{"id":"https://openalex.org/W4400727155","doi":"https://doi.org/10.1109/iwcmc61514.2024.10592386","title":"Routing Edge-Cloud Requests via Multi-Objective Reinforcement Learning","display_name":"Routing Edge-Cloud Requests via Multi-Objective Reinforcement Learning","publication_year":2024,"publication_date":"2024-05-27","ids":{"openalex":"https://openalex.org/W4400727155","doi":"https://doi.org/10.1109/iwcmc61514.2024.10592386"},"language":"en","primary_location":{"id":"doi:10.1109/iwcmc61514.2024.10592386","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/iwcmc61514.2024.10592386","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Wireless Communications and Mobile Computing (IWCMC)","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/A5006766553","display_name":"Simon Pichot","orcid":null},"institutions":[{"id":"https://openalex.org/I2801356230","display_name":"Thales (Australia)","ror":"https://ror.org/00f7vya03","country_code":"AU","type":"company","lineage":["https://openalex.org/I2801356230","https://openalex.org/I4210140930"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Simon Pichot","raw_affiliation_strings":["Thales SIX GTS,FRANCE"],"affiliations":[{"raw_affiliation_string":"Thales SIX GTS,FRANCE","institution_ids":["https://openalex.org/I2801356230"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5105838501","display_name":"Vania Conan","orcid":null},"institutions":[{"id":"https://openalex.org/I2801356230","display_name":"Thales (Australia)","ror":"https://ror.org/00f7vya03","country_code":"AU","type":"company","lineage":["https://openalex.org/I2801356230","https://openalex.org/I4210140930"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Vania Conan","raw_affiliation_strings":["Thales SIX GTS,FRANCE"],"affiliations":[{"raw_affiliation_string":"Thales SIX GTS,FRANCE","institution_ids":["https://openalex.org/I2801356230"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061273994","display_name":"Hicham Khalif\u00e9","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hicham Khalif\u00e9","raw_affiliation_strings":["ERICSSON"],"affiliations":[{"raw_affiliation_string":"ERICSSON","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000288884","display_name":"Andr\u00e9\u2010Luc Beylot","orcid":"https://orcid.org/0000-0002-9049-4723"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210160189","display_name":"Institut Polytechnique de Bordeaux","ror":"https://ror.org/054qv7y42","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210160189"]},{"id":"https://openalex.org/I3131550300","display_name":"Universit\u00e9 Toulouse-I-Capitole","ror":"https://ror.org/0443n9e75","country_code":"FR","type":"education","lineage":["https://openalex.org/I3131550300"]},{"id":"https://openalex.org/I4210119061","display_name":"Institut de Recherche en Informatique de Toulouse","ror":"https://ror.org/01rx4qw44","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I205747304","https://openalex.org/I205747304","https://openalex.org/I4210119061","https://openalex.org/I4387153255","https://openalex.org/I4405258862","https://openalex.org/I4405258862"]},{"id":"https://openalex.org/I4210152422","display_name":"Universit\u00e9 Toulouse - Jean Jaur\u00e8s","ror":"https://ror.org/04ezk3x31","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210152422","https://openalex.org/I4405258862"]},{"id":"https://openalex.org/I134560555","display_name":"Universit\u00e9 Toulouse III - Paul Sabatier","ror":"https://ror.org/02v6kpv12","country_code":"FR","type":"education","lineage":["https://openalex.org/I134560555","https://openalex.org/I4405258862"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Andr\u00e9-Luc Beylot","raw_affiliation_strings":["Université de Toulouse, CNRS, Toulouse INP, UT3, Toulouse,IRIT,France"],"affiliations":[{"raw_affiliation_string":"Université de Toulouse, CNRS, Toulouse INP, UT3, Toulouse,IRIT,France","institution_ids":["https://openalex.org/I4210152422","https://openalex.org/I1294671590","https://openalex.org/I134560555","https://openalex.org/I4210119061","https://openalex.org/I3131550300","https://openalex.org/I4210160189"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072845535","display_name":"Gentian