"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Aysel Seren","raw_affiliation_strings":["Department of Geophysical Engineering, Karadeniz Technical University, Trabzon, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Geophysical Engineering, Karadeniz Technical University, Trabzon, Turkey","institution_ids":["https://openalex.org/I162720556"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5020355590"],"corresponding_institution_ids":[],"apc_list":{"value":3990,"currency":"USD","value_usd":3990},"apc_paid":null,"fwci":1.4645,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.72802449,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"85","issue":"10","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10161","display_name":"Rock Mechanics and Modeling","score":0.49390000104904175,"subfield":{"id":"https://openalex.org/subfields/2211","display_name":"Mechanics of Materials"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10161","display_name":"Rock Mechanics and Modeling","score":0.49390000104904175,"subfield":{"id":"https://openalex.org/subfields/2211","display_name":"Mechanics of Materials"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12482","display_name":"Tunneling and Rock Mechanics","score":0.35569998621940613,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11046","display_name":"Geotechnical Engineering and Analysis","score":0.026900000870227814,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/rock-mass-permeability","display_name":"rock mass permeability","score":0.9599999785423279},{"id":"https://openalex.org/keywords/lugeon-test","display_name":"Lugeon test","score":0.9580000042915344},{"id":"https://openalex.org/keywords/rock-mass-characterization","display_name":"rock mass characterization","score":0.5180000066757202},{"id":"https://openalex.org/keywords/p-wave-velocity","display_name":"P-wave velocity","score":0.7319999933242798},{"id":"https://openalex.org/keywords/shear-wave-velocity","display_name":"shear wave velocity","score":1.0},{"id":"https://openalex.org/keywords/electrical-resistivity","display_name":"electrical resistivity","score":0.9940000176429749},{"id":"https://openalex.org/keywords/rock-quality-designation","display_name":"rock quality designation","score":0.8539999723434448},{"id":"https://openalex.org/keywords/joint-frequency","display_name":"joint frequency","score":0.8690000176429749},{"id":"https://openalex.org/keywords/class-imbalance","display_name":"class imbalance","score":0.6959999799728394},{"id":"https://openalex.org/keywords/smote","display_name":"SMOTE","score":0.7409999966621399},{"id":"https://openalex.org/keywords/dam-foundation","display_name":"dam foundation","score":0.7319999933242798}],"concepts":[{"id":"https://openalex.org/C41242791","wikidata":"https://www.wikidata.org/wiki/Q17105549","display_name":"Rock mass classification","level":2,"score":0.6938999891281128},{"id":"https://openalex.org/C88893950","wikidata":"https://www.wikidata.org/wiki/Q14567133","display_name":"Schmidt hammer","level":3,"score":0.6474999785423279},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.5978000164031982},{"id":"https://openalex.org/C120882062","wikidata":"https://www.wikidata.org/wiki/Q28352","display_name":"Permeability (electromagnetism)","level":3,"score":0.5648000240325928},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5400999784469604},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4733000099658966},{"id":"https://openalex.org/C187320778","wikidata":"https://www.wikidata.org/wiki/Q1349130","display_name":"Geotechnical engineering","level":1,"score":0.4505999982357025},{"id":"https://openalex.org/C25197100","wikidata":"https://www.wikidata.org/wiki/Q890886","display_name":"Drilling","level":2,"score":0.37389999628067017},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.3707999885082245},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3612000048160553},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.3596999943256378},{"id":"https://openalex.org/C95918197","wikidata":"https://www.wikidata.org/wiki/Q1133006","display_name":"Rock mass rating","level":3,"score":0.33559998869895935},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.31450000405311584},{"id":"https://openalex.org/C35817400","wikidata":"https://www.wikidata.org/wiki/Q2383566","display_name":"Well logging","level":2,"score":0.2856000065803528},{"id":"https://openalex.org/C1893757","wikidata":"https://www.wikidata.org/wiki/Q3653001","display_name":"Inversion (geology)","level":3,"score":0.2694999873638153},{"id":"https://openalex.org/C185715996","wikidata":"https://www.wikidata.org/wiki/Q2670285","display_name":"Geomechanics","level":2,"score":0.26750001311302185},{"id":"https://openalex.org/C81845259","wikidata":"https://www.wikidata.org/wiki/Q290117","display_name":"Quadratic programming","level":2,"score":0.2624000012874603},{"id":"https://openalex.org/C173736775","wikidata":"https://www.wikidata.org/wiki/Q58964","display_name":"Drill","level":2,"score":0.26089999079704285},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.2556999921798706},{"id":"https://openalex.org/C159719176","wikidata":"https://www.wikidata.org/wiki/Q586474","display_name":"Engineering geology","level":4,"score":0.25429999828338623},{"id":"https://openalex.org/C69738355","wikidata":"https://www.wikidata.org/wiki/Q1228929","display_name":"Linear discriminant analysis","level":2,"score":0.2533000111579895},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.2524000108242035}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s10064-026-05299-y","doi":"https://doi.org/10.1007/s10064-026-05299-y","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10064-026-05299-y","pdf_url":null,"source":{"id":"https://openalex.org/S184406644","display_name":"Bulletin of Engineering Geology and the Environment","issn_l":"0074-1612","issn":["0074-1612","1435-9529","1435-9537"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-d","jufo-1","ki-jl-1","norway-1","poland-100","russia-white-list-1"],"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Bulletin of Engineering Geology and the Environment","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W566240195","https://openalex.org/W1587559447","https://openalex.org/W1981552604","https://openalex.org/W1988790447","https://openalex.org/W1995555849","https://openalex.org/W1999565652","https://openalex.org/W2001619934","https://openalex.org/W2017337590","https://openalex.org/W2018380422","https://openalex.org/W2039902119","https://openalex.org/W2055639186","https://openalex.org/W2081328954","https://openalex.org/W2086330480","https://openalex.org/W2132549764","https://openalex.org/W2148143831","https://openalex.org/W2170505850","https://openalex.org/W2767544935","https://openalex.org/W2787894218","https://openalex.org/W2912934387","https://openalex.org/W2988636483","https://openalex.org/W3082703410","https://openalex.org/W3106889297","https://openalex.org/W3196797324","https://openalex.org/W3209310914","https://openalex.org/W4211137671","https://openalex.org/W4239510810","https://openalex.org/W4243367342","https://openalex.org/W4293240229","https://openalex.org/W4307157985","https://openalex.org/W4412450084","https://openalex.org/W4412760675"],"related_works":["https://openalex.org/W4307157985","https://openalex.org/W4306154043","https://openalex.org/W4200128423","https://openalex.org/W4411951005","https://openalex.org/W7140196706","https://openalex.org/W4224249004","https://openalex.org/W2081328954","https://openalex.org/W3209050805","https://openalex.org/W4405674648","https://openalex.org/W1980146750"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-10-21T09:56:26.102985","created_date":"2026-09-04T00:00:00"}
