{"id":"https://openalex.org/W4324266579","doi":"https://doi.org/10.1145/3579654.3579736","title":"Deep reinforcement learning based delay-aware task offloading for UAV-assisted edge computing","display_name":"Deep reinforcement learning based delay-aware task offloading for UAV-assisted edge computing","publication_year":2022,"publication_date":"2022-12-23","ids":{"openalex":"https://openalex.org/W4324266579","doi":"https://doi.org/10.1145/3579654.3579736"},"language":"en","primary_location":{"id":"doi:10.1145/3579654.3579736","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3579654.3579736","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2022 5th International Conference on Algorithms, Computing and Artificial Intelligence","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/A5031030729","display_name":"Mingxuan Huang","orcid":"https://orcid.org/0000-0002-0661-8069"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Mingxuan Huang","raw_affiliation_strings":["University of Science and Technology of China, China"],"affiliations":[{"raw_affiliation_string":"University of Science and Technology of China, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045673981","display_name":"Kaixuan Sun","orcid":"https://orcid.org/0000-0001-6313-5082"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kaixuan Sun","raw_affiliation_strings":["University of Science and Technology of China, China"],"affiliations":[{"raw_affiliation_string":"University of Science and Technology of China, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102803853","display_name":"Yunpeng Hou","orcid":"https://orcid.org/0000-0001-7216-9022"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yunpeng Hou","raw_affiliation_strings":["University of Science and Technology of China, China and Institute of Artificial Intelligence, Hefei Comprehensive National Science Center, China"],"affiliations":[{"raw_affiliation_string":"University of Science and Technology of China, China and Institute of Artificial Intelligence, Hefei Comprehensive National Science Center, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101592249","display_name":"Zhicheng Ye","orcid":"https://orcid.org/0000-0002-9780-4907"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhicheng Ye","raw_affiliation_strings":["University of Science and Technology of China, China"],"affiliations":[{"raw_affiliation_string":"University of Science and Technology of China, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046671483","display_name":"Yuanlong Wan","orcid":null},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuanlong Wan","raw_affiliation_strings":["University of Science and Technology of China, China"],"affiliations":[{"raw_affiliation_string":"University of Science and Technology of China, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5047787436","display_name":"Huasen He","orcid":"https://orcid.org/0000-0001-9963-019X"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huasen He","raw_affiliation_strings":["University of Science and Technology of China, China and Institute of Artificial Intelligence, Hefei Comprehensive National Science Center, China"],"affiliations":[{"raw_affiliation_string":"University of Science and Technology of China, China and Institute of Artificial Intelligence, Hefei Comprehensive National Science Center, China","institution_ids":["https://openalex.org/I126520041"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5031030729"],"corresponding_institution_ids":["https://openalex.org/I126520041"],"apc_list":null,"apc_paid":null,"fwci":0.2839,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.60258706,"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":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9986000061035156,"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"}},"topics":[{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9986000061035156,"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"}},{"id":"https://openalex.org/T11133","display_name":"UAV Applications and Optimization","score":0.9986000061035156,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9897000193595886,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8665847778320312},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.7975776195526123},{"id":"https://openalex.org/keywords/mobile-edge-computing","display_name":"Mobile edge computing","score":0.7874318361282349},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.6985790729522705},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5887073874473572},{"id":"https://openalex.org/keywords/timeout","display_name":"Timeout","score":0.5866239070892334},{"id":"https://openalex.org/keywords/server","display_name":"Server","score":0.5305362939834595},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"Energy consumption","score":0.48172715306282043},{"id":"https://openalex.org/keywords/computation-offloading","display_name":"Computation offloading","score":0.42932260036468506},{"id":"https://openalex.org/keywords/mobile-computing","display_name":"Mobile