{"id":"https://openalex.org/W4407802510","doi":"https://doi.org/10.1109/jiot.2025.3544624","title":"MOALF-UAV-MEC: Adaptive Multiobjective Optimization for UAV-Assisted Mobile Edge Computing in Dynamic IoT Environments","display_name":"MOALF-UAV-MEC: Adaptive Multiobjective Optimization for UAV-Assisted Mobile Edge Computing in Dynamic IoT Environments","publication_year":2025,"publication_date":"2025-02-21","ids":{"openalex":"https://openalex.org/W4407802510","doi":"https://doi.org/10.1109/jiot.2025.3544624"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2025.3544624","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2025.3544624","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Internet of Things Journal","raw_type":"journal-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/A5074844760","display_name":"Ali A. AL-Bakhrani","orcid":"https://orcid.org/0000-0003-1360-8640"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Ali A. Al-Bakhrani","raw_affiliation_strings":["School of Software, Dalian University of Technology, Dalian, China"],"raw_orcid":"https://orcid.org/0000-0003-1360-8640","affiliations":[{"raw_affiliation_string":"School of Software, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101931446","display_name":"Mingchu Li","orcid":"https://orcid.org/0000-0001-7969-6415"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]},{"id":"https://openalex.org/I53592917","display_name":"Jiangxi Normal University","ror":"https://ror.org/05nkgk822","country_code":"CN","type":"education","lineage":["https://openalex.org/I53592917"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingchu Li","raw_affiliation_strings":["School of Computer and Information Engineering, Jiangxi Normal University, Nanchang, Jiangxi, China","Jiangxi, China, and School of Software Technology, Dalian University of Technology, School of Computer and Information Engineering, Jiangxi Normal University, Nanchang, Dalian, China"],"raw_orcid":"https://orcid.org/0000-0001-7969-6415","affiliations":[{"raw_affiliation_string":"School of Computer and Information Engineering, Jiangxi Normal University, Nanchang, Jiangxi, China","institution_ids":["https://openalex.org/I53592917"]},{"raw_affiliation_string":"Jiangxi, China, and School of Software Technology, Dalian University of Technology, School of Computer and Information Engineering, Jiangxi Normal University, Nanchang, Dalian, China","institution_ids":["https://openalex.org/I27357992","https://openalex.org/I53592917"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051195514","display_name":"Mohammad S. Obaidat","orcid":"https://orcid.org/0000-0002-1569-9657"},"institutions":[{"id":"https://openalex.org/I114972647","display_name":"University of Jordan","ror":"https://ror.org/05k89ew48","country_code":"JO","type":"education","lineage":["https://openalex.org/I114972647"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Mohammad S. Obaidat","raw_affiliation_strings":["The King Abdullah II School of Information Technology, The University of Jordan, Amman, Jordan","King Abdullah II School of Information Technology, University of Jordan, Amman, Jordan"],"raw_orcid":"https://orcid.org/0000-0002-1569-9657","affiliations":[{"raw_affiliation_string":"The King Abdullah II School of Information Technology, The University of Jordan, Amman, Jordan","institution_ids":["https://openalex.org/I114972647"]},{"raw_affiliation_string":"King Abdullah II School of Information Technology, University of Jordan, Amman, Jordan","institution_ids":["https://openalex.org/I114972647"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5066565703","display_name":"Gehad Abdullah Amran","orcid":"https://orcid.org/0000-0002-4304-4199"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Gehad Abdullah Amran","raw_affiliation_strings":["Department of Management Science and Engineering, Dalian University of Technology, Dalian, China"],"raw_orcid":"https://orcid.org/0000-0002-4304-4199","affiliations":[{"raw_affiliation_string":"Department of Management Science and Engineering, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5074844760"],"corresponding_institution_ids":["https://openalex.org/I27357992"],"apc_list":null,"apc_paid":null,"fwci":21.0758,"has_fulltext":false,"cited_by_count":20,"citation_normalized_percentile":{"value":0.99522396,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"12","issue":"12","first_page":"20736","last_page":"20756"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10586","display_name":"Robotic Path Planning Algorithms","score":0.9787999987602234,"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"}},"topics":[{"id":"https://openalex.org/T10586","display_name":"Robotic Path Planning Algorithms","score":0.9787999987602234,"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"}},{"id":"https://openalex.org/T11133","display_name":"UAV Applications and Optimization","score":0.967199981212616,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace 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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.965399980545044,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/computer-science","display_name":"Computer science","score":0.8307410478591919},{"id":"https://openalex.org/keywords/mobile-edge-computing","display_name":"Mobile edge computing","score":0.7603861093521118},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.6453032493591309},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5029403567314148},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.4262765944004059},{"id":"https://openalex.org/keywords/adaptive-optimization","display_name":"Adaptive