{"id":"https://openalex.org/W4401827528","doi":"https://doi.org/10.1080/13658816.2024.2394228","title":"A multi-view ensemble machine learning approach for 3D modeling using geological and geophysical data","display_name":"A multi-view ensemble machine learning approach for 3D modeling using geological and geophysical data","publication_year":2024,"publication_date":"2024-08-22","ids":{"openalex":"https://openalex.org/W4401827528","doi":"https://doi.org/10.1080/13658816.2024.2394228"},"language":"en","primary_location":{"id":"doi:10.1080/13658816.2024.2394228","is_oa":false,"landing_page_url":"https://doi.org/10.1080/13658816.2024.2394228","pdf_url":null,"source":{"id":"https://openalex.org/S4210181446","display_name":"International Journal of Geographical Information Systems","issn_l":"0269-3798","issn":["0269-3798","1362-3087"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Geographical Information Science","raw_type":"journal-article"},"type":"article","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/A5012944285","display_name":"Deping Chu","orcid":"https://orcid.org/0000-0003-3577-4973"},"institutions":[{"id":"https://openalex.org/I3124059619","display_name":"China University of Geosciences","ror":"https://ror.org/04gcegc37","country_code":"CN","type":"education","lineage":["https://openalex.org/I3124059619"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Deping Chu","raw_affiliation_strings":["Faculty of Geography and Information Engineering, China University of Geosciences, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0003-3577-4973","affiliations":[{"raw_affiliation_string":"Faculty of Geography and Information Engineering, China University of Geosciences, Wuhan, China","institution_ids":["https://openalex.org/I3124059619"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075762833","display_name":"Jinming Fu","orcid":null},"institutions":[{"id":"https://openalex.org/I3124059619","display_name":"China University of Geosciences","ror":"https://ror.org/04gcegc37","country_code":"CN","type":"education","lineage":["https://openalex.org/I3124059619"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinming Fu","raw_affiliation_strings":["School of Computer Science, China University of Geosciences, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science, China University of Geosciences, Wuhan, China","institution_ids":["https://openalex.org/I3124059619"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062101784","display_name":"Bo Wan","orcid":"https://orcid.org/0000-0003-2387-5419"},"institutions":[{"id":"https://openalex.org/I3124059619","display_name":"China University of Geosciences","ror":"https://ror.org/04gcegc37","country_code":"CN","type":"education","lineage":["https://openalex.org/I3124059619"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Bo Wan","raw_affiliation_strings":["National Engineering Research Center of Geographic Information System, Wuhan, China","School of Computer Science, China University of Geosciences, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0003-2387-5419","affiliations":[{"raw_affiliation_string":"National Engineering Research Center of Geographic Information System, Wuhan, China","institution_ids":[]},{"raw_affiliation_string":"School of Computer Science, China University of Geosciences, Wuhan, China","institution_ids":["https://openalex.org/I3124059619"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107833258","display_name":"Hong Li","orcid":"https://orcid.org/0009-0005-6299-1254"},"institutions":[{"id":"https://openalex.org/I3124059619","display_name":"China University of Geosciences","ror":"https://ror.org/04gcegc37","country_code":"CN","type":"education","lineage":["https://openalex.org/I3124059619"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hong Li","raw_affiliation_strings":["Faculty of Geography and Information Engineering, China University of Geosciences, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Geography and Information Engineering, China University of Geosciences, Wuhan, China","institution_ids":["https://openalex.org/I3124059619"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068559968","display_name":"Lujiang Li","orcid":null},"institutions":[{"id":"https://openalex.org/I3124059619","display_name":"China University of Geosciences","ror":"https://ror.org/04gcegc37","country_code":"CN","type":"education","lineage":["https://openalex.org/I3124059619"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lulan Li","raw_affiliation_strings":["Faculty of Geography and Information Engineering, China University of Geosciences, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Geography and Information Engineering, China University of Geosciences, Wuhan, China","institution_ids":["https://openalex.org/I3124059619"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100386847","display_name":"Fang Fang","orcid":"https://orcid.org/0000-0001-8969-8879"},"institutions":[{"id":"https://openalex.org/I3124059619","display_name":"China