{"id":"https://openalex.org/W4408325073","doi":"https://doi.org/10.1109/globecom52923.2024.10901427","title":"A Unified Approach for Dynamic Optimization of AIoT Stream Processing","display_name":"A Unified Approach for Dynamic Optimization of AIoT Stream Processing","publication_year":2024,"publication_date":"2024-12-08","ids":{"openalex":"https://openalex.org/W4408325073","doi":"https://doi.org/10.1109/globecom52923.2024.10901427"},"language":"en","primary_location":{"id":"doi:10.1109/globecom52923.2024.10901427","is_oa":false,"landing_page_url":"https://doi.org/10.1109/globecom52923.2024.10901427","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"GLOBECOM 2024 - 2024 IEEE Global Communications Conference","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/A5007565212","display_name":"Mouad Rahmouni","orcid":null},"institutions":[{"id":"https://openalex.org/I4210106663","display_name":"International University of Rabat","ror":"https://ror.org/01t9czq80","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210106663"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Mouad Rahmouni","raw_affiliation_strings":["International University of Rabat,TICLab, College of Engineering & Architecture,Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"International University of Rabat,TICLab, College of Engineering & Architecture,Morocco","institution_ids":["https://openalex.org/I4210106663"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046262966","display_name":"Ouassim Karrakchou","orcid":"https://orcid.org/0000-0002-9082-0736"},"institutions":[{"id":"https://openalex.org/I4210106663","display_name":"International University of Rabat","ror":"https://ror.org/01t9czq80","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210106663"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Ouassim Karrakchou","raw_affiliation_strings":["International University of Rabat,TICLab, College of Engineering & Architecture,Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"International University of Rabat,TICLab, College of Engineering & Architecture,Morocco","institution_ids":["https://openalex.org/I4210106663"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079438829","display_name":"Majdoulayne Hanifi","orcid":null},"institutions":[{"id":"https://openalex.org/I4210106663","display_name":"International University of Rabat","ror":"https://ror.org/01t9czq80","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210106663"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Majdoulayne Hanifi","raw_affiliation_strings":["International University of Rabat,TICLab, College of Engineering & Architecture,Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"International University of Rabat,TICLab, College of Engineering & Architecture,Morocco","institution_ids":["https://openalex.org/I4210106663"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047537521","display_name":"Claudio Savaglio","orcid":"https://orcid.org/0000-0001-5092-0823"},"institutions":[{"id":"https://openalex.org/I197604219","display_name":"National Academies of Sciences, Engineering, and Medicine","ror":"https://ror.org/02eq2w707","country_code":"US","type":"government","lineage":["https://openalex.org/I197604219"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Claudio Savaglio","raw_affiliation_strings":["National Research Council (CNR) of Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Research Council (CNR) of Italy","institution_ids":["https://openalex.org/I197604219"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023424929","display_name":"Giancarlo Fortino","orcid":"https://orcid.org/0000-0002-4039-891X"},"institutions":[{"id":"https://openalex.org/I3005160176","display_name":"Institute for High Performance Computing and Networking","ror":"https://ror.org/04r5fge26","country_code":"IT","type":"facility","lineage":["https://openalex.org/I3005160176","https://openalex.org/I4210155236"]},{"id":"https://openalex.org/I45204951","display_name":"University of Calabria","ror":"https://ror.org/02rc97e94","country_code":"IT","type":"education","lineage":["https://openalex.org/I45204951"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Giancarlo Fortino","raw_affiliation_strings":["University of Calabria,Institute for High-Performance Computing and Networking (ICAR),Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Calabria,Institute for High-Performance Computing and Networking (ICAR),Italy","institution_ids":["https://openalex.org/I3005160176","https://openalex.org/I45204951"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5057324156","display_name":"Mounir Ghogho","orcid":"https://orcid.org/0000-0002-0055-7867"},"institutions":[{"id":"https://openalex.org/I4210106663","display_name":"International University of