{"id":"https://openalex.org/W4400333198","doi":"https://doi.org/10.1007/s12145-024-01392-6","title":"Estimation of static Young\u2019s modulus of sandstone types: effective machine learning and statistical models","display_name":"Estimation of static Young\u2019s modulus of sandstone types: effective machine learning and statistical models","publication_year":2024,"publication_date":"2024-07-04","ids":{"openalex":"https://openalex.org/W4400333198","doi":"https://doi.org/10.1007/s12145-024-01392-6"},"language":"en","primary_location":{"id":"doi:10.1007/s12145-024-01392-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s12145-024-01392-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s12145-024-01392-6.pdf","source":{"id":"https://openalex.org/S198914822","display_name":"Earth Science Informatics","issn_l":"1865-0473","issn":["1865-0473","1865-0481"],"is_oa":false,"is_in_doaj":false,"is_core":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Earth Science Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s12145-024-01392-6.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5031044955","display_name":"Liu Na","orcid":"https://orcid.org/0000-0002-8777-0707"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Na Liu","raw_affiliation_strings":["Beijing GrandTrend International Economic and Technical Consulting Co., Ltd, Beijing, 100012, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing GrandTrend International Economic and Technical Consulting Co., Ltd, Beijing, 100012, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100582242","display_name":"Yan Sun","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yan Sun","raw_affiliation_strings":["Guangzhou Changdi Spatial Information Technology Co., Ltd, Guangzhou, Guangdong, 510663, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Guangzhou Changdi Spatial Information Technology Co., Ltd, Guangzhou, Guangdong, 510663, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100633428","display_name":"Jiabao Wang","orcid":"https://orcid.org/0000-0002-7350-4977"},"institutions":[{"id":"https://openalex.org/I2799486974","display_name":"China Geological Survey","ror":"https://ror.org/04wtq2305","country_code":"CN","type":"other","lineage":["https://openalex.org/I2799486974"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiabao Wang","raw_affiliation_strings":["Geophysical Survey Center, China Geological Survey. Langfang, Hebei, 065000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Geophysical Survey Center, China Geological Survey. Langfang, Hebei, 065000, China","institution_ids":["https://openalex.org/I2799486974"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100407601","display_name":"Zhe Wang","orcid":"https://orcid.org/0000-0002-1367-7139"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Zhe Wang","raw_affiliation_strings":["Beijing GrandTrend International Economic and Technical Consulting Co., Ltd, Beijing, 100012, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing GrandTrend International Economic and Technical Consulting Co., Ltd, Beijing, 100012, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112446953","display_name":"Ahmad Rastegarnia","orcid":null},"institutions":[{"id":"https://openalex.org/I86958956","display_name":"Ferdowsi University of Mashhad","ror":"https://ror.org/00g6ka752","country_code":"IR","type":"education","lineage":["https://openalex.org/I86958956"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Ahmad Rastegarnia","raw_affiliation_strings":["Department of Geology, Faculty of Science, Ferdowsi University of Mashhad, Mashhad, 9177948974, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Geology, Faculty of Science, Ferdowsi University of Mashhad, Mashhad, 9177948974, Iran","institution_ids":["https://openalex.org/I86958956"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5009881619","display_name":"Jafar Qajar","orcid":"https://orcid.org/0000-0001-6406-9785"},"institutions":[{"id":"https://openalex.org/I166459259","display_name":"Shiraz University","ror":"https://ror.org/028qtbk54","country_code":"IR","type":"education","lineage":["https://openalex.org/I166459259"]},{"id":"https://openalex.org/I193662353","display_name":"Utrecht University","ror":"https://ror.org/04pp8hn57","country_code":"NL","type":"education","lineage":["https://openalex.org/I193662353"]}],"countries":["IR","NL"],"is_corresponding":true,"raw_author_name":"Jafar Qajar","raw_affiliation_strings":["Department of Earth Sciences, Utrecht University, Utrecht, 3584 CB, the Netherlands","Department of Petroleum Engineering, School of Chemical and Petroleum Engineering, Shiraz University, Shiraz, 7134851154, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Earth Sciences, Utrecht University, Utrecht, 3584 CB, the Netherlands","institution_ids":["https://openalex.org/I193662353"]},{"raw_affiliation_string":"Department of Petroleum Engineering, School of Chemical and Petroleum Engineering, Shiraz University, Shiraz, 