{"id":"https://openalex.org/W4398202012","doi":"https://doi.org/10.1088/1755-1315/1337/1/012019","title":"Surrogate numerical prediction method of TBM position via FEM simulation and machine learning","display_name":"Surrogate numerical prediction method of TBM position via FEM simulation and machine learning","publication_year":2024,"publication_date":"2024-05-01","ids":{"openalex":"https://openalex.org/W4398202012","doi":"https://doi.org/10.1088/1755-1315/1337/1/012019"},"language":"en","primary_location":{"id":"doi:10.1088/1755-1315/1337/1/012019","doi":"https://doi.org/10.1088/1755-1315/1337/1/012019","is_oa":true,"landing_page_url":"https://doi.org/10.1088/1755-1315/1337/1/012019","pdf_url":null,"source":{"id":"https://openalex.org/S4210195883","display_name":"IOP Conference Series Earth and Environmental Science","issn_l":"1755-1315","issn":["1755-1315","1755-1307"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["norway-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320083","host_organization_name":"IOP Publishing","host_organization_lineage":["https://openalex.org/P4310320083","https://openalex.org/P4310311669"],"host_organization_lineage_names":["IOP Publishing","Institute of Physics"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IOP Conference Series: Earth and Environmental Science","raw_type":"journal-article"},"volume":null,"type":"conference-paper","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.1088/1755-1315/1337/1/012019","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5076346609","display_name":"Jiaqi Chang","orcid":"https://orcid.org/0009-0009-7630-7344","observed_orcids":["https://orcid.org/0009-0009-7630-7344"]},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiaqi Chang","raw_affiliation_strings":["Department of Geotechnical Engineering, College of Civil Engineering, Tongji University, Shanghai, China","Key Laboratory of Geotechnical and Underground Engineering of the Ministry of Education, Tongji University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Geotechnical Engineering, College of Civil Engineering, Tongji University, Shanghai, China","institution_ids":["https://openalex.org/I116953780"]},{"raw_affiliation_string":"Key Laboratory of Geotechnical and Underground Engineering of the Ministry of Education, Tongji University, Shanghai, China","institution_ids":["https://openalex.org/I116953780"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087938607","display_name":"Dongming Zhang","orcid":"https://orcid.org/0000-0001-7652-1919","observed_orcids":["https://orcid.org/0000-0001-7652-1919"]},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dongming Zhang","raw_affiliation_strings":["Department of Geotechnical Engineering, College of Civil Engineering, Tongji University, Shanghai, China","Key Laboratory of Geotechnical and Underground Engineering of the Ministry of Education, Tongji University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Geotechnical Engineering, College of Civil Engineering, Tongji University, Shanghai, China","institution_ids":["https://openalex.org/I116953780"]},{"raw_affiliation_string":"Key Laboratory of Geotechnical and Underground Engineering of the Ministry of Education, Tongji University, Shanghai, China","institution_ids":["https://openalex.org/I116953780"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073109129","display_name":"Hongwei Huang","orcid":"https://orcid.org/0000-0001-6463-7869","observed_orcids":["https://orcid.org/0000-0001-6463-7869"]},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongwei Huang","raw_affiliation_strings":["Department of Geotechnical Engineering, College of Civil Engineering, Tongji University, Shanghai, China","Key Laboratory of Geotechnical and Underground Engineering of the Ministry of Education, Tongji University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Geotechnical Engineering, College of Civil Engineering, Tongji University, Shanghai, China","institution_ids":["https://openalex.org/I116953780"]},{"raw_affiliation_string":"Key Laboratory of Geotechnical and Underground Engineering of the Ministry of Education, Tongji University, Shanghai, China","institution_ids":["https://openalex.org/I116953780"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089194313","display_name":"Markus Thewes","orcid":"https://orcid.org/0000-0003-1777-2616","observed_orcids":["https://orcid.org/0000-0003-1777-2616"]},"institutions":[{"id":"https://openalex.org/I904495901","display_name":"Ruhr University