{"id":"https://openalex.org/W2983197471","doi":"https://doi.org/10.1109/vtcfall.2019.8891245","title":"Learning-Aided Online Task Offloading for UAVs-Aided IoT Systems","display_name":"Learning-Aided Online Task Offloading for UAVs-Aided IoT Systems","publication_year":2019,"publication_date":"2019-09-01","ids":{"openalex":"https://openalex.org/W2983197471","doi":"https://doi.org/10.1109/vtcfall.2019.8891245","mag":"2983197471"},"language":"en","primary_location":{"id":"doi:10.1109/vtcfall.2019.8891245","is_oa":false,"landing_page_url":"https://doi.org/10.1109/vtcfall.2019.8891245","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE 90th Vehicular Technology Conference (VTC2019-Fall)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5006593963","display_name":"Junge Zhu","orcid":null},"institutions":[{"id":"https://openalex.org/I30809798","display_name":"ShanghaiTech University","ror":"https://ror.org/030bhh786","country_code":"CN","type":"education","lineage":["https://openalex.org/I30809798"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junge Zhu","raw_affiliation_strings":["School of Information Science and Technology, ShanghaiTech University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, ShanghaiTech University","institution_ids":["https://openalex.org/I30809798"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080717946","display_name":"Xi Huang","orcid":"https://orcid.org/0000-0003-3391-6675"},"institutions":[{"id":"https://openalex.org/I30809798","display_name":"ShanghaiTech University","ror":"https://ror.org/030bhh786","country_code":"CN","type":"education","lineage":["https://openalex.org/I30809798"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xi Huang","raw_affiliation_strings":["School of Information Science and Technology, ShanghaiTech University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, ShanghaiTech University","institution_ids":["https://openalex.org/I30809798"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079492289","display_name":"Yinxu Tang","orcid":"https://orcid.org/0000-0002-4254-8782"},"institutions":[{"id":"https://openalex.org/I30809798","display_name":"ShanghaiTech University","ror":"https://ror.org/030bhh786","country_code":"CN","type":"education","lineage":["https://openalex.org/I30809798"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yinxu Tang","raw_affiliation_strings":["School of Information Science and Technology, ShanghaiTech University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, ShanghaiTech University","institution_ids":["https://openalex.org/I30809798"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025859650","display_name":"Ziyu Shao","orcid":"https://orcid.org/0000-0002-8774-1391"},"institutions":[{"id":"https://openalex.org/I30809798","display_name":"ShanghaiTech University","ror":"https://ror.org/030bhh786","country_code":"CN","type":"education","lineage":["https://openalex.org/I30809798"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ziyu Shao","raw_affiliation_strings":["School of Information Science and Technology, ShanghaiTech University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, ShanghaiTech University","institution_ids":["https://openalex.org/I30809798"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I30809798"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":2,"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/T11133","display_name":"UAV Applications and Optimization","score":0.9995999932289124,"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"}},"topics":[{"id":"https://openalex.org/T11133","display_name":"UAV Applications and Optimization","score":0.9995999932289124,"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":0.9983999729156494,"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/T10249","display_name":"Distributed Control Multi-Agent Systems","score":0.9957000017166138,"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":0.7990753650665283},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.689748227596283},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.5905746817588806},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.4505968689918518},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.308929443359375},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.1353391706943512},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09003731608390808}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7990753650665283},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.689748227596283},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.5905746817588806},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.4505968689918518},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.308929443359375},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.1353391706943512},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09003731608390808}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/vtcfall.2019.8891245","is_oa":false,"landing_page_url":"https://doi.org/10.1109/vtcfall.2019.8891245","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE 90th Vehicular Technology Conference (VTC2019-Fall)","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":18,"referenced_works":["https://openalex.org/W35251828","https://openalex.org/W1850845434","https://openalex.org/W1995705041","https://openalex.org/W2581508406","https://openalex.org/W2586992378","https://openalex.org/W2741795092","https://openalex.org/W2785739686","https://openalex.org/W2786239590","https://openalex.org/W2790016504","https://openalex.org/W2799134332","https://openalex.org/W2963076009","https://openalex.org/W2963494324","https://openalex.org/W3102880088","https://openalex.org/W4241021229","https://openalex.org/W4251677590","https://openalex.org/W6601392155","https://openalex.org/W6748013664","https://openalex.org/W6750491415"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W4245926026","https://openalex.org/W4311097251","https://openalex.org/W2586548817","https://openalex.org/W2390279801","https://openalex.org/W2625093826","https://openalex.org/W2950174689","https://openalex.org/W2358668433","https://openalex.org/W4200598720","https://openalex.org/W3196817267"],"abstract_inverted_index":{"Equipped":[0],"with":[1,21,152],"specific":[2],"IoT":[3],"on-board":[4],"devices,":[5],"un-":[6],"manned":[7],"aerial":[8],"vehicles":[9],"(UAVs)":[10],"can":[11],"be":[12],"orchestrated":[13],"to":[14,34,52,72,82,85],"assist":[15],"in":[16,29,117,122,139,178],"particular":[17],"value-added":[18],"service":[19],"delivery":[20],"improved":[22],"quality-of-":[23],"service.":[24],"Typically,":[25],"services":[26],"are":[27],"delegated":[28],"the":[30,40,91,105,134,167],"unit":[31],"of":[32,54,107],"tasks":[33,48],"a":[35,65,147,160],"designated":[36],"leader":[37,41],"UAV,":[38],"while":[39,173],"UAV":[42,74,135],"splits":[43],"each":[44],"task":[45,75,136],"into":[46],"sub-":[47],"and":[49,80,94,113,126,143,187],"offloads":[50],"them":[51],"part":[53],"its":[55],"nearby":[56],"UAVs,":[57,60],"a.k.a.":[58],"helper":[59,98],"for":[61],"timely":[62],"processing.":[63],"Such":[64],"decision":[66,115],"making":[67,116,174],"pro-":[68],"cess,":[69],"often":[70,103],"referred":[71],"as":[73,90,146],"offloading,":[76],"still":[77],"remains":[78],"open":[79],"challenging":[81],"design,":[83],"due":[84],"various":[86],"uncertainties":[87],"therein,":[88],"such":[89],"resource":[92,154],"availability":[93],"instant":[95],"workloads":[96],"on":[97],"UAVs.":[99],"However,":[100],"existing":[101],"solutions":[102],"assume":[104],"knowledge":[106],"system":[108],"dynamics":[109],"is":[110],"fully":[111],"available":[112],"conduct":[114],"an":[118,140,179],"offline":[119],"manner,":[120],"resulting":[121],"excessive":[123],"control":[124],"overheads":[125],"scalability":[127],"issues.":[128],"In":[129],"this":[130],"paper,":[131],"we":[132,157],"study":[133],"offloading":[137,163,176],"problem":[138,151],"online":[141,180],"setting":[142],"formulate":[144],"it":[145],"multi-armed":[148],"bandits":[149],"(MAB)":[150],"time-varying":[153],"constraints.":[155],"Then":[156],"propose":[158],"VR-LATOS,":[159],"learning-":[161],"aided":[162],"scheme":[164],"that":[165,190],"learns":[166],"unknown":[168],"statistics":[169],"from":[170,183],"feedback":[171],"signals":[172],"effective":[175],"decisions":[177],"fashion.":[181],"Results":[182],"both":[184],"theoretical":[185],"analysis":[186],"simulations":[188],"demonstrate":[189],"VR-LATOS":[191],"outperforms":[192],"state-of-the-art":[193],"schemes.":[194]},"counts_by_year":[{"year":2024,"cited_by_count":2}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}