{"id":"https://openalex.org/W7162873753","doi":"https://doi.org/10.1016/j.asoc.2026.115588","title":"Physics-guided LSTM-KAN modelling for shield tunnelling parameter prediction and optimization","display_name":"Physics-guided LSTM-KAN modelling for shield tunnelling parameter prediction and optimization","publication_year":2026,"publication_date":"2026-05-30","ids":{"openalex":"https://openalex.org/W7162873753","doi":"https://doi.org/10.1016/j.asoc.2026.115588"},"language":"en","primary_location":{"id":"doi:10.1016/j.asoc.2026.115588","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.asoc.2026.115588","pdf_url":null,"source":{"id":"https://openalex.org/S140556538","display_name":"Applied Soft Computing","issn_l":"1568-4946","issn":["1568-4946","1872-9681"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Soft Computing","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/A5137429746","display_name":"Yangyang Chen","orcid":"https://orcid.org/0000-0002-9998-3478"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yangyang Chen","raw_affiliation_strings":["Hubei Key Laboratory of Control Structure, Huazhong University of Science and Technology, Wuhan, Hubei 430074, China","School of Civil and Hydraulic Engineering, Huazhong University of Science and Technology, Wuhan, Hubei 430074, China"],"raw_orcid":"https://orcid.org/0000-0002-9998-3478","affiliations":[{"raw_affiliation_string":"Hubei Key Laboratory of Control Structure, Huazhong University of Science and Technology, Wuhan, Hubei 430074, China","institution_ids":["https://openalex.org/I47720641"]},{"raw_affiliation_string":"School of Civil and Hydraulic Engineering, Huazhong University of Science and Technology, Wuhan, Hubei 430074, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137460673","display_name":"Wen Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210146427","display_name":"CCCC Wuhan Harbour Engineering Design and Research (China)","ror":"https://ror.org/04y08pq82","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210146427"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wen Liu","raw_affiliation_strings":["CCCC Wuhan Zhixing International Engineering Consulting Co., Ltd., Wuhan, Hubei 430014, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CCCC Wuhan Zhixing International Engineering Consulting Co., Ltd., Wuhan, Hubei 430014, China","institution_ids":["https://openalex.org/I4210146427"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137468427","display_name":"Zhihua Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhihua Wang","raw_affiliation_strings":["School of Civil and Hydraulic Engineering, Huazhong University of Science and Technology, Wuhan, Hubei 430074, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Civil and Hydraulic Engineering, Huazhong University of Science and Technology, Wuhan, Hubei 430074, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074057271","display_name":"E. Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Elton J. Chen","raw_affiliation_strings":["School of Civil and Hydraulic Engineering, Huazhong University of Science and Technology, Wuhan, Hubei 430074, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Civil and Hydraulic Engineering, Huazhong University of Science and Technology, Wuhan, Hubei 430074, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006950425","display_name":"Demi Ai","orcid":"https://orcid.org/0000-0001-8409-2405"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Demi Ai","raw_affiliation_strings":["Hubei Key Laboratory of Control Structure, Huazhong University of Science and Technology, Wuhan, Hubei 430074, China","School of Civil and Hydraulic Engineering, Huazhong University of Science and Technology, Wuhan, Hubei 430074, China"],"raw_orcid":"https://orcid.org/0000-0001-8409-2405","affiliations":[{"raw_affiliation_string":"Hubei Key Laboratory of Control Structure, Huazhong University of Science and Technology, Wuhan, Hubei 430074, China","institution_ids":["https://openalex.org/I47720641"]},{"raw_affiliation_string":"School of Civil and Hydraulic Engineering, Huazhong University of Science and Technology, Wuhan, Hubei 430074, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137410047","display_name":"Hongping Zhu","orcid":null},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Hongping Zhu","raw_affiliation_strings":["Hubei Key Laboratory of Control Structure, Huazhong University of Science and Technology, Wuhan, Hubei 430074, China","School of Civil and Hydraulic Engineering, Huazhong University of Science and Technology, Wuhan, Hubei 430074, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hubei Key Laboratory of Control Structure, Huazhong University of Science and Technology, Wuhan, Hubei 430074, China","institution_ids":["https://openalex.org/I47720641"]},{"raw_affiliation_string":"School of Civil and Hydraulic Engineering, Huazhong University of Science and Technology, Wuhan, Hubei 430074, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5137465220","display_name":"Yanliang Du","orcid":null},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanliang Du","raw_affiliation_strings":["College of Civil and Transportation Engineering, Shenzhen University, Shenzhen, Guangdong 518060, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Civil and Transportation Engineering, Shenzhen University, Shenzhen, Guangdong 518060, China","institution_ids":["https://openalex.org/I180726961"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5006950425","https://openalex.org/A5137410047"],"corresponding_institution_ids":["https://openalex.org/I47720641"],"apc_list":{"value":3350,"currency":"USD","value_usd":3350},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.63509666,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"201","issue":null,"first_page":"115588","last_page":"115588"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12482","display_name":"Tunneling