{"id":"https://openalex.org/W4407166427","doi":"https://doi.org/10.1080/17538947.2025.2459317","title":"Data-knowledge hybrid driven intelligent prediction method of tunnel excavation profiles geometric deformation","display_name":"Data-knowledge hybrid driven intelligent prediction method of tunnel excavation profiles geometric deformation","publication_year":2025,"publication_date":"2025-02-05","ids":{"openalex":"https://openalex.org/W4407166427","doi":"https://doi.org/10.1080/17538947.2025.2459317"},"language":"en","primary_location":{"id":"doi:10.1080/17538947.2025.2459317","is_oa":true,"landing_page_url":"https://doi.org/10.1080/17538947.2025.2459317","pdf_url":null,"source":{"id":"https://openalex.org/S199162493","display_name":"International Journal of Digital Earth","issn_l":"1753-8947","issn":["1753-8947","1753-8955"],"is_oa":true,"is_in_doaj":true,"is_core":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Digital Earth","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1080/17538947.2025.2459317","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5112402827","display_name":"Ya Hu","orcid":null},"institutions":[{"id":"https://openalex.org/I4800084","display_name":"Southwest Jiaotong University","ror":"https://ror.org/00hn7w693","country_code":"CN","type":"education","lineage":["https://openalex.org/I4800084"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ya Hu","raw_affiliation_strings":["Southwest Jiaotong University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Southwest Jiaotong University","institution_ids":["https://openalex.org/I4800084"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101944838","display_name":"Jingyi Lu","orcid":"https://orcid.org/0000-0003-2253-5164"},"institutions":[{"id":"https://openalex.org/I4800084","display_name":"Southwest Jiaotong University","ror":"https://ror.org/00hn7w693","country_code":"CN","type":"education","lineage":["https://openalex.org/I4800084"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingyi Lu","raw_affiliation_strings":["Southwest Jiaotong University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Southwest Jiaotong University","institution_ids":["https://openalex.org/I4800084"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002320979","display_name":"Jun Zhu","orcid":"https://orcid.org/0000-0001-8944-2355"},"institutions":[{"id":"https://openalex.org/I4800084","display_name":"Southwest Jiaotong University","ror":"https://ror.org/00hn7w693","country_code":"CN","type":"education","lineage":["https://openalex.org/I4800084"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jun Zhu","raw_affiliation_strings":["Southwest Jiaotong University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Southwest Jiaotong University","institution_ids":["https://openalex.org/I4800084"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019679311","display_name":"Huixin Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210118977","display_name":"Shanghai Tunnel Engineering Rail Transit Design & Research Institute","ror":"https://ror.org/02zznv955","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210118977"]},{"id":"https://openalex.org/I4210147228","display_name":"Chengdu Normal University","ror":"https://ror.org/04enz2k98","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210147228"]},{"id":"https://openalex.org/I4210137963","display_name":"China Railway Design Corporation (China)","ror":"https://ror.org/03x1j8d96","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210137963"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huixin Zhang","raw_affiliation_strings":["China Railway Design Corporation","College of Physics and Engineering, Chengdu Normal University","National Engineering Research Center for Digital Construction and Evaluation Technology of Urban Rail Transit, Tianjin, People\u2019s Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"China Railway Design Corporation","institution_ids":["https://openalex.org/I4210137963"]},{"raw_affiliation_string":"College of Physics and Engineering, Chengdu Normal University","institution_ids":["https://openalex.org/I4210147228"]},{"raw_affiliation_string":"National Engineering Research Center for Digital Construction and Evaluation Technology of Urban Rail Transit, Tianjin, People\u2019s Republic of China","institution_ids":["https://openalex.org/I4210118977"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113175468","display_name":"Ren Ying","orcid":"https://orcid.org/0009-0006-5905-0709"},"institutions":[{"id":"https://openalex.org/I4800084","display_name":"Southwest Jiaotong University","ror":"https://ror.org/00hn7w693","country_code":"CN","type":"education","lineage":["https://openalex.org/I4800084"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ying Ren","raw_affiliation_strings":["Southwest Jiaotong University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Southwest Jiaotong University","institution_ids":["https://openalex.org/I4800084"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039349089","display_name":"Jianlin Wu","orcid":"https://orcid.org/0000-0003-1186-3621"},"institutions":[{"id":"https://openalex.org/I4800084","display_name":"Southwest Jiaotong University","ror":"https://ror.org/00hn7w693","country_code":"CN","type":"education","lineage":["https://openalex.org/I4800084"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianlin Wu","raw_affiliation_strings":["Southwest Jiaotong University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Southwest Jiaotong