{"id":"https://openalex.org/W7127055743","doi":"https://doi.org/10.1007/s00607-026-01623-2","title":"A bio-inspired IVY metaheuristic for optimizing LSTM models in urban traffic flow prediction","display_name":"A bio-inspired IVY metaheuristic for optimizing LSTM models in urban traffic flow prediction","publication_year":2026,"publication_date":"2026-02-01","ids":{"openalex":"https://openalex.org/W7127055743","doi":"https://doi.org/10.1007/s00607-026-01623-2"},"language":"en","primary_location":{"id":"doi:10.1007/s00607-026-01623-2","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s00607-026-01623-2","pdf_url":null,"source":{"id":"https://openalex.org/S35593046","display_name":"Computing","issn_l":"0010-485X","issn":["0010-485X","1436-5057"],"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":"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/A5124723579","display_name":"Bo Liang","orcid":null},"institutions":[{"id":"https://openalex.org/I174104030","display_name":"Taiyuan Normal University","ror":"https://ror.org/051k00p03","country_code":"CN","type":"education","lineage":["https://openalex.org/I174104030"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bo Liang","raw_affiliation_strings":["School of Computer Science and Technology, Taiyuan Normal University, JinZhong, Shanxi, 030619, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Taiyuan Normal University, JinZhong, Shanxi, 030619, China","institution_ids":["https://openalex.org/I174104030"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5124713314","display_name":"Jiaru Deng","orcid":null},"institutions":[{"id":"https://openalex.org/I174104030","display_name":"Taiyuan Normal University","ror":"https://ror.org/051k00p03","country_code":"CN","type":"education","lineage":["https://openalex.org/I174104030"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiaru Deng","raw_affiliation_strings":["School of Computer Science and Technology, Taiyuan Normal University, JinZhong, Shanxi, 030619, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Taiyuan Normal University, JinZhong, Shanxi, 030619, China","institution_ids":["https://openalex.org/I174104030"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5124741817","display_name":"Fujiang Yuan","orcid":null},"institutions":[{"id":"https://openalex.org/I174104030","display_name":"Taiyuan Normal University","ror":"https://ror.org/051k00p03","country_code":"CN","type":"education","lineage":["https://openalex.org/I174104030"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fujiang Yuan","raw_affiliation_strings":["School of Computer Science and Technology, Taiyuan Normal University, JinZhong, Shanxi, 030619, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Taiyuan Normal University, JinZhong, Shanxi, 030619, China","institution_ids":["https://openalex.org/I174104030"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5124716072","display_name":"Jie Gao","orcid":null},"institutions":[{"id":"https://openalex.org/I181877577","display_name":"Shanxi University","ror":"https://ror.org/03y3e3s17","country_code":"CN","type":"education","lineage":["https://openalex.org/I181877577"]},{"id":"https://openalex.org/I4210165015","display_name":"Shanxi Science and Technology Department","ror":"https://ror.org/05vp4an32","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210165015"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jie Gao","raw_affiliation_strings":["School of Intelligent Manufacturing, Shanxi Vocational University of Engineering Science and Technology, JinZhong, Shanxi, 030619, China"],"affiliations":[{"raw_affiliation_string":"School of Intelligent Manufacturing, Shanxi Vocational University of Engineering Science and Technology, JinZhong, Shanxi, 030619, China","institution_ids":["https://openalex.org/I181877577","https://openalex.org/I4210165015"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5124714281","display_name":"Junye Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I174104030","display_name":"Taiyuan Normal University","ror":"https://ror.org/051k00p03","country_code":"CN","type":"education","lineage":["https://openalex.org/I174104030"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junye Yang","raw_affiliation_strings":["School of Computer Science and Technology, Taiyuan Normal University, JinZhong, Shanxi, 030619, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Taiyuan Normal University, JinZhong, Shanxi, 030619, China","institution_ids":["https://openalex.org/I174104030"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5124720751","display_name":"Peng Zhao","orcid":null},"institutions":[{"id":"https://openalex.org/I174104030","display_name":"Taiyuan Normal University","ror":"https://ror.org/051k00p03","country_code":"CN","type":"education","lineage":["https://openalex.org/I174104030"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Peng Zhao","raw_affiliation_strings":["School of Computer Science and Technology, Taiyuan Normal University, JinZhong, Shanxi, 030619, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Taiyuan Normal University, JinZhong, Shanxi, 030619, China","institution_ids":["https://openalex.org/I174104030"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5124720751"],"corresponding_institution_ids":["https://openalex.org/I174104030"],"apc_list":{"value":2290,"currency":"EUR","value_usd":2890},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.38055046,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"108","issue":"2","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9652000069618225,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9652000069618225,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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/T10524","display_name":"Traffic