University of Geosciences","ror":"https://ror.org/04gcegc37","country_code":"CN","type":"education","lineage":["https://openalex.org/I3124059619"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fang Fang","raw_affiliation_strings":["School of Computer Science, China University of Geosciences, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science, China University of Geosciences, Wuhan, China","institution_ids":["https://openalex.org/I3124059619"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069385514","display_name":"Shengwen Li","orcid":"https://orcid.org/0000-0002-1829-4006"},"institutions":[{"id":"https://openalex.org/I3124059619","display_name":"China University of Geosciences","ror":"https://ror.org/04gcegc37","country_code":"CN","type":"education","lineage":["https://openalex.org/I3124059619"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shengwen Li","raw_affiliation_strings":["School of Computer Science, China University of Geosciences, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0002-1829-4006","affiliations":[{"raw_affiliation_string":"School of Computer Science, China University of Geosciences, Wuhan, China","institution_ids":["https://openalex.org/I3124059619"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023354828","display_name":"Shengyong Pan","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Shengyong Pan","raw_affiliation_strings":["Wuhan Zondy Cyber, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Wuhan Zondy Cyber, Wuhan, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021637713","display_name":"Shunping Zhou","orcid":"https://orcid.org/0000-0002-2697-3383"},"institutions":[{"id":"https://openalex.org/I3124059619","display_name":"China University of Geosciences","ror":"https://ror.org/04gcegc37","country_code":"CN","type":"education","lineage":["https://openalex.org/I3124059619"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shunping Zhou","raw_affiliation_strings":["School of Computer Science, China University of Geosciences, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science, China University of Geosciences, Wuhan, China","institution_ids":["https://openalex.org/I3124059619"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5062101784"],"corresponding_institution_ids":["https://openalex.org/I3124059619"],"apc_list":null,"apc_paid":null,"fwci":3.6439,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.92787872,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"38","issue":"12","first_page":"2599","last_page":"2626"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13067","display_name":"Geological Modeling and Analysis","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/1906","display_name":"Geochemistry and Petrology"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T13067","display_name":"Geological Modeling and Analysis","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/1906","display_name":"Geochemistry and Petrology"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T14339","display_name":"Image Processing and 3D Reconstruction","score":0.9961000084877014,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10271","display_name":"Seismic Imaging and Inversion Techniques","score":0.9886000156402588,"subfield":{"id":"https://openalex.org/subfields/1908","display_name":"Geophysics"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/geophysics","display_name":"Geophysics","score":0.5229140520095825},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.46182969212532043},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.458077609539032},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.363094687461853},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.352297306060791},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3350263237953186},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.33101099729537964}],"concepts":[{"id":"https://openalex.org/C8058405","wikidata":"https://www.wikidata.org/wiki/Q46255","display_name":"Geophysics","level":1,"score":0.5229140520095825},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.46182969212532043},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.458077609539032},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.363094687461853},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.352297306060791},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3350263237953186},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.33101099729537964}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1080/13658816.2024.2394228","is_oa":false,"landing_page_url":"https://doi.org/10.1080/13658816.2024.2394228","pdf_url":null,"source":{"id":"https://openalex.org/S4210181446","display_name":"International Journal of Geographical Information Systems","issn_l":"0269-3798","issn":["0269-3798","1362-3087"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Geographical Information