University","institution_ids":["https://openalex.org/I4800084"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042246049","display_name":"Jianbo Lai","orcid":"https://orcid.org/0000-0002-8137-7701"},"institutions":[{"id":"https://openalex.org/I4210125143","display_name":"Chengdu University","ror":"https://ror.org/034z67559","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210125143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianbo Lai","raw_affiliation_strings":["Chengdu University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chengdu University","institution_ids":["https://openalex.org/I4210125143"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100373127","display_name":"Heng Zhang","orcid":"https://orcid.org/0000-0002-4181-3484"},"institutions":[{"id":"https://openalex.org/I4210118977","display_name":"Shanghai Tunnel Engineering Rail Transit Design & Research Institute","ror":"https://ror.org/02zznv955","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210118977"]},{"id":"https://openalex.org/I4210147228","display_name":"Chengdu Normal University","ror":"https://ror.org/04enz2k98","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210147228"]},{"id":"https://openalex.org/I4210137963","display_name":"China Railway Design Corporation (China)","ror":"https://ror.org/03x1j8d96","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210137963"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Heng Zhang","raw_affiliation_strings":["China Railway Design Corporation","College of Physics and Engineering, Chengdu Normal University","National Engineering Research Center for Digital Construction and Evaluation Technology of Urban Rail Transit, Tianjin, People\u2019s Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"China Railway Design Corporation","institution_ids":["https://openalex.org/I4210137963"]},{"raw_affiliation_string":"College of Physics and Engineering, Chengdu Normal University","institution_ids":["https://openalex.org/I4210147228"]},{"raw_affiliation_string":"National Engineering Research Center for Digital Construction and Evaluation Technology of Urban Rail Transit, Tianjin, People\u2019s Republic of China","institution_ids":["https://openalex.org/I4210118977"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110150898","display_name":"Hongyue Zhao","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hongyue Zhao","raw_affiliation_strings":["Beijing Tianjin Intercity Railway Investment Co., Ltd"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing Tianjin Intercity Railway Investment Co., Ltd","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5051858998","display_name":"Xiang Zeng","orcid":null},"institutions":[{"id":"https://openalex.org/I4800084","display_name":"Southwest Jiaotong University","ror":"https://ror.org/00hn7w693","country_code":"CN","type":"education","lineage":["https://openalex.org/I4800084"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiang Zeng","raw_affiliation_strings":["Southwest Jiaotong University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Southwest Jiaotong University","institution_ids":["https://openalex.org/I4800084"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5002320979"],"corresponding_institution_ids":["https://openalex.org/I4800084"],"apc_list":{"value":2390,"currency":"USD","value_usd":2390},"apc_paid":{"value":2390,"currency":"USD","value_usd":2390},"fwci":4.063,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.92525484,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"18","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12482","display_name":"Tunneling and Rock Mechanics","score":0.9958000183105469,"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"}},"topics":[{"id":"https://openalex.org/T12482","display_name":"Tunneling and Rock Mechanics","score":0.9958000183105469,"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":0.9944999814033508,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"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/T14339","display_name":"Image Processing and 3D Reconstruction","score":0.9853000044822693,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/excavation","display_name":"Excavation","score":0.6696996688842773},{"id":"https://openalex.org/keywords/deformation","display_name":"Deformation (meteorology)","score":0.5682782530784607},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.43484047055244446},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3856590986251831},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3818940222263336},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.3232570290565491},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.31217196583747864},{"id":"https://openalex.org/keywords/geotechnical-engineering","display_name":"Geotechnical engineering","score":0.2917476296424866},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.09500008821487427}],"concepts":[{"id":"https://openalex.org/C31858485","wikidata":"https://www.wikidata.org/wiki/Q959782","display_name":"Excavation","level":2,"score":0.6696996688842773},{"id":"https://openalex.org/C204366326","wikidata":"https://www.wikidata.org/wiki/Q3027650","display_name":"Deformation (meteorology)","level":2,"score":0.5682782530784607},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.43484047055244446},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3856590986251831},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3818940222263336},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3232570290565491},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.31217196583747864},{"id":"https://openalex.org/C187320778","wikidata":"https://www.wikidata.org/wiki/Q1349130","display_name":"Geotechnical