{"id":"https://openalex.org/W4403673958","doi":"https://doi.org/10.15439/2024f8855","title":"Efficient Maritime Healthcare Resource Allocation Using Reinforcement Learning","display_name":"Efficient Maritime Healthcare Resource Allocation Using Reinforcement Learning","publication_year":2024,"publication_date":"2024-10-23","ids":{"openalex":"https://openalex.org/W4403673958","doi":"https://doi.org/10.15439/2024f8855"},"language":"en","primary_location":{"id":"doi:10.15439/2024f8855","is_oa":true,"landing_page_url":"https://doi.org/10.15439/2024f8855","pdf_url":"https://annals-csis.org/Volume_39/drp/pdf/8855.pdf","source":{"id":"https://openalex.org/S4220651875","display_name":"Annals of Computer Science and Information Systems","issn_l":"2300-5963","issn":["2300-5963"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4310317484","host_organization_name":"Polskie Towarzystwo Informatyczne","host_organization_lineage":["https://openalex.org/P4310317484"],"host_organization_lineage_names":["Polskie Towarzystwo Informatyczne"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annals of Computer Science and Information Systems","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://annals-csis.org/Volume_39/drp/pdf/8855.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Tehreem Hasan","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tehreem Hasan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072546345","display_name":"Farwa Batool","orcid":"https://orcid.org/0000-0003-2822-5423"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Farwa Batool","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018528526","display_name":"Mario Di Fiorino","orcid":"https://orcid.org/0009-0007-9393-7095"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mario Fiorino","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114371392","display_name":"Giancarlo Tretola","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Giancarlo Tretola","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5104133667","display_name":"Musarat Abbas","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Musarat Abbas","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":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"39","issue":null,"first_page":"615","last_page":"620"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11622","display_name":"Maritime Navigation and Safety","score":0.9452000260353088,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean 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/T11622","display_name":"Maritime Navigation and Safety","score":0.9452000260353088,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean 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":0.7329229116439819},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6357667446136475},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.6345366835594177},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.5725381374359131},{"id":"https://openalex.org/keywords/resource-management","display_name":"Resource management (computing)","score":0.4991030693054199},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.44411787390708923},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.3856751620769501},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2962920367717743},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.21904078125953674},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.1870240569114685},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.17294403910636902},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.08875370025634766}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7329229116439819},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6357667446136475},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.6345366835594177},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.5725381374359131},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.4991030693054199},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.44411787390708923},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.3856751620769501},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2962920367717743},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.21904078125953674},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.1870240569114685},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.17294403910636902},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.08875370025634766},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.15439/2024f8855","is_oa":true,"landing_page_url":"https://doi.org/10.15439/2024f8855","pdf_url":"https://annals-csis.org/Volume_39/drp/pdf/8855.pdf","source":{"id":"https://openalex.org/S4220651875","display_name":"Annals of Computer Science and Information Systems","issn_l":"2300-5963","issn":["2300-5963"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4310317484","host_organization_name":"Polskie Towarzystwo Informatyczne","host_organization_lineage":["https://openalex.org/P4310317484"],"host_organization_lineage_names":["Polskie Towarzystwo Informatyczne"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annals of Computer Science and Information Systems","raw_type":"proceedings-article"},{"id":"pmh:oai:doaj.org/article:761094c3f48c4963ba3ed9bac3c4fa23","is_oa":false,"landing_page_url":"https://doaj.org/article/761094c3f48c4963ba3ed9bac3c4fa23","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Annals of computer science and information systems, Vol 39, Pp 615-620 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.15439/2024f8855","is_oa":true,"landing_page_url":"https://doi.org/10.15439/2024f8855","pdf_url":"https://annals-csis.org/Volume_39/drp/pdf/8855.pdf","source":{"id":"https://openalex.org/S4220651875","display_name":"Annals of Computer Science and Information Systems","issn_l":"2300-5963","issn":["2300-5963"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4310317484","host_organization_name":"Polskie Towarzystwo Informatyczne","host_organization_lineage":["https://openalex.org/P4310317484"],"host_organization_lineage_names":["Polskie Towarzystwo Informatyczne"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annals of Computer Science and Information Systems","raw_type":"proceedings-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/8","score":0.4300000071525574,"display_name":"Decent work and economic growth"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4403673958.pdf","grobid_xml":"https://content.openalex.org/works/W4403673958.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2923452570","https://openalex.org/W206598027","https://openalex.org/W2978610750","https://openalex.org/W2022931285","https://openalex.org/W1589966275","https://openalex.org/W2086872282","https://openalex.org/W2137789903","https://openalex.org/W2138781885","https://openalex.org/W4315630413","https://openalex.org/W2153007255"],"abstract_inverted_index":{"The":[0],"allocation":[1,55],"of":[2,32,116,123],"healthcare":[3,27,82,127],"resources":[4],"on":[5,22,62,129],"ships":[6],"is":[7],"crucial":[8],"for":[9],"safety":[10,144],"and":[11,53,73,88,106,139,145],"well-being":[12],"due":[13],"to":[14,17,37,49,68,70,102,141],"limited":[15],"access":[16],"external":[18],"aid.Proficient":[19],"medical":[20,117],"staff":[21],"board":[23],"provide":[24],"a":[25,30,42,80,93],"mobile":[26],"facility,":[28],"offering":[29],"range":[31],"services":[33],"from":[34],"first":[35],"aid":[36],"complex":[38],"procedures.This":[39],"paper":[40],"presents":[41],"system":[43],"model":[44],"utilizing":[45],"Reinforcement":[46],"Learning":[47],"(RL)":[48],"optimize":[50],"doctor-patient":[51],"assignments":[52],"resource":[54,104],"in":[56,125,135],"maritime":[57,143],"settings.The":[58],"RL":[59,124],"approach":[60],"focuses":[61],"dynamic,":[63,136],"sequential":[64],"decision-making,":[65],"employing":[66],"Q-learning":[67],"adapt":[69],"changing":[71],"conditions":[72,87],"maximize":[74],"cumulative":[75],"rewards.Our":[76],"experimental":[77],"setup":[78],"involves":[79],"simulated":[81],"environment":[83],"with":[84],"variable":[85],"patient":[86,107],"doctor":[89],"availability,":[90],"operating":[91],"within":[92],"24-hour":[94],"cycle.The":[95],"Qlearning":[96],"algorithm":[97],"iteratively":[98],"learns":[99],"optimal":[100],"strategies":[101],"enhance":[103],"utilization":[105],"outcomes,":[108],"prioritizing":[109],"emergency":[110],"cases":[111],"while":[112],"balancing":[113],"the":[114,121,132],"availability":[115],"staff.The":[118],"results":[119],"highlight":[120],"potential":[122],"improving":[126],"delivery":[128],"ships,":[130],"demonstrating":[131],"system's":[133],"effectiveness":[134],"time-constrained":[137],"scenarios":[138],"contributing":[140],"overall":[142],"operational":[146],"resilience.":[147]},"counts_by_year":[],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}