7134851154, Iran","institution_ids":["https://openalex.org/I166459259"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5009881619","https://openalex.org/A5100407601"],"corresponding_institution_ids":["https://openalex.org/I166459259","https://openalex.org/I193662353"],"apc_list":{"value":2690,"currency":"EUR","value_usd":3390},"apc_paid":{"value":2690,"currency":"EUR","value_usd":3390},"fwci":2.9381,"has_fulltext":true,"cited_by_count":10,"citation_normalized_percentile":{"value":0.90184049,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"17","issue":"5","first_page":"4339","last_page":"4359"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10892","display_name":"Drilling and Well Engineering","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean Engineering"},"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/T10892","display_name":"Drilling and Well Engineering","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean 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/T10635","display_name":"Hydraulic Fracturing and Reservoir Analysis","score":0.9977999925613403,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/T10161","display_name":"Rock Mechanics and Modeling","score":0.9976999759674072,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/estimation","display_name":"Estimation","score":0.6960323452949524},{"id":"https://openalex.org/keywords/modulus","display_name":"Modulus","score":0.5671061277389526},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.44958236813545227},{"id":"https://openalex.org/keywords/statistical-analysis","display_name":"Statistical analysis","score":0.43324393033981323},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.42972078919410706},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3858075737953186},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.22068211436271667},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.18167388439178467},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1165969967842102},{"id":"https://openalex.org/keywords/geometry","display_name":"Geometry","score":0.06952854990959167}],"concepts":[{"id":"https://openalex.org/C96250715","wikidata":"https://www.wikidata.org/wiki/Q965330","display_name":"Estimation","level":2,"score":0.6960323452949524},{"id":"https://openalex.org/C193867417","wikidata":"https://www.wikidata.org/wiki/Q6889814","display_name":"Modulus","level":2,"score":0.5671061277389526},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.44958236813545227},{"id":"https://openalex.org/C2986587452","wikidata":"https://www.wikidata.org/wiki/Q938438","display_name":"Statistical analysis","level":2,"score":0.43324393033981323},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.42972078919410706},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3858075737953186},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.22068211436271667},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.18167388439178467},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1165969967842102},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.06952854990959167},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s12145-024-01392-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s12145-024-01392-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s12145-024-01392-6.pdf","source":{"id":"https://openalex.org/S198914822","display_name":"Earth Science Informatics","issn_l":"1865-0473","issn":["1865-0473","1865-0481"],"is_oa":false,"is_in_doaj":false,"is_core":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Earth Science Informatics","raw_type":"journal-article"},{"id":"pmh:oai:dspace.library.uu.nl:1874/472199","is_oa":true,"landing_page_url":"https://dspace.library.uu.nl/handle/1874/472199","pdf_url":null,"source":{"id":"https://openalex.org/S4306401649","display_name":"Utrecht University Repository (Utrecht University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I193662353","host_organization_name":"Utrecht University","host_organization_lineage":["https://openalex.org/I193662353"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"}],"best_oa_location":{"id":"doi:10.1007/s12145-024-01392-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s12145-024-01392-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s12145-024-01392-6.pdf","source":{"id":"https://openalex.org/S198914822","display_name":"Earth Science Informatics","issn_l":"1865-0473","issn":["1865-0473","1865-0481"],"is_oa":false,"is_in_doaj":false,"is_core":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Earth Science Informatics","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","score":0.5199999809265137,"id":"https://metadata.un.org/sdg/11"}],"awards":[{"id":"https://openalex.org/G3304663942","display_name":null,"funder_award_id":"ZSDHJJ201803","funder_id":"https://openalex.org/F4320316090","funder_display_name":"Ministry of Natural Resources of the People's Republic of China"}],"funders":[{"id":"https://openalex.org/F4320316090","display_name":"Ministry of Natural Resources of the People's Republic of China","ror":null},{"id":"https://openalex.org/F4320321010","display_name":"Universiteit