Bochum","ror":"https://ror.org/04tsk2644","country_code":"DE","type":"education","lineage":["https://openalex.org/I904495901"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Markus Thewes","raw_affiliation_strings":["Institute for Tunnelling and Construction Management, Ruhr University Bochum, Bochum, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Tunnelling and Construction Management, Ruhr University Bochum, Bochum, Germany","institution_ids":["https://openalex.org/I904495901"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100321299","display_name":"Xiaomin Liu","orcid":"https://orcid.org/0009-0003-3440-3166","observed_orcids":["https://orcid.org/0009-0003-3440-3166"]},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210140379","display_name":"Institute of Rock and Soil Mechanics","ror":"https://ror.org/0366c6s65","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210140379"]},{"id":"https://openalex.org/I4391767756","display_name":"State Key Laboratory of Geomechanics and Geotechnical Engineering","ror":"https://ror.org/03a205534","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210140379","https://openalex.org/I4391767756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaomin Liu","raw_affiliation_strings":["State Key Laboratory of Geomechanics and Geotechnical Engineering, Institution of Rock and Soil Mechanics, Chinese Academy of Sciences, Wuhan, Hubei, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Geomechanics and Geotechnical Engineering, Institution of Rock and Soil Mechanics, Chinese Academy of Sciences, Wuhan, Hubei, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210140379","https://openalex.org/I4391767756"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.3044,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.66916103,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"1337","issue":"1","first_page":"012019","last_page":"012019"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12482","display_name":"Tunneling and Rock Mechanics","score":0.9901999831199646,"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":0.9901999831199646,"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":0.00860000029206276,"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/T12233","display_name":"Geotechnical Engineering and Underground Structures","score":0.0005000000237487257,"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/tunnel-boring-machine","display_name":"tunnel boring machine","score":0.9269999861717224},{"id":"https://openalex.org/keywords/surrogate-modeling","display_name":"surrogate models","score":0.8560000061988831},{"id":"https://openalex.org/keywords/gradient-boosting-regression","display_name":"gradient boosting regression","score":0.8659999966621399},{"id":"https://openalex.org/keywords/finite-element-analysis","display_name":"finite element analysis","score":0.7099999785423279},{"id":"https://openalex.org/keywords/geological-uncertainty","display_name":"geological uncertainty","score":0.9100000262260437},{"id":"https://openalex.org/keywords/thrust","display_name":"thrust","score":0.6769999861717224},{"id":"https://openalex.org/keywords/tunnel-construction","display_name":"tunnel construction","score":0.7360000014305115}],"concepts":[{"id":"https://openalex.org/C135628077","wikidata":"https://www.wikidata.org/wiki/Q220184","display_name":"Finite element method","level":2,"score":0.6966100931167603},{"id":"https://openalex.org/C198082294","wikidata":"https://www.wikidata.org/wiki/Q3399648","display_name":"Position (finance)","level":2,"score":0.585150957107544},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5848355889320374},{"id":"https://openalex.org/C131675550","wikidata":"https://www.wikidata.org/wiki/Q7646884","display_name":"Surrogate model","level":2,"score":0.411003977060318},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.36870092153549194},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3315643072128296},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.2527264356613159},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.22937217354774475},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1088/1755-1315/1337/1/012019","doi":"https://doi.org/10.1088/1755-1315/1337/1/012019","is_oa":true,"landing_page_url":"https://doi.org/10.1088/1755-1315/1337/1/012019","pdf_url":null,"source":{"id":"https://openalex.org/S4210195883","display_name":"IOP Conference Series Earth and Environmental Science","issn_l":"1755-1315","issn":["1755-1315","1755-1307"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["norway-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320083","host_organization_name":"IOP