{"id":"https://openalex.org/W4408611321","doi":"https://doi.org/10.1109/icaiic64266.2025.10920780","title":"PPO Framework for Efficient Freight Dispatch in Dynamic Logistics Environments","display_name":"PPO Framework for Efficient Freight Dispatch in Dynamic Logistics Environments","publication_year":2025,"publication_date":"2025-02-18","ids":{"openalex":"https://openalex.org/W4408611321","doi":"https://doi.org/10.1109/icaiic64266.2025.10920780"},"language":"en","primary_location":{"id":"doi:10.1109/icaiic64266.2025.10920780","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icaiic64266.2025.10920780","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 International Conference on Artificial Intelligence in Information and Communication (ICAIIC)","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/A5030979757","display_name":"Jihyeon Kim","orcid":"https://orcid.org/0000-0003-4566-8330"},"institutions":[{"id":"https://openalex.org/I4921948","display_name":"Pusan National University","ror":"https://ror.org/01an57a31","country_code":"KR","type":"education","lineage":["https://openalex.org/I4921948"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Ji-Hyeon Kim","raw_affiliation_strings":["Pusan National University,Dept. of Electrical and Electronics Engineering,Busan,Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Pusan National University,Dept. of Electrical and Electronics Engineering,Busan,Republic of Korea","institution_ids":["https://openalex.org/I4921948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053173479","display_name":"Soon-Young Kwon","orcid":null},"institutions":[{"id":"https://openalex.org/I4921948","display_name":"Pusan National University","ror":"https://ror.org/01an57a31","country_code":"KR","type":"education","lineage":["https://openalex.org/I4921948"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Soon-Young Kwon","raw_affiliation_strings":["Pusan National University,Dept. of Electrical and Electronics Engineering,Busan,Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Pusan National University,Dept. of Electrical and Electronics Engineering,Busan,Republic of Korea","institution_ids":["https://openalex.org/I4921948"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011135498","display_name":"Hyoung-Nam Kim","orcid":"https://orcid.org/0000-0003-3841-448X"},"institutions":[{"id":"https://openalex.org/I4921948","display_name":"Pusan National University","ror":"https://ror.org/01an57a31","country_code":"KR","type":"education","lineage":["https://openalex.org/I4921948"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Hyoung-Nam Kim","raw_affiliation_strings":["School of Electrical and Electronics Engineering, Pusan National University,Busan,Republic of Korea"],"affiliations":[{"raw_affiliation_string":"School of Electrical and Electronics Engineering, Pusan National University,Busan,Republic of Korea","institution_ids":["https://openalex.org/I4921948"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5030979757"],"corresponding_institution_ids":["https://openalex.org/I4921948"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.07226419,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1113","last_page":"1116"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11814","display_name":"Advanced Manufacturing and Logistics Optimization","score":0.8956999778747559,"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/T11814","display_name":"Advanced Manufacturing and Logistics Optimization","score":0.8956999778747559,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5609740614891052},{"id":"https://openalex.org/keywords/traffic-management","display_name":"Traffic management","score":0.5351081490516663},{"id":"https://openalex.org/keywords/economic-dispatch","display_name":"Economic dispatch","score":0.41189658641815186},{"id":"https://openalex.org/keywords/transport-engineering","display_name":"Transport engineering","score":0.337063729763031},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.32659900188446045},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.14826864004135132}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5609740614891052},{"id":"https://openalex.org/C532444271","wikidata":"https://www.wikidata.org/wiki/Q2516403","display_name":"Traffic management","level":2,"score":0.5351081490516663},{"id":"https://openalex.org/C187633118","wikidata":"https://www.wikidata.org/wiki/Q1317949","display_name":"Economic dispatch","level":4,"score":0.41189658641815186},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.337063729763031},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.32659900188446045},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.14826864004135132},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C89227174","wikidata":"https://www.wikidata.org/wiki/Q2388981","display_name":"Electric power system","level":3,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icaiic64266.2025.10920780","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icaiic64266.2025.10920780","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 International Conference on Artificial Intelligence in Information and Communication (ICAIIC)","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":6,"referenced_works":["https://openalex.org/W2951360122","https://openalex.org/W3034692406","https://openalex.org/W4388228686","https://openalex.org/W4399529611","https://openalex.org/W6786009378","https://openalex.org/W6854225749"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W1591960464","https://openalex.org/W589447001","https://openalex.org/W4205616969","https://openalex.org/W602120612","https://openalex.org/W2365851909","https://openalex.org/W612144171","https://openalex.org/W575144393","https://openalex.org/W41858379"],"abstract_inverted_index":{"When":[0],"diverse":[1],"transport":[2,51],"scenarios":[3],"are":[4],"present":[5],"in":[6,90],"an":[7],"automatic":[8],"vehicle/cargo":[9],"dispatch":[10,31],"system,":[11],"effective":[12],"matching":[13],"of":[14],"vehicles":[15],"and":[16,55,70,87],"cargo":[17],"is":[18],"essential":[19],"to":[20,44,74,82],"optimize":[21],"operational":[22],"performance.":[23],"In":[24],"this":[25],"paper,":[26],"we":[27],"propose":[28],"a":[29,40],"transportation":[30],"optimization":[32,38],"framework":[33,64,79],"based":[34],"on":[35],"proximal":[36],"policy":[37],"(PPO),":[39],"reinforcement":[41],"learning":[42],"algorithm,":[43],"handle":[45],"various":[46],"environmental":[47],"factors":[48],"such":[49],"as":[50],"distance,":[52],"time":[53],"constraints,":[54],"traffic":[56],"conditions.":[57],"Simulation":[58],"results":[59],"demonstrate":[60],"that":[61],"the":[62],"proposed":[63],"achieves":[65],"higher":[66],"aggregate":[67],"performance":[68,89],"measures":[69],"faster":[71],"convergence":[72],"compared":[73],"traditional":[75],"methods.":[76],"The":[77],"PPO":[78],"reliably":[80],"generalizes":[81],"hybrid":[83],"scenarios,":[84],"ensuring":[85],"consistent":[86],"efficient":[88],"dynamic":[91],"logistics":[92],"environments.":[93]},"counts_by_year":[],"updated_date":"2025-12-23T23:11:35.936235","created_date":"2025-10-10T00:00:00"}
