{"id":"https://openalex.org/W4406524465","doi":"https://doi.org/10.1109/fit63703.2024.10838433","title":"Enhancing Vehicle Routing with Time Windows: A Machine Learning-Driven Ant Colony Optimization Approach","display_name":"Enhancing Vehicle Routing with Time Windows: A Machine Learning-Driven Ant Colony Optimization Approach","publication_year":2024,"publication_date":"2024-12-09","ids":{"openalex":"https://openalex.org/W4406524465","doi":"https://doi.org/10.1109/fit63703.2024.10838433"},"language":"en","primary_location":{"id":"doi:10.1109/fit63703.2024.10838433","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fit63703.2024.10838433","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Conference on Frontiers of Information Technology (FIT)","raw_type":"proceedings-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/A5120644500","display_name":"Khizer Tariq","orcid":"https://orcid.org/0000-0002-0584-8700"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Khizer Tariq","raw_affiliation_strings":["School of Electrical Engineering and Computer Science, National University of Sciences &#x0026; Technology,Islamabad,Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Computer Science, National University of Sciences &#x0026; Technology,Islamabad,Pakistan","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115921266","display_name":"Ali Awais Safdar","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ali Awais Safdar","raw_affiliation_strings":["School of Electrical Engineering and Computer Science, National University of Sciences &#x0026; Technology,Islamabad,Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Computer Science, National University of Sciences &#x0026; Technology,Islamabad,Pakistan","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111416671","display_name":"M. Faisal Zaman","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mubashir Zaman","raw_affiliation_strings":["School of Electrical Engineering and Computer Science, National University of Sciences &#x0026; Technology,Islamabad,Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Computer Science, National University of Sciences &#x0026; Technology,Islamabad,Pakistan","institution_ids":[]}]},{"author_position":"last","author":{"id":null,"display_name":"Syed Usman Ali Shah","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Syed Usman Ali Shah","raw_affiliation_strings":["School of Electrical Engineering and Computer Science, National University of Sciences &#x0026; Technology,Islamabad,Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Computer Science, National University of Sciences &#x0026; Technology,Islamabad,Pakistan","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.6103,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.7462781,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12176","display_name":"Optimization and Packing Problems","score":0.741100013256073,"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/T12176","display_name":"Optimization and Packing Problems","score":0.741100013256073,"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/T11814","display_name":"Advanced Manufacturing and Logistics Optimization","score":0.7343000173568726,"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/T10761","display_name":"Vehicular Ad Hoc Networks (VANETs)","score":0.6503000259399414,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"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/ant-colony-optimization-algorithms","display_name":"Ant colony optimization algorithms","score":0.7732006311416626},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7170242667198181},{"id":"https://openalex.org/keywords/vehicle-routing-problem","display_name":"Vehicle routing problem","score":0.6008392572402954},{"id":"https://openalex.org/keywords/ant","display_name":"ANT","score":0.5892956256866455},{"id":"https://openalex.org/keywords/routing","display_name":"Routing (electronic design automation)","score":0.49639397859573364},{"id":"https://openalex.org/keywords/ant-colony","display_name":"Ant colony","score":0.4374482035636902},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4279125928878784},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3235197365283966},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.21980035305023193}],"concepts":[{"id":"https://openalex.org/C40128228","wikidata":"https://www.wikidata.org/wiki/Q460851","display_name":"Ant