{"id":"https://openalex.org/W4411284123","doi":"https://doi.org/10.1007/s40747-025-01920-x","title":"An efficient hybrid framework with knowledge transfer for solving capacitated vehicle routing problems","display_name":"An efficient hybrid framework with knowledge transfer for solving capacitated vehicle routing problems","publication_year":2025,"publication_date":"2025-06-13","ids":{"openalex":"https://openalex.org/W4411284123","doi":"https://doi.org/10.1007/s40747-025-01920-x"},"language":"en","primary_location":{"id":"doi:10.1007/s40747-025-01920-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-025-01920-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-025-01920-x.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex & Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://link.springer.com/content/pdf/10.1007/s40747-025-01920-x.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5001139932","display_name":"Yanlin Wu","orcid":"https://orcid.org/0000-0003-3273-4001"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yanlin Wu","raw_affiliation_strings":["School of Automation, Guangdong University of Technology, Guangzhou, 510006, Guangdong, China"],"affiliations":[{"raw_affiliation_string":"School of Automation, Guangdong University of Technology, Guangzhou, 510006, Guangdong, China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113047382","display_name":"Yanguang Cai","orcid":null},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]},{"id":"https://openalex.org/I32820368","display_name":"Guangdong Polytechnic of Science and Technology","ror":"https://ror.org/01wq2p249","country_code":"CN","type":"education","lineage":["https://openalex.org/I32820368"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanguang Cai","raw_affiliation_strings":["School of Artificial Intelligence, Guangzhou Institute of Science and Technology, Guangzhou, 510540, Guangdong, China","School of Automation, Guangdong University of Technology, Guangzhou, 510006, Guangdong, China"],"affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence, Guangzhou Institute of Science and Technology, Guangzhou, 510540, Guangdong, China","institution_ids":["https://openalex.org/I32820368"]},{"raw_affiliation_string":"School of Automation, Guangdong University of Technology, Guangzhou, 510006, Guangdong, China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5031525026","display_name":"Chuncheng Fang","orcid":"https://orcid.org/0000-0001-7206-6998"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chuncheng Fang","raw_affiliation_strings":["School of Automation, Guangdong University of Technology, Guangzhou, 510006, Guangdong, China"],"affiliations":[{"raw_affiliation_string":"School of Automation, Guangdong University of Technology, Guangzhou, 510006, Guangdong, China","institution_ids":["https://openalex.org/I139024713"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5001139932"],"corresponding_institution_ids":["https://openalex.org/I139024713"],"apc_list":{"value":1320,"currency":"GBP","value_usd":1619},"apc_paid":{"value":1320,"currency":"GBP","value_usd":1619},"fwci":1.1492,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.8033602,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"11","issue":"8","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10567","display_name":"Vehicle Routing Optimization Methods","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/T10567","display_name":"Vehicle Routing Optimization Methods","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/T11942","display_name":"Transportation and Mobility Innovations","score":0.9966999888420105,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive 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/T10586","display_name":"Robotic Path Planning Algorithms","score":0.9937000274658203,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computational-intelligence","display_name":"Computational intelligence","score":0.8232800960540771},{"id":"https://openalex.org/keywords/vehicle-routing-problem","display_name":"Vehicle routing problem","score":0.728581428527832},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5662652254104614},{"id":"https://openalex.org/keywords/routing","display_name":"Routing (electronic design automation)","score":0.4948238730430603},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.44177061319351196},{"id":"https://openalex.org/keywords/knowledge-transfer","display_name":"Knowledge transfer","score":0.4123189449310303},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.21368083357810974},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.19389888644218445},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.14739760756492615},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.14281126856803894}],"concepts":[{"id":"https://openalex.org/C139502532","wikidata":"https://www.wikidata.org/wiki/Q1122090","display_name":"Computational intelligence","level":2,"score":0.8232800960540771},{"id":"https://openalex.org/C123784306","wikidata":"https://www.wikidata.org/wiki/Q944041","display_name":"Vehicle routing problem","level":3,"score":0.728581428527832},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5662652254104614},{"id":"https://openalex.org/C74172769","wikidata":"https://www.wikidata.org/wiki/Q1446839","display_name":"Routing (electronic design automation)","level":2,"score":0.4948238730430603},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.44177061319351196},{"id":"https://openalex.org/C2776960227","wikidata":"https://www.wikidata.org/wiki/Q2586354","display_name":"Knowledge transfer","level":2,"score":0.4123189449310303},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.21368083357810974},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.19389888644218445},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.14739760756492615},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.14281126856803894}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s40747-025-01920-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-025-01920-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-025-01920-x.