{"id":"https://openalex.org/W4383896508","doi":"https://doi.org/10.1007/s12145-023-01042-3","title":"Enhancing the performance of tunnel water inflow prediction using Random Forest optimized by Grey Wolf Optimizer","display_name":"Enhancing the performance of tunnel water inflow prediction using Random Forest optimized by Grey Wolf Optimizer","publication_year":2023,"publication_date":"2023-07-11","ids":{"openalex":"https://openalex.org/W4383896508","doi":"https://doi.org/10.1007/s12145-023-01042-3"},"language":"en","primary_location":{"id":"doi:10.1007/s12145-023-01042-3","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s12145-023-01042-3","pdf_url":null,"source":{"id":"https://openalex.org/S198914822","display_name":"Earth Science Informatics","issn_l":"1865-0473","issn":["1865-0473","1865-0481"],"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":"Earth Science Informatics","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/A5100649005","display_name":"Jian Zhou","orcid":"https://orcid.org/0000-0003-4769-4487"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jian Zhou","raw_affiliation_strings":["School of Resources and Safety Engineering, Central South University, Changsha, 410083, China"],"affiliations":[{"raw_affiliation_string":"School of Resources and Safety Engineering, Central South University, Changsha, 410083, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101429558","display_name":"Yulin Zhang","orcid":"https://orcid.org/0000-0002-5058-2761"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yulin Zhang","raw_affiliation_strings":["School of Resources and Safety Engineering, Central South University, Changsha, 410083, China"],"affiliations":[{"raw_affiliation_string":"School of Resources and Safety Engineering, Central South University, Changsha, 410083, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041698589","display_name":"Chuanqi Li","orcid":"https://orcid.org/0009-0003-4503-0625"},"institutions":[{"id":"https://openalex.org/I899635006","display_name":"Universit\u00e9 Grenoble Alpes","ror":"https://ror.org/02rx3b187","country_code":"FR","type":"education","lineage":["https://openalex.org/I899635006"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Chuanqi Li","raw_affiliation_strings":["Laboratory 3SR, CNRS UMR 5521, Grenoble Alpes University, Grenoble, 38000, France"],"affiliations":[{"raw_affiliation_string":"Laboratory 3SR, CNRS UMR 5521, Grenoble Alpes University, Grenoble, 38000, France","institution_ids":["https://openalex.org/I899635006","https://openalex.org/I1294671590"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040658880","display_name":"Weixun Yong","orcid":null},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Weixun Yong","raw_affiliation_strings":["School of Resources and Safety Engineering, Central South University, Changsha, 410083, China"],"affiliations":[{"raw_affiliation_string":"School of Resources and Safety Engineering, Central South University, Changsha, 410083, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077665557","display_name":"Yingui Qiu","orcid":"https://orcid.org/0009-0003-9228-5911"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yingui Qiu","raw_affiliation_strings":["School of Resources and Safety Engineering, Central South University, Changsha, 410083, China"],"affiliations":[{"raw_affiliation_string":"School of Resources and Safety Engineering, Central South University, Changsha, 410083, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013664018","display_name":"Kun Du","orcid":"https://orcid.org/0000-0002-8757-1783"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kun Du","raw_affiliation_strings":["School of Resources and Safety Engineering, Central South University, Changsha, 410083, China"],"affiliations":[{"raw_affiliation_string":"School of Resources and Safety Engineering, Central South University, Changsha, 410083, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100769193","display_name":"Shiming Wang","orcid":"https://orcid.org/0000-0003-4886-2542"},"institutions":[{"id":"https://openalex.org/I121296143","display_name":"Hunan University of Science and Technology","ror":"https://ror.org/02m9vrb24","country_code":"CN","type":"education","lineage":["https://openalex.org/I121296143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shiming Wang","raw_affiliation_strings":["School of Civil Engineering, Hunan University of Science and Technology, Xiangtan, Hunan, 411201, China"],"affiliations":[{"raw_affiliation_string":"School of Civil Engineering, Hunan University of Science and Technology, Xiangtan, Hunan, 411201, China","institution_ids":["https://openalex.org/I121296143"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5040658880"],"corresponding_institution_ids":["https://openalex.org/I139660479"],"apc_list":{"value":2690,"currency":"EUR","value_usd":3390},"apc_paid":null,"fwci":4.623,"has_fulltext":false,"cited_by_count":30,"citation_normalized_percentile":{"value":0.95466293,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"16","issue":"3","first_page":"2405","last_page":"2420"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12482","display_name":"Tunneling and Rock Mechanics","score":0.9993000030517578,"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":0.9993000030517578,"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/T10892","display_name":"Drilling and Well Engineering","score":0.9959999918937683,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean 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":0.9951000213623047,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.7421947717666626},{"id":"https://openalex.org/keywords/inflow","display_name":"Inflow","score":0.5584128499031067},{"id":"https://openalex.org/keywords/predictive-modelling","display_name":"Predictive modelling","score":0.4878513813018799},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.48507824540138245},{"id":"https://openalex.org/keywords/adaboost","display_name":"AdaBoost","score":0.4437543749809265},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.4155314862728119},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.333370566368103},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3235796093940735},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2968871593475342},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.14785170555114746},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.07882672548294067},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.07853168249130249}],"concepts":[{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.7421947717666626},{"id":"https://openalex.org/C2776132308","wikidata":"https://www.wikidata.org/wiki/Q11070850","display_name":"Inflow","level":2,"score":0.5584128499031067},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.4878513813018799},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.48507824540138245},{"id":"https://openalex.org/C141404830","wikidata":"https://www.wikidata.org/wiki/Q2823869","display_name":"AdaBoost","level":3,"score":0.4437543749809265},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.4155314862728119},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.333370566368103},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3235796093940735},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2968871593475342},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.14785170555114746},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.07882672548294067},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.07853168249130249}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s12145-023-01042-3","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s12145-023-01042-3","pdf_url":null,"source":{"id":"https://openalex.org/S198914822","display_name":"Earth Science Informatics","issn_l":"1865-0473","issn":["1865-0473","1865-0481"],"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":"Earth Science Informatics","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Clean water and sanitation","score":0.550000011920929,"id":"https://metadata.un.org/sdg/6"}],"awards":[{"id":"https://openalex.org/G7484567815","display_name":null,"funder_award_id":"42177164","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"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":66,"referenced_works":["https://openalex.org/W1974666396","https://openalex.org/W1985479415","https://openalex.org/W2003856504","https://openalex.org/W2005497900","https://openalex.org/W2006472879","https://openalex.org/W2012905231","https://openalex.org/W2013208264","https://openalex.org/W2023294425","https://openalex.org/W2024864242","https://openalex.org/W2037691383","https://openalex.org/W2042204882","https://openalex.org/W2042940753","https://openalex.org/W2053231411","https://openalex.org/W2061438946","https://openalex.org/W2064789584","https://openalex.org/W2073691868","https://openalex.org/W2092609559","https://openalex.org/W2114312120","https://openalex.org/W2117748192","https://openalex.org/W2166538761","https://openalex.org/W2207642946","https://openalex.org/W2296402327","https://openalex.org/W2521945768","https://openalex.org/W2561216733","https://openalex.org/W2602147369","https://openalex.org/W2611829782","https://openalex.org/W2699497888","https://openalex.org/W2754789423","https://openalex.org/W2885910583","https://openalex.org/W2886881547","https://openalex.org/W2901791250","https://openalex.org/W2918736446","https://openalex.org/W2944496061","https://openalex.org/W2966107170","https://openalex.org/W2996713777","https://openalex.org/W3004227146","https://openalex.org/W3013477797","https://openalex.org/W3035353528","https://openalex.org/W3095300548","https://openalex.org/W3097465463","https://openalex.org/W3099567700","https://openalex.org/W3114922605","https://openalex.org/W3139236016","https://openalex.org/W3156102369","https://openalex.org/W3188351201","https://openalex.org/W3188559570","https://openalex.org/W3191161603","https://openalex.org/W3200813801","https://openalex.org/W4206258478","https://openalex.org/W4211246141","https://openalex.org/W4212976523","https://openalex.org/W4243150065","https://openalex.org/W4244895750","https://openalex.org/W4281946866","https://openalex.org/W4283160460","https://openalex.org/W4284968930","https://openalex.org/W4293242799","https://openalex.org/W4294935201","https://openalex.org/W4296396401","https://openalex.org/W4321243457","https://openalex.org/W4327566984","https://openalex.org/W4361248327","https://openalex.org/W4376648947","https://openalex.org/W4377194484","https://openalex.org/W4378588792","https://openalex.org/W4383815683"],"related_works":["https://openalex.org/W3011239835","https://openalex.org/W4312534362","https://openalex.org/W4394984040","https://openalex.org/W3185760728","https://openalex.org/W2915047625","https://openalex.org/W4283313480","https://openalex.org/W3191198889","https://openalex.org/W4399767560","https://openalex.org/W4318612353","https://openalex.org/W4389829534"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":15},{"year":2024,"cited_by_count":11}],"updated_date":"2026-03-17T09:09:15.849793","created_date":"2025-10-10T00:00:00"}