and Rock Mechanics","score":0.17419999837875366,"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":0.17419999837875366,"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/T10161","display_name":"Rock Mechanics and Modeling","score":0.13750000298023224,"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/T11046","display_name":"Geotechnical Engineering and Analysis","score":0.11760000139474869,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/quantum-tunnelling","display_name":"Quantum tunnelling","score":0.6399000287055969},{"id":"https://openalex.org/keywords/shield","display_name":"Shield","score":0.4668999910354614},{"id":"https://openalex.org/keywords/control-theory","display_name":"Control theory (sociology)","score":0.26649999618530273},{"id":"https://openalex.org/keywords/limit","display_name":"Limit (mathematics)","score":0.2587999999523163},{"id":"https://openalex.org/keywords/optimization-problem","display_name":"Optimization problem","score":0.2565999925136566}],"concepts":[{"id":"https://openalex.org/C120398109","wikidata":"https://www.wikidata.org/wiki/Q175751","display_name":"Quantum tunnelling","level":2,"score":0.6399000287055969},{"id":"https://openalex.org/C138081364","wikidata":"https://www.wikidata.org/wiki/Q852013","display_name":"Shield","level":2,"score":0.4668999910354614},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4271000027656555},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.31279999017715454},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.2816999852657318},{"id":"https://openalex.org/C57879066","wikidata":"https://www.wikidata.org/wiki/Q41217","display_name":"Mechanics","level":1,"score":0.27900001406669617},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.2667999863624573},{"id":"https://openalex.org/C47446073","wikidata":"https://www.wikidata.org/wiki/Q5165890","display_name":"Control theory (sociology)","level":3,"score":0.26649999618530273},{"id":"https://openalex.org/C151201525","wikidata":"https://www.wikidata.org/wiki/Q177239","display_name":"Limit (mathematics)","level":2,"score":0.2587999999523163},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.2565999925136566},{"id":"https://openalex.org/C2986605239","wikidata":"https://www.wikidata.org/wiki/Q925667","display_name":"Numerical models","level":3,"score":0.25380000472068787},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.2531000077724457},{"id":"https://openalex.org/C76969082","wikidata":"https://www.wikidata.org/wiki/Q486902","display_name":"Mathematical model","level":2,"score":0.25209999084472656}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.asoc.2026.115588","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.asoc.2026.115588","pdf_url":null,"source":{"id":"https://openalex.org/S140556538","display_name":"Applied Soft Computing","issn_l":"1568-4946","issn":["1568-4946","1872-9681"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Soft Computing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":74,"referenced_works":["https://openalex.org/W1980447751","https://openalex.org/W1990885752","https://openalex.org/W2006952036","https://openalex.org/W2032331699","https://openalex.org/W2058907916","https://openalex.org/W2079485907","https://openalex.org/W2095124269","https://openalex.org/W2098421567","https://openalex.org/W2116661285","https://openalex.org/W2211205654","https://openalex.org/W2220894067","https://openalex.org/W2508821295","https://openalex.org/W2755549691","https://openalex.org/W2889272682","https://openalex.org/W2899283552","https://openalex.org/W2921018487","https://openalex.org/W2924032156","https://openalex.org/W2963941964","https://openalex.org/W3006183962","https://openalex.org/W3006911298","https://openalex.org/W3010498232","https://openalex.org/W3034336583","https://openalex.org/W3095430737","https://openalex.org/W3106261761","https://openalex.org/W3117958552","https://openalex.org/W3136522055","https://openalex.org/W3185201739","https://openalex.org/W3210004332","https://openalex.org/W4210866671","https://openalex.org/W4214641256","https://openalex.org/W4221124820","https://openalex.org/W4241793634","https://openalex.org/W4280493430","https://openalex.org/W4281777609","https://openalex.org/W4290442693","https://openalex.org/W4294856650","https://openalex.org/W4294878358","https://openalex.org/W4295095860","https://openalex.org/W4297898256","https://openalex.org/W4308374258","https://openalex.org/W4313531672","https://openalex.org/W4323519366","https://openalex.org/W4365515700","https://openalex.org/W4381053565","https://openalex.org/W4386435339","https://openalex.org/W4386799873","https://openalex.org/W4386980625","https://openalex.org/W4387611009","https://openalex.org/W4387732386","https://openalex.org/W4389550223","https://openalex.org/W4389636776","https://openalex.org/W4390289354","https://openalex.org/W4392010750","https://openalex.org/W4392618205","https://openalex.org/W4393132110","https://openalex.org/W4394723950","https://openalex.org/W4399940186","https://openalex.org/W4399940222","https://openalex.org/W4400348571","https://openalex.org/W4400601513","https://openalex.org/W4401419324","https://openalex.org/W4401504972","https://openalex.org/W4401894945","https://openalex.org/W4403285402","https://openalex.org/W4403349992","https://openalex.org/W4403454898","https://openalex.org/W4403521622","https://openalex.org/W4403561880","https://openalex.org/W4404741574","https://openalex.org/W4406204617","https://openalex.org/W4407849168","https://openalex.org/W4408492839","https://openalex.org/W4410452286","https://openalex.org/W4417268310"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-06-19T15:47:20.252518","created_date":"2026-05-31T00:00:00"}
