{"id":"https://openalex.org/W2996033692","doi":"https://doi.org/10.1007/s00366-019-00894-y","title":"Research on deformation prediction of tunnel surrounding rock using the model combining firefly algorithm and nonlinear auto-regressive dynamic neural network","display_name":"Research on deformation prediction of tunnel surrounding rock using the model combining firefly algorithm and nonlinear auto-regressive dynamic neural network","publication_year":2019,"publication_date":"2019-12-16","ids":{"openalex":"https://openalex.org/W2996033692","doi":"https://doi.org/10.1007/s00366-019-00894-y","mag":"2996033692"},"language":"en","primary_location":{"id":"doi:10.1007/s00366-019-00894-y","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s00366-019-00894-y","pdf_url":null,"source":{"id":"https://openalex.org/S89333158","display_name":"Engineering With Computers","issn_l":"0177-0667","issn":["0177-0667","1435-5663"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Engineering with Computers","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/A5104010545","display_name":"Yue Pan","orcid":"https://orcid.org/0000-0002-7922-9726"},"institutions":[{"id":"https://openalex.org/I4210163363","display_name":"PLA Army Engineering University","ror":"https://ror.org/05mgp8x93","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210163363"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yue Pan","raw_affiliation_strings":["College of Defense Engineering, Army Engineering University of PLA, Nanjing, 210007, Jiangsu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Defense Engineering, Army Engineering University of PLA, Nanjing, 210007, Jiangsu, China","institution_ids":["https://openalex.org/I4210163363"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100334606","display_name":"Liang Chen","orcid":"https://orcid.org/0000-0002-3767-3546"},"institutions":[{"id":"https://openalex.org/I4210134214","display_name":"Beijing Research Institute of Uranium Geology","ror":"https://ror.org/046qx3a23","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210134214"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liang Chen","raw_affiliation_strings":["CNNC Key Laboratory on Geological Disposal of High-Level Radioactive Waste, Beijing Research Institute of Uranium Geology, Beijing, 100029, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CNNC Key Laboratory on Geological Disposal of High-Level Radioactive Waste, Beijing Research Institute of Uranium Geology, Beijing, 100029, China","institution_ids":["https://openalex.org/I4210134214"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109786735","display_name":"Ju Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210134214","display_name":"Beijing Research Institute of Uranium Geology","ror":"https://ror.org/046qx3a23","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210134214"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ju Wang","raw_affiliation_strings":["CNNC Key Laboratory on Geological Disposal of High-Level Radioactive Waste, Beijing Research Institute of Uranium Geology, Beijing, 100029, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CNNC Key Laboratory on Geological Disposal of High-Level Radioactive Waste, Beijing Research Institute of Uranium Geology, Beijing, 100029, China","institution_ids":["https://openalex.org/I4210134214"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101465162","display_name":"Hongsu Ma","orcid":"https://orcid.org/0000-0001-5305-4326"},"institutions":[{"id":"https://openalex.org/I4210134214","display_name":"Beijing Research Institute of Uranium Geology","ror":"https://ror.org/046qx3a23","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210134214"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongsu Ma","raw_affiliation_strings":["CNNC Key Laboratory on Geological Disposal of High-Level Radioactive Waste, Beijing Research Institute of Uranium Geology, Beijing, 100029, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CNNC Key Laboratory on Geological Disposal of High-Level Radioactive Waste, Beijing Research Institute of Uranium Geology, Beijing, 100029, China","institution_ids":["https://openalex.org/I4210134214"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019405131","display_name":"Shuling Cai","orcid":null},"institutions":[{"id":"https://openalex.org/I4210163363","display_name":"PLA Army Engineering University","ror":"https://ror.org/05mgp8x93","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210163363"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuling Cai","raw_affiliation_strings":["College of Defense Engineering, Army Engineering University of PLA, Nanjing, 210007, Jiangsu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Defense Engineering, Army Engineering University of PLA, Nanjing, 210007, Jiangsu, China","institution_ids":["https://openalex.org/I4210163363"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047420222","display_name":"Shiku Pu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210163363","display_name":"PLA Army Engineering University","ror":"https://ror.org/05mgp8x93","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210163363"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shiku Pu","raw_affiliation_strings":["College of Defense Engineering, Army Engineering University of PLA, Nanjing, 210007, Jiangsu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Defense Engineering, Army Engineering University of PLA, Nanjing, 210007, Jiangsu, China","institution_ids":["https://openalex.org/I4210163363"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103877703","display_name":"Jianli Duan","orcid":null},"institutions":[{"id":"https://openalex.org/I4210163363","display_name":"PLA Army Engineering University","ror":"https://ror.org/05mgp8x93","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210163363"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianli Duan","raw_affiliation_strings":["College of Defense Engineering, Army Engineering University of PLA, Nanjing, 210007, Jiangsu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Defense Engineering, Army Engineering University of PLA, Nanjing, 210007, Jiangsu, China","institution_ids":["https://openalex.org/I4210163363"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044951840","display_name":"Lei Gao","orcid":"https://orcid.org/0000-0003-3614-5749"},"institutions":[{"id":"https://openalex.org/I4210163363","display_name":"PLA Army Engineering University","ror":"https://ror.org/05mgp8x93","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210163363"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Gao","raw_affiliation_strings":["College of Defense Engineering, Army Engineering University of PLA, Nanjing, 210007, Jiangsu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Defense Engineering, Army Engineering University of PLA, Nanjing, 210007, Jiangsu, China","institution_ids":["https://openalex.org/I4210163363"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045102191","display_name":"Erbing