computing","score":0.425952672958374},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.40765875577926636},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.39815688133239746},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.14906200766563416},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.07697463035583496}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8665847778320312},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7975776195526123},{"id":"https://openalex.org/C2776061582","wikidata":"https://www.wikidata.org/wiki/Q25325231","display_name":"Mobile edge computing","level":3,"score":0.7874318361282349},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.6985790729522705},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5887073874473572},{"id":"https://openalex.org/C31691690","wikidata":"https://www.wikidata.org/wiki/Q1753979","display_name":"Timeout","level":2,"score":0.5866239070892334},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.5305362939834595},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.48172715306282043},{"id":"https://openalex.org/C2781041963","wikidata":"https://www.wikidata.org/wiki/Q18348618","display_name":"Computation offloading","level":4,"score":0.42932260036468506},{"id":"https://openalex.org/C144543869","wikidata":"https://www.wikidata.org/wiki/Q2738570","display_name":"Mobile computing","level":2,"score":0.425952672958374},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.40765875577926636},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.39815688133239746},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.14906200766563416},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.07697463035583496},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3579654.3579736","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3579654.3579736","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2022 5th International Conference on Algorithms, Computing and Artificial Intelligence","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy","score":0.8799999952316284}],"awards":[],"funders":[{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W2081187248","https://openalex.org/W2206930994","https://openalex.org/W2268751503","https://openalex.org/W2972503844","https://openalex.org/W3092628553","https://openalex.org/W3095411654","https://openalex.org/W3101855696","https://openalex.org/W3106445841","https://openalex.org/W3115955403","https://openalex.org/W3200600175","https://openalex.org/W4205727993","https://openalex.org/W4206272873","https://openalex.org/W4206843530","https://openalex.org/W4213024557","https://openalex.org/W4220674695","https://openalex.org/W4285144816"],"related_works":["https://openalex.org/W4200420173","https://openalex.org/W3120617837","https://openalex.org/W3127808443","https://openalex.org/W2916011811","https://openalex.org/W3034137700","https://openalex.org/W2123995801","https://openalex.org/W4362496467","https://openalex.org/W2896883851","https://openalex.org/W2917127270","https://openalex.org/W3185499500"],"abstract_inverted_index":{"Multi-access":[0],"edge":[1,30,49,94,121],"computing":[2,18,31,35,50,95,115,140,149,217],"has":[3,38,61],"been":[4],"widely":[5],"used":[6],"in":[7,66,78,198],"various":[8],"Internet":[9],"of":[10,15,29,46,74,127,153,166,177,220],"Things":[11],"(IoT)":[12],"devices":[13],"because":[14],"its":[16,63],"excellent":[17],"and":[19,32,69,102,130,137,150,169,223],"fast":[20],"interaction":[21],"abilities.":[22],"How":[23],"to":[24,42,48,90,111,120,132,142,201],"improve":[25,43,202],"the":[26,34,40,44,53,72,99,113,125,133,144,162,170,175,199,203,216],"service":[27,47,100],"extensibility":[28],"optimize":[33],"offload":[36,112],"strategy":[37,56,106,184],"become":[39],"key":[41],"quality":[45],"users.":[51],"However,":[52],"traditional":[54],"offloading":[55,105,139,183],"based":[57,107,185],"on":[58,108,186],"mathematical":[59],"programming":[60],"exposed":[62],"inherent":[64],"limitations":[65],"dynamic":[67],"scenarios,":[68],"cannot":[70],"meet":[71],"requirements":[73,116],"multiple-mobile":[75],"terminals":[76,119,129,155,222],"distributed":[77],"a":[79,92,180,195,228],"large":[80],"area.":[81],"Therefore,":[82],"this":[83],"paper":[84],"use":[85],"Unmanned":[86],"Aerial":[87],"Vehicles":[88],"(UAVs)":[89],"establish":[91],"multi-UAV-assisted":[93],"framework":[96],"for":[97],"extending":[98],"range,":[101],"proposes":[103],"an":[104],"reinforcement":[109,188],"learning":[110,189],"growing":[114],"from":[117],"mobile":[118,128,154,221],"servers.":[122],"By":[123],"mapping":[124],"states":[126],"UAVs":[131,200],"corresponding":[134],"action":[135],"space,":[136],"then":[138],"tasks":[141,152],"UAVs,":[143],"energy":[145,218],"consumption":[146,219],"caused":[147],"by":[148,174],"processing":[151,204],"can":[156,213],"be":[157],"effectively":[158,214],"reduced.":[159],"Jointly":[160],"considering":[161],"potential":[163],"dimensional":[164],"disaster":[165],"state":[167],"space":[168],"convergence":[171,230],"failure":[172],"imposed":[173],"increase":[176],"device":[178],"numbers,":[179],"novel":[181],"computation":[182],"deep":[187],"is":[190],"proposed.":[191],"Moreover,":[192],"we":[193],"design":[194],"load-balancing":[196],"mechanism":[197],"capacity.":[205],"Experimental":[206],"results":[207],"prove":[208],"that":[209],"our":[210],"proposed":[211],"algorithm":[212],"reduce":[215],"avoid":[224],"task":[225],"timeout":[226],"with":[227],"short":[229],"time.":[231]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