optimization","score":0.41640031337738037},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3834478259086609},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.3373924493789673},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.2313324213027954},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.13729405403137207},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.07976511120796204}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8307410478591919},{"id":"https://openalex.org/C2776061582","wikidata":"https://www.wikidata.org/wiki/Q25325231","display_name":"Mobile edge computing","level":3,"score":0.7603861093521118},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.6453032493591309},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5029403567314148},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.4262765944004059},{"id":"https://openalex.org/C149672232","wikidata":"https://www.wikidata.org/wiki/Q337048","display_name":"Adaptive optimization","level":2,"score":0.41640031337738037},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3834478259086609},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3373924493789673},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.2313324213027954},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.13729405403137207},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.07976511120796204}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2025.3544624","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2025.3544624","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Internet of Things Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy","score":0.7400000095367432}],"awards":[{"id":"https://openalex.org/G2336620882","display_name":null,"funder_award_id":"T2350710232","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W2594560857","https://openalex.org/W2803750062","https://openalex.org/W2899183567","https://openalex.org/W2962691117","https://openalex.org/W2981262799","https://openalex.org/W2995862989","https://openalex.org/W2998472647","https://openalex.org/W2998868602","https://openalex.org/W3131765381","https://openalex.org/W3140453182","https://openalex.org/W4214866088","https://openalex.org/W4226249635","https://openalex.org/W4285891432","https://openalex.org/W4312264399","https://openalex.org/W4377971363","https://openalex.org/W4384080292","https://openalex.org/W4385453605","https://openalex.org/W4388078668","https://openalex.org/W4388286387","https://openalex.org/W4393285787","https://openalex.org/W4400188381"],"related_works":["https://openalex.org/W4361251304","https://openalex.org/W4324372666","https://openalex.org/W4225706866","https://openalex.org/W3024547383","https://openalex.org/W4210813012","https://openalex.org/W2914646191","https://openalex.org/W3174690704","https://openalex.org/W4221092438","https://openalex.org/W4406207611","https://openalex.org/W3023564924"],"abstract_inverted_index":{"The":[0,46,161],"proliferation":[1],"of":[2,4,96,139,148,159,191],"Internet":[3],"Things":[5],"(IoT)":[6],"devices":[7],"and":[8,19,62,72,94,129,154,175,200],"computation-intensive":[9],"applications":[10],"has":[11],"led":[12],"to":[13,65,188],"unprecedented":[14],"demands":[15],"on":[16],"network":[17],"resources":[18,206],"computing":[20,36,83,193],"capabilities.":[21],"This":[22,185],"article":[23],"presents":[24],"multiobjective":[25,49,86],"adaptive":[26,57,88,165,201],"learning":[27,51],"framework":[28,47,162],"for":[29,42,107,203],"uncrewed":[30],"aerial":[31],"vehicle":[32],"(UAV)-assisted":[33],"mobile":[34,81],"edge":[35,82,192],"(MOALF-UAV-MEC),":[37],"a":[38,102,135,155,168,176,198],"novel":[39],"MOALF-UAV-MEC":[40,75],"tailored":[41],"dynamic":[43,69],"IoT":[44,195],"environments.":[45],"integrates":[48],"reinforcement":[50],"(MORL),":[52],"model":[53],"predictive":[54],"control":[55],"(MPC),":[56],"particle":[58],"swarm":[59],"optimization":[60,174],"(APSO),":[61],"Lyapunov":[63],"Optimization":[64],"optimize":[66],"UAV":[67,153,172],"trajectories,":[68],"resource":[70,89],"allocation,":[71,90],"system":[73,131],"stability.":[74],"addresses":[76],"critical":[77],"challenges":[78],"in":[79,113,122,171,179,194,207,216],"UAV-assisted":[80],"(MEC),":[84],"including":[85],"optimization,":[87],"energy":[91,127],"efficiency,":[92,128],"scalability,":[93],"quality":[95],"service":[97],"guarantees.":[98],"Our":[99],"approach":[100],"employs":[101],"unique":[103],"burst":[104],"mode":[105],"feature":[106],"UAVs,":[108],"enabling":[109],"temporary":[110,213],"performance":[111],"boosts":[112],"high-demand":[114],"situations.":[115,218],"Extensive":[116],"simulations":[117],"demonstrate":[118],"the":[119,189],"framework\u2019s":[120],"efficiency":[121,158],"enhancing":[123],"task":[124,136,180],"completion":[125,137,181],"rates,":[126],"long-term":[130],"sustainability.":[132],"Results":[133],"show":[134],"rate":[138],"94.50%,":[140],"significantly":[141],"outperforming":[142],"existing":[143],"approaches,":[144],"with":[145,209],"an":[146],"average":[147],"1890":[149],"completed":[150],"tasks":[151],"per":[152],"load":[156],"balancing":[157],"96%.":[160],"exhibits":[163],"robust":[164],"behavior,":[166],"achieving":[167],"38%":[169],"reduction":[170],"route":[173],"55%":[177],"increase":[178],"during":[182,212],"high-load":[183],"periods.":[184],"research":[186],"contributes":[187],"advancement":[190],"environments,":[196],"offering":[197],"scalable":[199],"solution":[202],"deploying":[204],"computational":[205],"areas":[208],"limited":[210],"infrastructure,":[211],"events,":[214],"or":[215],"emergency":[217]},"counts_by_year":[{"year":2026,"cited_by_count":10},{"year":2025,"cited_by_count":10}],"updated_date":"2026-05-12T08:28:47.272897","created_date":"2025-10-10T00:00:00"}