Science","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2060045531","display_name":null,"funder_award_id":"2016YFB0502300","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":74,"referenced_works":["https://openalex.org/W1571599052","https://openalex.org/W1879834137","https://openalex.org/W1968855351","https://openalex.org/W1992594410","https://openalex.org/W1995875735","https://openalex.org/W1996344134","https://openalex.org/W2016544456","https://openalex.org/W2018803214","https://openalex.org/W2057198306","https://openalex.org/W2070493638","https://openalex.org/W2094449958","https://openalex.org/W2101324110","https://openalex.org/W2122111042","https://openalex.org/W2151210692","https://openalex.org/W2287700428","https://openalex.org/W2295598076","https://openalex.org/W2417999172","https://openalex.org/W2491697916","https://openalex.org/W2522601641","https://openalex.org/W2590019597","https://openalex.org/W2729033468","https://openalex.org/W2753911042","https://openalex.org/W2768348081","https://openalex.org/W2773454512","https://openalex.org/W2787894218","https://openalex.org/W2798476254","https://openalex.org/W2805963017","https://openalex.org/W2810034806","https://openalex.org/W2895412535","https://openalex.org/W2899114483","https://openalex.org/W2900778510","https://openalex.org/W2909502737","https://openalex.org/W2911964244","https://openalex.org/W2915626801","https://openalex.org/W2941426123","https://openalex.org/W2943625730","https://openalex.org/W2947223061","https://openalex.org/W2964022491","https://openalex.org/W3011415648","https://openalex.org/W3012833929","https://openalex.org/W3034266912","https://openalex.org/W3036411913","https://openalex.org/W3087895544","https://openalex.org/W3118635606","https://openalex.org/W3126379410","https://openalex.org/W3127282583","https://openalex.org/W3129048270","https://openalex.org/W3136597559","https://openalex.org/W3141500568","https://openalex.org/W3148388528","https://openalex.org/W3149782582","https://openalex.org/W3152602106","https://openalex.org/W3177902242","https://openalex.org/W3179877418","https://openalex.org/W3203807002","https://openalex.org/W4206661796","https://openalex.org/W4210631614","https://openalex.org/W4211259338","https://openalex.org/W4214692098","https://openalex.org/W4214742866","https://openalex.org/W4221166681","https://openalex.org/W4239510810","https://openalex.org/W4283756798","https://openalex.org/W4285012360","https://openalex.org/W4289535947","https://openalex.org/W4289545116","https://openalex.org/W4299828299","https://openalex.org/W4309637898","https://openalex.org/W4322504678","https://openalex.org/W4323545792","https://openalex.org/W4385245566","https://openalex.org/W4400425856","https://openalex.org/W6634941687","https://openalex.org/W6739901393"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"Geophysical":[0],"data":[1,7,72,183],"are":[2],"often":[3],"integrated":[4],"into":[5,82],"geological":[6,69],"for":[8],"3D":[9],"modeling":[10,167],"of":[11,33,38,62,85,97,119],"underground":[12],"spaces.":[13],"However,":[14],"the":[15,26,30,36,59,78,94,98,109,117,133,141,160],"existing":[16,157],"single-view":[17],"approach":[18],"means":[19],"it":[20,144],"is":[21,43,56,65,80,104,128,145],"difficult":[22],"to":[23,93,107,115,130,147,180],"adequately":[24],"fuse":[25,132],"valid":[27,134],"information":[28,135],"between":[29],"two":[31],"types":[32],"data,":[34],"and":[35,41,70,89,169],"complexity":[37],"lithological":[39],"decoding":[40],"classification":[42],"high.":[44],"To":[45,139],"address":[46],"this":[47,123],"issue,":[48],"a":[49,125,148],"multi-view":[50,162],"ensemble":[51,163],"machine":[52],"learning":[53],"(ML)":[54],"framework":[55,103,165,176],"proposed.":[57],"Initially,":[58],"original":[60],"dataset":[61,79],"lithology":[63,95],"prediction":[64,118],"constructed":[66],"by":[67],"aligning":[68],"geophysical":[71,99],"with":[73,156,172],"different":[74,113],"spatial":[75],"scales.":[76],"Next,":[77],"divided":[81],"three":[83],"datasets":[84],"structural":[86],"strength,":[87],"density,":[88],"moisture":[90],"content":[91],"according":[92],"properties":[96],"data.":[100],"The":[101,175],"proposed":[102,142,161],"then":[105],"used":[106,129],"capture":[108],"lithologic":[110,120],"characteristics":[111],"under":[112,136],"views":[114],"achieve":[116],"labels.":[121],"In":[122],"process,":[124],"self-attentive":[126],"mechanism":[127],"adaptively":[131],"each":[137],"view.":[138],"validate":[140],"framework,":[143],"applied":[146],"project":[149],"in":[150],"Jiaxing,":[151],"Zhejiang":[152],"Province,":[153],"China.":[154],"Compared":[155],"ML":[158,164],"methods,":[159],"improves":[166],"accuracy":[168],"constructs":[170],"models":[171],"low":[173],"uncertainty.":[174],"can":[177],"be":[178],"extended":[179],"other":[181],"multi-source":[182],"fusion":[184],"tasks":[185],"across":[186],"geoscience":[187],"domains.":[188]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}