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex & Intelligent Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:86581aa06e3a43069f4cdb5bf74d28fb","is_oa":true,"landing_page_url":"https://doaj.org/article/86581aa06e3a43069f4cdb5bf74d28fb","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Complex & Intelligent Systems, Vol 11, Iss 8, Pp 1-25 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s40747-025-01920-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-025-01920-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-025-01920-x.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex & Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.5600000023841858,"id":"https://metadata.un.org/sdg/7"}],"awards":[{"id":"https://openalex.org/G3742626369","display_name":null,"funder_award_id":"2016A050502060","funder_id":"https://openalex.org/F4320335795","funder_display_name":"Science and Technology Planning Project of Guangdong Province"},{"id":"https://openalex.org/G6015448527","display_name":null,"funder_award_id":"2020B1010010005","funder_id":"https://openalex.org/F4320335795","funder_display_name":"Science and Technology Planning Project of Guangdong Province"}],"funders":[{"id":"https://openalex.org/F4320335795","display_name":"Science and Technology Planning Project of Guangdong Province","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4411284123.pdf","grobid_xml":"https://content.openalex.org/works/W4411284123.grobid-xml"},"referenced_works_count":60,"referenced_works":["https://openalex.org/W174230839","https://openalex.org/W1967687507","https://openalex.org/W1970025200","https://openalex.org/W2010334716","https://openalex.org/W2043459322","https://openalex.org/W2054334140","https://openalex.org/W2058742972","https://openalex.org/W2096796578","https://openalex.org/W2111563176","https://openalex.org/W2111581650","https://openalex.org/W2166166917","https://openalex.org/W2413527939","https://openalex.org/W2586910743","https://openalex.org/W2588058706","https://openalex.org/W2912127016","https://openalex.org/W2915686745","https://openalex.org/W2957844385","https://openalex.org/W2998409228","https://openalex.org/W2998482130","https://openalex.org/W3010321770","https://openalex.org/W3085063431","https://openalex.org/W3114365683","https://openalex.org/W3129365352","https://openalex.org/W3135223103","https://openalex.org/W3155491549","https://openalex.org/W3179368971","https://openalex.org/W4205215620","https://openalex.org/W4206021743","https://openalex.org/W4206070139","https://openalex.org/W4226322964","https://openalex.org/W4283027254","https://openalex.org/W4288045355","https://openalex.org/W4293723280","https://openalex.org/W4293862731","https://openalex.org/W4296181692","https://openalex.org/W4298289115","https://openalex.org/W4312402790","https://openalex.org/W4316193345","https://openalex.org/W4366814600","https://openalex.org/W4376456433","https://openalex.org/W4381949822","https://openalex.org/W4383619102","https://openalex.org/W4384285151","https://openalex.org/W4384393189","https://openalex.org/W4386171481","https://openalex.org/W4386813112","https://openalex.org/W4386920606","https://openalex.org/W4387569732","https://openalex.org/W4388116448","https://openalex.org/W4388469783","https://openalex.org/W4388913284","https://openalex.org/W4389280454","https://openalex.org/W4391547539","https://openalex.org/W4392437020","https://openalex.org/W4393061481","https://openalex.org/W4394015381","https://openalex.org/W4395670445","https://openalex.org/W4396594904","https://openalex.org/W4396601968","https://openalex.org/W4404235936"],"related_works":["https://openalex.org/W4312143452","https://openalex.org/W2018691209","https://openalex.org/W4247364272","https://openalex.org/W3133151256","https://openalex.org/W2157331354","https://openalex.org/W2132920749","https://openalex.org/W2101108574","https://openalex.org/W2626773395","https://openalex.org/W1575940985","https://openalex.org/W3131953714"],"abstract_inverted_index":{"Recent":[0],"progress":[1],"in":[2,119],"evolutionary":[3],"multi-tasking":[4],"algorithms":[5],"has":[6],"demonstrated":[7],"potential":[8],"for":[9,47],"solving":[10],"capacitated":[11],"vehicle":[12],"routing":[13],"problems":[14],"(CVRPs),":[15],"though":[16],"challenges":[17],"persist":[18],"regarding":[19],"computational":[20,65],"efficiency":[21],"and":[22,79,87,110],"knowledge":[23,61],"transfer":[24,62],"reliability.":[25],"This":[26],"study":[27],"proposes":[28],"a":[29,68],"hybrid":[30],"framework":[31,82],"(HF)":[32],"that":[33,59],"addresses":[34],"these":[35],"limitations":[36],"through":[37],"four":[38],"key":[39],"components:":[40],"(1)":[41],"An":[42],"improved":[43],"Clarke\u2013Wright":[44],"savings":[45],"algorithm":[46],"rapid":[48],"initialization":[49],"of":[50],"high-quality":[51],"solutions,":[52],"(2)":[53],"an":[54],"incremental":[55],"auxiliary":[56],"task":[57],"formulation":[58],"optimizes":[60],"while":[63],"minimizing":[64],"overhead,":[66],"(3)":[67],"similarity":[69],"prediction":[70],"strategy":[71,86,90],"enabling":[72],"efficient":[73],"offspring":[74],"selection":[75],"without":[76],"additional":[77],"evaluations,":[78],"(4)":[80],"the":[81,99],"integrates":[83],"enhanced":[84],"search":[85],"diversity":[88],"maintenance":[89],"to":[91],"prevent":[92],"premature":[93],"convergence.":[94],"Compatible":[95],"with":[96],"conventional":[97],"meta-heuristics,":[98],"HF":[100],"demonstrates":[101],"competitive":[102],"optimization":[103],"capability":[104],"across":[105],"seven":[106],"CVRP":[107],"benchmark":[108],"suites":[109],"six":[111],"real-world":[112],"JD.com":[113],"logistics":[114],"scenarios,":[115],"outperforming":[116],"state-of-the-art":[117],"alternatives":[118],"solution":[120],"quality.":[121]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-04-17T18:11:37.981687","created_date":"2025-10-10T00:00:00"}