engineering","level":1,"score":0.2917476296424866},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.09500008821487427}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1080/17538947.2025.2459317","is_oa":true,"landing_page_url":"https://doi.org/10.1080/17538947.2025.2459317","pdf_url":null,"source":{"id":"https://openalex.org/S199162493","display_name":"International Journal of Digital Earth","issn_l":"1753-8947","issn":["1753-8947","1753-8955"],"is_oa":true,"is_in_doaj":true,"is_core":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Digital Earth","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:3e985b905467413ab22d7fbba21423a0","is_oa":true,"landing_page_url":"https://doaj.org/article/3e985b905467413ab22d7fbba21423a0","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"International Journal of Digital Earth, Vol 18, Iss 1 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1080/17538947.2025.2459317","is_oa":true,"landing_page_url":"https://doi.org/10.1080/17538947.2025.2459317","pdf_url":null,"source":{"id":"https://openalex.org/S199162493","display_name":"International Journal of Digital Earth","issn_l":"1753-8947","issn":["1753-8947","1753-8955"],"is_oa":true,"is_in_doaj":true,"is_core":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Digital Earth","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Climate action","id":"https://metadata.un.org/sdg/13","score":0.5}],"awards":[{"id":"https://openalex.org/G7482288786","display_name":null,"funder_award_id":"CS22XMPY0107","funder_id":"https://openalex.org/F4320322682","funder_display_name":"Chengdu Normal University"},{"id":"https://openalex.org/G7884907075","display_name":null,"funder_award_id":"42171397","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322682","display_name":"Chengdu Normal University","ror":"https://ror.org/04enz2k98"},{"id":"https://openalex.org/F4320330172","display_name":"National Engineering Research Center of Building Technology","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W2078644797","https://openalex.org/W2913323966","https://openalex.org/W2981609437","https://openalex.org/W2996542027","https://openalex.org/W3014583151","https://openalex.org/W3025202834","https://openalex.org/W3039273734","https://openalex.org/W3111162339","https://openalex.org/W3113063417","https://openalex.org/W3126009697","https://openalex.org/W3149839747","https://openalex.org/W3155149976","https://openalex.org/W3179693694","https://openalex.org/W3203629242","https://openalex.org/W4214716025","https://openalex.org/W4280582948","https://openalex.org/W4288039037","https://openalex.org/W4294597202","https://openalex.org/W4307256764","https://openalex.org/W4308000402","https://openalex.org/W4313567947","https://openalex.org/W4316664875","https://openalex.org/W4322102726","https://openalex.org/W4382786984","https://openalex.org/W4388197461","https://openalex.org/W4390664389","https://openalex.org/W4390949299","https://openalex.org/W4391574488","https://openalex.org/W4401276258","https://openalex.org/W4402752052","https://openalex.org/W4406134177"],"related_works":["https://openalex.org/W2286924402","https://openalex.org/W2390668313","https://openalex.org/W2351306093","https://openalex.org/W2394332080","https://openalex.org/W2354332086","https://openalex.org/W2370343812","https://openalex.org/W2381236396","https://openalex.org/W4316465752","https://openalex.org/W2767479073","https://openalex.org/W2494870706"],"abstract_inverted_index":{"Applying":[0],"digital":[1],"twin":[2,189],"technology":[3],"to":[4,49,58,118],"the":[5,26,52,55,91,113,127,138,142,151,172,180,185],"tunnel":[6,11,74,82,97,143,152,186],"excavation":[7,56,75,83,98,105,144,153,187],"process":[8],"enables":[9],"intelligent":[10,22,70,148],"construction,":[12],"which":[13],"is":[14,87,110],"critical":[15],"for":[16,39],"ensuring":[17],"construction":[18,28,92],"safety":[19],"and":[20,34,43,136,162,167],"advancing":[21],"building":[23],"methods.":[24,45],"However,":[25],"complex":[27],"environment,":[29],"involving":[30],"numerous":[31],"environmental":[32],"factors":[33],"dynamic":[35,80],"changes,":[36],"poses":[37],"challenges":[38],"traditional":[40,173],"deformation":[41,107,139,181],"prediction":[42,71,108,120,149,174,182],"analysis":[44],"These":[46],"methods":[47],"fail":[48],"systematically":[50],"integrate":[51,135],"elements":[53,140],"of":[54,73,93,141,150,159,184],"scene":[57],"achieve":[59],"accurate":[60],"prediction.":[61],"Therefore,":[62],"this":[63,131],"paper":[64,132],"proposes":[65],"a":[66,94,102],"data-knowledge":[67,114],"hybrid":[68,115],"driven":[69,116],"method":[72,86,117,128,177],"profile":[76,106,154,188],"geometric":[77,155],"deformation.":[78],"A":[79],"data-driven":[81],"knowledge":[84,99],"extraction":[85],"designed,":[88],"along":[89],"with":[90,157,171],"multi-process":[95],"coupled":[96],"base.":[100],"Additionally,":[101],"deep":[103],"learning-based":[104],"model":[109],"developed,":[111],"integrating":[112],"improve":[119],"performance.":[121],"The":[122],"experimental":[123],"results":[124],"demonstrate":[125],"that":[126],"proposed":[129],"in":[130,164],"can":[133],"significantly":[134],"analyse":[137],"scene.":[145],"It":[146],"achieves":[147],"deformation,":[156],"reductions":[158],"57.46%,":[160],"76.00%,":[161],"53.12%":[163],"MAE,":[165],"MSE,":[166],"RMSE,":[168],"respectively,":[169],"compared":[170],"model.":[175,190],"This":[176],"effectively":[178],"enhances":[179],"accuracy":[183]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}
