{"id":"https://openalex.org/W7138059159","doi":"https://doi.org/10.48550/arxiv.2603.13279","title":"Demand Acceptance using Reinforcement Learning for Dynamic Vehicle Routing Problem with Emission Quota","display_name":"Demand Acceptance using Reinforcement Learning for Dynamic Vehicle Routing Problem with Emission Quota","publication_year":2026,"publication_date":"2026-02-27","ids":{"openalex":"https://openalex.org/W7138059159","doi":"https://doi.org/10.48550/arxiv.2603.13279"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2603.13279","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.13279","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2603.13279","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5121754342","display_name":"Farid Najar","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Najar, Farid","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019901146","display_name":"Dominique Barth","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Barth, Dominique","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5045982383","display_name":"Yann Strozecki","orcid":"https://orcid.org/0000-0002-0891-3766"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Strozecki, Yann","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"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":0.9652000069618225,"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":0.9652000069618225,"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/T10768","display_name":"Electric Vehicles and Infrastructure","score":0.0052999998442828655,"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"}},{"id":"https://openalex.org/T10524","display_name":"Traffic control and management","score":0.004800000227987766,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.7767000198364258},{"id":"https://openalex.org/keywords/routing","display_name":"Routing (electronic design automation)","score":0.6452999711036682},{"id":"https://openalex.org/keywords/relevance","display_name":"Relevance (law)","score":0.5497000217437744},{"id":"https://openalex.org/keywords/vehicle-routing-problem","display_name":"Vehicle routing problem","score":0.4596000015735626},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.4465000033378601},{"id":"https://openalex.org/keywords/time-horizon","display_name":"Time horizon","score":0.40529999136924744}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7767000198364258},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6571999788284302},{"id":"https://openalex.org/C74172769","wikidata":"https://www.wikidata.org/wiki/Q1446839","display_name":"Routing (electronic design automation)","level":2,"score":0.6452999711036682},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.5554999709129333},{"id":"https://openalex.org/C158154518","wikidata":"https://www.wikidata.org/wiki/Q7310970","display_name":"Relevance (law)","level":2,"score":0.5497000217437744},{"id":"https://openalex.org/C123784306","wikidata":"https://www.wikidata.org/wiki/Q944041","display_name":"Vehicle routing problem","level":3,"score":0.4596000015735626},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.4465000033378601},{"id":"https://openalex.org/C28761237","wikidata":"https://www.wikidata.org/wiki/Q7805321","display_name":"Time horizon","level":2,"score":0.40529999136924744},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.3752000033855438},{"id":"https://openalex.org/C37404715","wikidata":"https://www.wikidata.org/wiki/Q380679","display_name":"Dynamic programming","level":2,"score":0.33009999990463257},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.3294999897480011},{"id":"https://openalex.org/C137631369","wikidata":"https://www.wikidata.org/wiki/Q7617831","display_name":"Stochastic programming","level":2,"score":0.2994999885559082},{"id":"https://openalex.org/C188116033","wikidata":"https://www.wikidata.org/wiki/Q2664563","display_name":"Q-learning","level":3,"score":0.28209999203681946},{"id":"https://openalex.org/C194387892","wikidata":"https://www.wikidata.org/wiki/Q1747770","display_name":"Stochastic optimization","level":2,"score":0.26330000162124634}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2603.13279","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.13279","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2603.13279","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.13279","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"This":[0],"paper":[1],"introduces":[2],"and":[3,7,25,47],"formalizes":[4],"the":[5,83,95,98],"Dynamic":[6],"Stochastic":[8],"Vehicle":[9],"Routing":[10],"Problem":[11],"with":[12,27,63],"Emission":[13],"Quota":[14],"(DS-QVRP-RR),":[15],"a":[16,28,36,69],"novel":[17],"routing":[18,26],"problems":[19],"that":[20,59,73],"integrates":[21],"dynamic":[22],"demand":[23],"acceptance":[24],"global":[29],"emission":[30],"constraint.":[31],"A":[32],"key":[33],"contribution":[34],"is":[35,100],"two-layer":[37],"optimization":[38,65],"framework":[39],"designed":[40],"to":[41],"facilitate":[42],"anticipatory":[43],"rejections":[44],"of":[45,49,85,91,97],"demands":[46],"generation":[48],"new":[50],"routes.":[51],"To":[52],"solve":[53],"this,":[54],"we":[55],"develop":[56],"hybrid":[57],"algorithms":[58],"combine":[60],"reinforcement":[61],"learning":[62],"combinatorial":[64],"techniques.":[66],"We":[67],"present":[68],"comprehensive":[70],"computational":[71],"study":[72],"compares":[74],"our":[75,86],"approach":[76,87],"against":[77],"traditional":[78],"methods.":[79],"Our":[80],"findings":[81],"demonstrate":[82],"relevance":[84],"for":[88],"different":[89],"types":[90],"inputs,":[92],"even":[93],"when":[94],"horizon":[96],"problem":[99],"uncertain.":[101]},"counts_by_year":[],"updated_date":"2026-07-01T06:00:48.157686","created_date":"2026-03-18T00:00:00"}