Jakllari","orcid":"https://orcid.org/0000-0002-5109-126X"},"institutions":[{"id":"https://openalex.org/I134560555","display_name":"Universit\u00e9 Toulouse III - Paul Sabatier","ror":"https://ror.org/02v6kpv12","country_code":"FR","type":"education","lineage":["https://openalex.org/I134560555","https://openalex.org/I4405258862"]},{"id":"https://openalex.org/I3131550300","display_name":"Universit\u00e9 Toulouse-I-Capitole","ror":"https://ror.org/0443n9e75","country_code":"FR","type":"education","lineage":["https://openalex.org/I3131550300"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210160189","display_name":"Institut Polytechnique de Bordeaux","ror":"https://ror.org/054qv7y42","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210160189"]},{"id":"https://openalex.org/I4210152422","display_name":"Universit\u00e9 Toulouse - Jean Jaur\u00e8s","ror":"https://ror.org/04ezk3x31","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210152422","https://openalex.org/I4405258862"]},{"id":"https://openalex.org/I4210119061","display_name":"Institut de Recherche en Informatique de Toulouse","ror":"https://ror.org/01rx4qw44","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I205747304","https://openalex.org/I205747304","https://openalex.org/I4210119061","https://openalex.org/I4387153255","https://openalex.org/I4405258862","https://openalex.org/I4405258862"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Gentian Jakllari","raw_affiliation_strings":["Université de Toulouse, CNRS, Toulouse INP, UT3, Toulouse,IRIT,France"],"affiliations":[{"raw_affiliation_string":"Université de Toulouse, CNRS, Toulouse INP, UT3, Toulouse,IRIT,France","institution_ids":["https://openalex.org/I4210152422","https://openalex.org/I1294671590","https://openalex.org/I134560555","https://openalex.org/I4210119061","https://openalex.org/I3131550300","https://openalex.org/I4210160189"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5006766553"],"corresponding_institution_ids":["https://openalex.org/I2801356230"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.10938937,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"861","last_page":"866"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9983000159263611,"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":0.9983000159263611,"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/T10101","display_name":"Cloud Computing and Resource Management","score":0.9943000078201294,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10270","display_name":"Blockchain Technology Applications and Security","score":0.9914000034332275,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/reinforcement-learning","display_name":"Reinforcement learning","score":0.8482385873794556},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8057684898376465},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.7756044864654541},{"id":"https://openalex.org/keywords/routing","display_name":"Routing (electronic design automation)","score":0.6194827556610107},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.616436243057251},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.46314287185668945},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.42900344729423523},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3165755867958069},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.10521507263183594}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.8482385873794556},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8057684898376465},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.7756044864654541},{"id":"https://openalex.org/C74172769","wikidata":"https://www.wikidata.org/wiki/Q1446839","display_name":"Routing (electronic design automation)","level":2,"score":0.6194827556610107},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.616436243057251},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.46314287185668945},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.42900344729423523},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3165755867958069},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.10521507263183594}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/iwcmc61514.2024.10592386","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/iwcmc61514.2024.10592386","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Wireless