control and management","score":0.017899999395012856,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/T10698","display_name":"Transportation Planning and Optimization","score":0.0013000000035390258,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.7106000185012817},{"id":"https://openalex.org/keywords/dropout","display_name":"Dropout (neural networks)","score":0.6769999861717224},{"id":"https://openalex.org/keywords/intelligent-transportation-system","display_name":"Intelligent transportation system","score":0.5746999979019165},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.507099986076355},{"id":"https://openalex.org/keywords/reduction","display_name":"Reduction (mathematics)","score":0.49079999327659607},{"id":"https://openalex.org/keywords/sensitivity","display_name":"Sensitivity (control systems)","score":0.4498000144958496},{"id":"https://openalex.org/keywords/traffic-flow","display_name":"Traffic flow (computer networking)","score":0.4372999966144562},{"id":"https://openalex.org/keywords/metaheuristic","display_name":"Metaheuristic","score":0.42640000581741333}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7134000062942505},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.7106000185012817},{"id":"https://openalex.org/C2776145597","wikidata":"https://www.wikidata.org/wiki/Q25339462","display_name":"Dropout (neural networks)","level":2,"score":0.6769999861717224},{"id":"https://openalex.org/C47796450","wikidata":"https://www.wikidata.org/wiki/Q508378","display_name":"Intelligent transportation system","level":2,"score":0.5746999979019165},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5090000033378601},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.507099986076355},{"id":"https://openalex.org/C111335779","wikidata":"https://www.wikidata.org/wiki/Q3454686","display_name":"Reduction (mathematics)","level":2,"score":0.49079999327659607},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.48809999227523804},{"id":"https://openalex.org/C21200559","wikidata":"https://www.wikidata.org/wiki/Q7451068","display_name":"Sensitivity (control systems)","level":2,"score":0.4498000144958496},{"id":"https://openalex.org/C207512268","wikidata":"https://www.wikidata.org/wiki/Q3074551","display_name":"Traffic flow (computer networking)","level":2,"score":0.4372999966144562},{"id":"https://openalex.org/C109718341","wikidata":"https://www.wikidata.org/wiki/Q1385229","display_name":"Metaheuristic","level":2,"score":0.42640000581741333},{"id":"https://openalex.org/C2779888511","wikidata":"https://www.wikidata.org/wiki/Q244156","display_name":"Traffic congestion","level":2,"score":0.35420000553131104},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.3328000009059906},{"id":"https://openalex.org/C2985695025","wikidata":"https://www.wikidata.org/wiki/Q4323994","display_name":"Road traffic","level":2,"score":0.3215000033378601},{"id":"https://openalex.org/C2993660032","wikidata":"https://www.wikidata.org/wiki/Q746984","display_name":"Traffic speed","level":2,"score":0.3197999894618988},{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.3005000054836273},{"id":"https://openalex.org/C114809511","wikidata":"https://www.wikidata.org/wiki/Q1412924","display_name":"Flow network","level":2,"score":0.2888999879360199},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.27630001306533813},{"id":"https://openalex.org/C204673680","wikidata":"https://www.wikidata.org/wiki/Q1628107","display_name":"Airfield traffic pattern","level":2,"score":0.27559998631477356},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.26170000433921814},{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.2502000033855438}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s00607-026-01623-2","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s00607-026-01623-2","pdf_url":null,"source":{"id":"https://openalex.org/S35593046","display_name":"Computing","issn_l":"0010-485X","issn":["0010-485X","1436-5057"],"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":"Computing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/11","score":0.7877683043479919,"display_name":"Sustainable cities and communities"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W1689711448","https://openalex.org/W2062017159","https://openalex.org/W2145039203","https://openalex.org/W2504266609","https://openalex.org/W2766168096","https://openalex.org/W2944851425","https://openalex.org/W2946045887","https://openalex.org/W2987189031","https://openalex.org/W3080911033","https://openalex.org/W3159427678","https://openalex.org/W3172883511","https://openalex.org/W4200418266","https://openalex.org/W4210761929","https://openalex.org/W4220844774","https://openalex.org/W4307240542","https://openalex.org/W4312298619","https://openalex.org/W4312899164","https://openalex.org/W4313855663","https://openalex.org/W4381122093","https://openalex.org/W4390272563","https://openalex.org/W4391404874","https://openalex.org/W4398174014","https://openalex.org/W4404535671","https://openalex.org/W4404922606","https://openalex.org/W4409332871","https://openalex.org/W4410581016","https://openalex.org/W4411806289"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-02-07T06:11:34.122080","created_date":"2026-02-03T00:00:00"}