Utrecht","ror":"https://ror.org/04pp8hn57"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4400333198.pdf","grobid_xml":"https://content.openalex.org/works/W4400333198.grobid-xml"},"referenced_works_count":67,"referenced_works":["https://openalex.org/W16200687","https://openalex.org/W1211817472","https://openalex.org/W1973977895","https://openalex.org/W1982707470","https://openalex.org/W2017825754","https://openalex.org/W2052622280","https://openalex.org/W2558299497","https://openalex.org/W2753241864","https://openalex.org/W2836500351","https://openalex.org/W2984717317","https://openalex.org/W3009634369","https://openalex.org/W3010527905","https://openalex.org/W3035150592","https://openalex.org/W3045983624","https://openalex.org/W3123124323","https://openalex.org/W3126542487","https://openalex.org/W3129878474","https://openalex.org/W3161541988","https://openalex.org/W3173251612","https://openalex.org/W3181458591","https://openalex.org/W3196830241","https://openalex.org/W3203846364","https://openalex.org/W3206872156","https://openalex.org/W3212565019","https://openalex.org/W3216258250","https://openalex.org/W3217117251","https://openalex.org/W4206951632","https://openalex.org/W4212871661","https://openalex.org/W4220728792","https://openalex.org/W4286210097","https://openalex.org/W4291162386","https://openalex.org/W4292117283","https://openalex.org/W4293219129","https://openalex.org/W4296564573","https://openalex.org/W4309581522","https://openalex.org/W4311078029","https://openalex.org/W4312214555","https://openalex.org/W4313315832","https://openalex.org/W4319790833","https://openalex.org/W4320493137","https://openalex.org/W4320882175","https://openalex.org/W4322487061","https://openalex.org/W4323305531","https://openalex.org/W4327814645","https://openalex.org/W4353084157","https://openalex.org/W4361006213","https://openalex.org/W4362631009","https://openalex.org/W4376141935","https://openalex.org/W4378469010","https://openalex.org/W4380318477","https://openalex.org/W4381056895","https://openalex.org/W4384927362","https://openalex.org/W4385291180","https://openalex.org/W4385291195","https://openalex.org/W4385800442","https://openalex.org/W4386499625","https://openalex.org/W4386931866","https://openalex.org/W4387338817","https://openalex.org/W4390691683","https://openalex.org/W4390726874","https://openalex.org/W4391070676","https://openalex.org/W4392552329","https://openalex.org/W4392570087","https://openalex.org/W4392629229","https://openalex.org/W4393899133","https://openalex.org/W4396961918","https://openalex.org/W4399070935"],"related_works":["https://openalex.org/W2324615561","https://openalex.org/W2086120259","https://openalex.org/W2245170124","https://openalex.org/W2076393078","https://openalex.org/W3186982001","https://openalex.org/W1984402782","https://openalex.org/W2137941439","https://openalex.org/W2004200960","https://openalex.org/W1999891779","https://openalex.org/W2029513011"],"abstract_inverted_index":{"Abstract":[0],"The":[1,73,92,205],"elastic":[2],"modulus":[3,37,43],"is":[4,99,139],"one":[5],"of":[6,14,26,45,49,95,105,122,134,141,161,171,203,226],"the":[7,12,21,24,40,46,81,96,103,119,136,156,159,164,172,224,227],"important":[8],"parameters":[9],"for":[10],"analyzing":[11],"stability":[13],"engineering":[15],"projects,":[16],"especially":[17],"dam":[18],"sites.":[19],"In":[20],"current":[22],"study,":[23],"effect":[25,166],"physical":[27],"properties,":[28],"quartz,":[29],"fragment,":[30],"and":[31,34,59,69,75,89,112,178,214],"feldspar":[32],"percentages,":[33],"dynamic":[35],"Young\u2019s":[36,42],"(DYM)":[38],"on":[39,167,176],"static":[41],"(SYM)":[44],"various":[47],"types":[48,150],"sandstones":[50,124],"was":[51,218],"assessed.":[52],"These":[53],"investigations":[54],"were":[55,84],"conducted":[56],"through":[57],"simple":[58,142],"multivariate":[60],"regression,":[61,64],"support":[62],"vector":[63],"adaptive":[65],"neuro-fuzzy":[66],"inference":[67],"system,":[68],"backpropagation":[70],"multilayer":[71],"perceptron.":[72],"XRD":[74],"thin":[76],"section":[77],"results":[78],"showed":[79,129],"that":[80,130,185],"studied":[82],"samples":[83],"classified":[85],"as":[86],"arenite,":[87],"litharenite,":[88],"feldspathic":[90],"litharenite.":[91],"low":[93,132],"resistance":[94,127],"arenite":[97],"type":[98],"mainly":[100,140],"due":[101],"to":[102,147],"presence":[104],"sulfate":[106],"cement,":[107],"clay":[108],"minerals,":[109],"high":[110],"porosity,":[111],"carbonate":[113],"fragments":[114],"in":[115,125,181,201,230],"this":[116],"type.":[117],"Examining":[118],"fracture":[120,137],"patterns":[121],"these":[123],"different":[126],"ranges":[128],"at":[131],"values":[133,180],"resistance,":[135],"pattern":[138],"shear":[143],"type,":[144],"which":[145,222],"changes":[146],"multiple":[148],"extension":[149],"with":[151],"increasing":[152],"compressive":[153],"strength.":[154],"Among":[155],"influencing":[157],"factors,":[158],"percentage":[160],"quartz":[162],"has":[163],"greatest":[165],"SYM.":[168,232],"A":[169],"comparison":[170],"methods'":[173],"performance":[174],"based":[175],"CPM":[177,194],"error":[179],"estimating":[182,231],"SYM":[183,210,216],"revealed":[184],"SVR":[186],"(R":[187],"2":[188],"=":[189,192,195],"0.98,":[190],"RMSE":[191],"0.11GPa,":[193],"+":[196],"1.84)":[197],"outperformed":[198],"other":[199],"methods":[200,213,229],"terms":[202],"accuracy.":[204],"average":[206],"difference":[207],"between":[208],"predicted":[209],"using":[211],"intelligent":[212],"measured":[215],"value":[217],"less":[219],"than":[220],"0.05%":[221],"indicates":[223],"efficiency":[225],"used":[228]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":2}],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2025-10-10T00:00:00"}