colony optimization algorithms","level":2,"score":0.7732006311416626},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7170242667198181},{"id":"https://openalex.org/C123784306","wikidata":"https://www.wikidata.org/wiki/Q944041","display_name":"Vehicle routing problem","level":3,"score":0.6008392572402954},{"id":"https://openalex.org/C97467695","wikidata":"https://www.wikidata.org/wiki/Q295802","display_name":"ANT","level":2,"score":0.5892956256866455},{"id":"https://openalex.org/C74172769","wikidata":"https://www.wikidata.org/wiki/Q1446839","display_name":"Routing (electronic design automation)","level":2,"score":0.49639397859573364},{"id":"https://openalex.org/C60891933","wikidata":"https://www.wikidata.org/wiki/Q796575","display_name":"Ant colony","level":3,"score":0.4374482035636902},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4279125928878784},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3235197365283966},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.21980035305023193}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/fit63703.2024.10838433","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fit63703.2024.10838433","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Conference on Frontiers of Information Technology (FIT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W2010418932","https://openalex.org/W2017209461","https://openalex.org/W2096305430","https://openalex.org/W2111563176","https://openalex.org/W2167920923","https://openalex.org/W2894334640","https://openalex.org/W3048271757","https://openalex.org/W3170913619","https://openalex.org/W3186940976","https://openalex.org/W4206522737","https://openalex.org/W4224222011","https://openalex.org/W4225121913","https://openalex.org/W4282016903","https://openalex.org/W6868389181"],"related_works":["https://openalex.org/W2017411971","https://openalex.org/W2172069777","https://openalex.org/W4237535716","https://openalex.org/W2956620057","https://openalex.org/W2384341213","https://openalex.org/W2393811661","https://openalex.org/W2362152818","https://openalex.org/W2110363036","https://openalex.org/W2347951034","https://openalex.org/W2388326823"],"abstract_inverted_index":{"The":[0,73,100,152],"Vehicle":[1,67],"Routing":[2,68],"Problem":[3],"with":[4,69,103],"Time":[5,70],"Windows":[6,71],"(VRPTW)":[7],"is":[8,20],"a":[9,29,43,50,81,158],"challenging":[10],"optimization":[11],"problem":[12],"in":[13],"logistics":[14],"and":[15,96,107,122,139,148,163,170],"transportation,":[16],"where":[17],"the":[18,91,136,140,161,164],"objective":[19],"to":[21,27,46,59,85,135,156],"efficiently":[22],"plan":[23],"routes":[24,112],"for":[25,66,144],"vehicles":[26],"service":[28],"set":[30],"of":[31,93,142,160],"customers":[32],"within":[33],"specified":[34],"time":[35,94,145],"windows":[36,95],"while":[37],"minimizing":[38],"costs.":[39],"This":[40],"paper":[41],"introduces":[42],"novel":[44],"approach":[45],"solving":[47],"VRPTW":[48],"using":[49],"Machine":[51,61],"Learning-Driven":[52,62],"Ant":[53,63],"Colony":[54,64],"Optimization":[55,65],"(ML-ACO)":[56],"algorithm,":[57],"referred":[58],"as":[60],"(ML-ACO-VRPTW).":[72],"proposed":[74],"algorithm":[75,101],"enhances":[76],"traditional":[77],"ACO":[78],"by":[79,110,119],"integrating":[80],"machine":[82,123,165],"learning":[83,166],"model,":[84],"predict":[86],"heuristic":[87,125,172],"values":[88],"that":[89,133],"capture":[90],"urgency":[92],"vehicle":[97,149],"capacity":[98,150],"constraints.":[99],"begins":[102],"initializing":[104],"pheromone":[105,120,131],"levels":[106],"parameters,":[108],"followed":[109],"constructing":[111],"based":[113],"on":[114],"probabilistic":[115],"path":[116],"selection":[117],"influenced":[118],"intensity":[121],"learning-predicted":[124],"values.":[126],"Key":[127],"innovations":[128],"include":[129],"dynamic":[130],"updates":[132],"adapt":[134],"algorithm's":[137],"progress":[138],"incorporation":[141],"penalties":[143],"window":[146],"violations":[147],"exceedances.":[151],"pheromones":[153],"are":[154],"used":[155],"maintain":[157],"memory":[159],"paths,":[162],"model":[167],"ensures":[168],"adaptive":[169],"accurate":[171],"predictions.":[173]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