Publishing","host_organization_lineage":["https://openalex.org/P4310320083","https://openalex.org/P4310311669"],"host_organization_lineage_names":["IOP Publishing","Institute of Physics"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IOP Conference Series: Earth and Environmental Science","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1088/1755-1315/1337/1/012019","doi":"https://doi.org/10.1088/1755-1315/1337/1/012019","is_oa":true,"landing_page_url":"https://doi.org/10.1088/1755-1315/1337/1/012019","pdf_url":null,"source":{"id":"https://openalex.org/S4210195883","display_name":"IOP Conference Series Earth and Environmental Science","issn_l":"1755-1315","issn":["1755-1315","1755-1307"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["norway-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320083","host_organization_name":"IOP Publishing","host_organization_lineage":["https://openalex.org/P4310320083","https://openalex.org/P4310311669"],"host_organization_lineage_names":["IOP Publishing","Institute of Physics"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IOP Conference Series: Earth and Environmental Science","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.6773999929428101,"id":"https://metadata.un.org/sdg/9"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W13855055","https://openalex.org/W1502311314","https://openalex.org/W1705118339","https://openalex.org/W2052131482","https://openalex.org/W2058018591","https://openalex.org/W2070452028","https://openalex.org/W2076788591","https://openalex.org/W2096536800","https://openalex.org/W2150984273","https://openalex.org/W2364951546","https://openalex.org/W2573861111","https://openalex.org/W2606434039","https://openalex.org/W2788431635","https://openalex.org/W2943355036","https://openalex.org/W2954419416","https://openalex.org/W2970350697","https://openalex.org/W3176461318","https://openalex.org/W4283398725","https://openalex.org/W4297902806","https://openalex.org/W4303982403","https://openalex.org/W4323269181","https://openalex.org/W4379644384","https://openalex.org/W4382196649","https://openalex.org/W4383619152","https://openalex.org/W4384575908","https://openalex.org/W6981994423"],"related_works":["https://openalex.org/W2562404242","https://openalex.org/W4381985162","https://openalex.org/W4412449206","https://openalex.org/W4387346656","https://openalex.org/W4400601513","https://openalex.org/W4323026345","https://openalex.org/W4408562645","https://openalex.org/W7134195378","https://openalex.org/W4312609980","https://openalex.org/W4301396607"],"abstract_inverted_index":{"Abstract":[0],"The":[1,117,141,174],"position":[2,37,53,136,163,182],"of":[3,26,38,54,77,81,88],"the":[4,21,27,30,33,36,39,52,55,58,78,82,85,89,94,105,122,126,129,148,161,180,186],"tunnel":[5,10],"boring":[6],"machine":[7,64],"(TBM)":[8],"during":[9],"construction":[11,130,157,175],"is":[12,41,48,107],"critical":[13],"and":[14,24,32,63,84,124,134,155,168],"must":[15],"be":[16,165],"precisely":[17,169],"controlled.":[18],"Owing":[19],"to":[20,50,109],"geological":[22,153],"uncertainty":[23],"complexity":[25],"interaction":[28],"between":[29,128],"ground":[31,83,132],"TBM,":[34],"controlling":[35],"TBM":[40,56,90,135,162,181],"challenging.":[42],"Hence,":[43],"a":[44,68,98,111,138,152,156,171],"surrogate":[45,139,142,172],"numerical":[46],"method":[47,61],"proposed":[49],"predict":[51],"using":[57,170],"finite":[59],"element":[60],"(FEM)":[62],"learning":[65],"method.":[66],"First,":[67],"refined":[69],"three-dimensional":[70],"FEM":[71,95],"model":[72,119,143],"was":[73],"established.":[74],"Different":[75],"values":[76],"property":[79],"parameters":[80,176],"thrust":[86],"force":[87],"were":[91,177],"input":[92],"into":[93],"model,":[96],"generating":[97],"database":[99,106,123],"that":[100],"includes":[101],"1000":[102],"cases.":[103],"Subsequently,":[104],"used":[108],"train":[110],"gradient":[112],"boosting":[113],"regression":[114],"(GBR)":[115],"model.":[116,140,173],"GBR":[118],"learns":[120],"from":[121],"establishes":[125],"relationship":[127],"parameters,":[131,133],"as":[137],"exhibited":[144],"high":[145],"accuracy":[146],"on":[147],"test":[149],"set.":[150],"With":[151],"survey":[154],"parameter":[158],"monitoring":[159],"system,":[160],"could":[164],"predicted":[166],"quickly":[167],"adjusted":[178],"if":[179],"did":[183],"not":[184],"satisfy":[185],"requirements.":[187]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-10-29T09:56:32.521200","created_date":"2024-05-23T00:00:00"}