Li","orcid":"https://orcid.org/0000-0001-6247-4998"},"institutions":[{"id":"https://openalex.org/I4210163363","display_name":"PLA Army Engineering University","ror":"https://ror.org/05mgp8x93","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210163363"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Erbing Li","raw_affiliation_strings":["College of Defense Engineering, Army Engineering University of PLA, Nanjing, 210007, Jiangsu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Defense Engineering, Army Engineering University of PLA, Nanjing, 210007, Jiangsu, China","institution_ids":["https://openalex.org/I4210163363"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5045102191"],"corresponding_institution_ids":["https://openalex.org/I4210163363"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":null,"fwci":1.0594,"has_fulltext":false,"cited_by_count":36,"citation_normalized_percentile":{"value":0.74177903,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"37","issue":"2","first_page":"1443","last_page":"1453"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10161","display_name":"Rock Mechanics and Modeling","score":0.9962000250816345,"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"}},"topics":[{"id":"https://openalex.org/T10161","display_name":"Rock Mechanics and Modeling","score":0.9962000250816345,"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/T14392","display_name":"Geoscience and Mining Technology","score":0.9866999983787537,"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/T10535","display_name":"Landslides and related hazards","score":0.9861999750137329,"subfield":{"id":"https://openalex.org/subfields/2308","display_name":"Management, Monitoring, Policy and Law"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/firefly-algorithm","display_name":"Firefly algorithm","score":0.7989872694015503},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.7622803449630737},{"id":"https://openalex.org/keywords/nonlinear-system","display_name":"Nonlinear system","score":0.7345874309539795},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.6384804844856262},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.6378573179244995},{"id":"https://openalex.org/keywords/autoregressive-model","display_name":"Autoregressive model","score":0.5921832323074341},{"id":"https://openalex.org/keywords/deformation","display_name":"Deformation (meteorology)","score":0.5040237307548523},{"id":"https://openalex.org/keywords/firefly-protocol","display_name":"Firefly protocol","score":0.4385778307914734},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.38078930974006653},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.37169304490089417},{"id":"https://openalex.org/keywords/biological-system","display_name":"Biological system","score":0.337801456451416},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3005184233188629},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.25567781925201416},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.09264668822288513},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.07539102435112},{"id":"https://openalex.org/keywords/particle-swarm-optimization","display_name":"Particle swarm optimization","score":0.06857633590698242}],"concepts":[{"id":"https://openalex.org/C154982244","wikidata":"https://www.wikidata.org/wiki/Q5451844","display_name":"Firefly algorithm","level":3,"score":0.7989872694015503},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.7622803449630737},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.7345874309539795},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6384804844856262},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.6378573179244995},{"id":"https://openalex.org/C159877910","wikidata":"https://www.wikidata.org/wiki/Q2202883","display_name":"Autoregressive model","level":2,"score":0.5921832323074341},{"id":"https://openalex.org/C204366326","wikidata":"https://www.wikidata.org/wiki/Q3027650","display_name":"Deformation (meteorology)","level":2,"score":0.5040237307548523},{"id":"https://openalex.org/C107477482","wikidata":"https://www.wikidata.org/wiki/Q22570039","display_name":"Firefly protocol","level":2,"score":0.4385778307914734},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.38078930974006653},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37169304490089417},{"id":"https://openalex.org/C186060115","wikidata":"https://www.wikidata.org/wiki/Q30336093","display_name":"Biological system","level":1,"score":0.337801456451416},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3005184233188629},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.25567781925201416},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.09264668822288513},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.07539102435112},{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.06857633590698242},{"id":"https://openalex.org/C90856448","wikidata":"https://www.wikidata.org/wiki/Q431","display_name":"Zoology","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s00366-019-00894-y","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s00366-019-00894-y","pdf_url":null,"source":{"id":"https://openalex.org/S89333158","display_name":"Engineering With Computers","issn_l":"0177-0667","issn":["0177-0667","1435-5663"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Engineering with Computers","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W1523741643","https://openalex.org/W1596914020","https://openalex.org/W1905990843","https://openalex.org/W1978437861","https://openalex.org/W1980509285","https://openalex.org/W1982669844","https://openalex.org/W1982743310","https://openalex.org/W1984794748","https://openalex.org/W1992064529","https://openalex.org/W2005497900","https://openalex.org/W2022857879","https://openalex.org/W2029392898","https://openalex.org/W2044016905","https://openalex.org/W2067484181","https://openalex.org/W2106617516","https://openalex.org/W2118944194","https://openalex.org/W2120423641","https://openalex.org/W2129611561","https://openalex.org/W2156528250","https://openalex.org/W2169546446","https://openalex.org/W2256400776","https://openalex.org/W2291473784","https://openalex.org/W2320544036","https://openalex.org/W2330291527","https://openalex.org/W2353260150","https://openalex.org/W2392274314","https://openalex.org/W2583091440","https://openalex.org/W2757050470","https://openalex.org/W2787034351","https://openalex.org/W2800177355","https://openalex.org/W4249466211"],"related_works":["https://openalex.org/W2064450202","https://openalex.org/W883676525","https://openalex.org/W3134072270","https://openalex.org/W2336868063","https://openalex.org/W2809928955","https://openalex.org/W3089484604","https://openalex.org/W2288980195","https://openalex.org/W4360585316","https://openalex.org/W4285265699","https://openalex.org/W4290719323"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":14},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1}],"updated_date":"2026-06-19T15:47:20.252518","created_date":"2025-10-10T00:00:00"}