Communications and Mobile Computing (IWCMC)","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-04947368v1","is_oa":false,"landing_page_url":"https://hal.science/hal-04947368","pdf_url":null,"source":{"id":"https://openalex.org/S4406922461","display_name":"SPIRE - Sciences Po Institutional REpository","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":"2024 International Wireless Communications and Mobile Computing (IWCMC), May 2024, Ayia Napa, France. pp.861-866, ⟨10.1109/IWCMC61514.2024.10592386⟩","raw_type":"Conference papers"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W2114623221","https://openalex.org/W2792220137","https://openalex.org/W2808381205","https://openalex.org/W2894873043","https://openalex.org/W2913871603","https://openalex.org/W2922165330","https://openalex.org/W2963618158","https://openalex.org/W3024155406","https://openalex.org/W3047040155","https://openalex.org/W3047159536","https://openalex.org/W3091704528","https://openalex.org/W3105649577"],"related_works":["https://openalex.org/W4244478748","https://openalex.org/W3150465815","https://openalex.org/W4223488648","https://openalex.org/W2134969820","https://openalex.org/W2251605416","https://openalex.org/W1997222214","https://openalex.org/W2560439919","https://openalex.org/W4389340727","https://openalex.org/W2802581102","https://openalex.org/W4205786897"],"abstract_inverted_index":{"Edge":[0],"cloud":[1],"technologies":[2],"enable":[3],"faster":[4],"and":[5,49,145,186],"more":[6,29,109],"energy-efficient":[7],"processing":[8,148],"of":[9,60,91,157],"user":[10,36],"requests":[11,37,144],"on":[12,190],"servers":[13],"located":[14],"at":[15,86],"the":[16,23,47,53,87,113,151,155,163,173,184,215],"network\u2019s":[17],"edge.":[18],"However,":[19],"when":[20],"compared":[21],"to":[22,40,44,46,52,56,69,177],"cloud,":[24],"edge":[25,48,103,164],"resources":[26,72,85,104],"are":[27],"significantly":[28],"limited,":[30],"prompting":[31],"a":[32,58,79,121,127,138,169,200,210],"critical":[33],"question:":[34],"as":[35,207,209],"arrive,":[38],"how":[39],"determine":[41],"which":[42,50,213],"ones":[43,51],"allocate":[45],"cloud.":[54],"Additionally,":[55,166],"ensure":[57],"quality":[59],"service":[61],"that":[62,195],"considers":[63],"task":[64],"priorities,":[65],"it":[66,160],"is":[67,94],"essential":[68],"reserve":[70],"available":[71],"for":[73,171],"potential":[74],"high-priority":[75,92,143,158],"requests.":[76],"This":[77,131],"introduces":[78],"fundamental":[80],"trade-off:":[81],"reserving":[82],"excessive":[83],"computing":[84],"edge,":[88],"in":[89],"anticipation":[90],"requests,":[93],"incompatible":[95],"with":[96],"reducing":[97],"energy":[98],"consumption.":[99],"Conversely,":[100],"allocating":[101],"all":[102],"may":[105],"push":[106],"higher-priority,":[107],"potentially":[108],"delay-sensitive":[110],"tasks":[111],"into":[112],"cloud.To":[114],"tackle":[115],"this":[116,196],"intricate":[117],"problem,":[118],"we":[119,167],"present":[120],"multi-objective":[122,152],"reinforcement":[123],"learning":[124],"approach":[125,132],"utilizing":[126],"modified":[128],"Q-learning":[129,217],"process.":[130],"facilitates":[133],"intelligent":[134],"resource":[135],"allocation,":[136],"striking":[137],"careful":[139],"balance":[140],"between":[141],"fulfilling":[142],"minimizing":[146],"unused":[147],"capacity.":[149],"While":[150],"agent":[153],"ensures":[154],"satisfaction":[156],"services,":[159],"optimally":[161],"utilizes":[162],"resources.":[165],"introduce":[168],"framework":[170],"adapting":[172],"two":[174],"cost":[175],"components":[176],"specific":[178],"requirements,":[179],"favoring":[180],"one":[181],"objective":[182],"over":[183],"other,":[185],"examining":[187],"their":[188],"impact":[189],"relevant":[191],"metrics.":[192,221],"Results":[193],"demonstrate":[194],"specialized":[197],"strategy":[198],"outperforms":[199],"conventional":[201],"First":[202,204],"Come":[203],"Served":[205],"baseline,":[206],"well":[208],"myopic":[211],"strategy,":[212],"represents":[214],"unmodified":[216],"process,":[218],"across":[219],"these":[220]},"counts_by_year":[],"updated_date":"2025-12-26T23:08:49.675405","created_date":"2025-10-10T00:00:00"}