Rabat","ror":"https://ror.org/01t9czq80","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210106663"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Mounir Ghogho","raw_affiliation_strings":["International University of Rabat,TICLab, College of Engineering & Architecture,Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"International University of Rabat,TICLab, College of Engineering & Architecture,Morocco","institution_ids":["https://openalex.org/I4210106663"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.48792992,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1479","last_page":"1484"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10791","display_name":"Advanced Control Systems Optimization","score":0.9452999830245972,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/T10791","display_name":"Advanced Control Systems Optimization","score":0.9452999830245972,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/T10876","display_name":"Fault Detection and Control Systems","score":0.9437999725341797,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/computer-science","display_name":"Computer science","score":0.7230226993560791},{"id":"https://openalex.org/keywords/stream-processing","display_name":"Stream processing","score":0.5531870722770691},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3023504614830017}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7230226993560791},{"id":"https://openalex.org/C107027933","wikidata":"https://www.wikidata.org/wiki/Q2006448","display_name":"Stream processing","level":2,"score":0.5531870722770691},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3023504614830017}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/globecom52923.2024.10901427","is_oa":false,"landing_page_url":"https://doi.org/10.1109/globecom52923.2024.10901427","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"GLOBECOM 2024 - 2024 IEEE Global Communications Conference","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W1990318994","https://openalex.org/W2068849277","https://openalex.org/W2148222209","https://openalex.org/W2242648860","https://openalex.org/W2621452375","https://openalex.org/W2963469140","https://openalex.org/W2973184394","https://openalex.org/W2998664388","https://openalex.org/W3003994015","https://openalex.org/W3005973200","https://openalex.org/W3018701654","https://openalex.org/W3087879900","https://openalex.org/W3148315912","https://openalex.org/W3164403436","https://openalex.org/W3167160571","https://openalex.org/W3173222033","https://openalex.org/W3209969885","https://openalex.org/W4200378098","https://openalex.org/W4205761438","https://openalex.org/W4312684455","https://openalex.org/W4321096498","https://openalex.org/W4367591240","https://openalex.org/W6756199735","https://openalex.org/W6765495543","https://openalex.org/W6766834524","https://openalex.org/W6845852390"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W4206192544","https://openalex.org/W2127400763","https://openalex.org/W3004320908"],"abstract_inverted_index":{"Artificial":[0],"Intelligence":[1],"of":[2,20,62,80,86,95,107,142],"Things":[3],"(AIot)":[4],"has":[5],"made":[6],"Stream":[7],"Processing":[8],"(SP)":[9],"an":[10],"essential":[11],"element":[12],"for":[13,155],"data":[14,22,33,72,109,123,150],"analytics.":[15],"However,":[16],"the":[17,46,60,78,84,96,104,140],"dynamic":[18,91],"nature":[19],"AIoT":[21,47],"streams":[23],"incurs":[24],"significant":[25],"challenges":[26],"in":[27,58,121,158],"SP":[28,63,97,119,159],"systems,":[29],"especially":[30],"when":[31],"real-time":[32,59,108,149],"processing":[34,151],"is":[35,83,125],"required.":[36],"While":[37],"traditional":[38],"approaches":[39],"rely":[40],"on":[41],"resource":[42,69],"scaling":[43],"to":[44,65,101,103,117,147],"meet":[45],"application":[48,85,132],"requirements,":[49],"our":[50,81,114],"work":[51,82],"explores":[52],"a":[53,87],"complementary":[54],"approach":[55,146],"by":[56,138],"optimizing":[57],"configuration":[61,99],"systems":[64],"balance":[66],"operational":[67],"and":[68,74,92,133],"efficiencies":[70],"with":[71],"throughput":[73],"latency":[75],"considerations.":[76],"At":[77],"core":[79],"Q-learning":[88],"algorithm,":[89],"enabling":[90],"responsive":[93],"tuning":[94],"system":[98],"parameters":[100],"adapt":[102],"fluctuating":[105],"demands":[106],"processing.":[110],"Through":[111],"empirical":[112],"testing,":[113],"approach\u2019s":[115],"ability":[116],"improve":[118],"efficiency":[120],"various":[122],"environments":[124],"demonstrated,":[126],"providing":[127],"insights":[128],"into":[129],"its":[130],"practical":[131],"effectiveness.":[134],"The":[135],"research":[136],"concludes":[137],"highlighting":[139],"potential":[141],"extending":[143],"this":[144],"optimization":[145],"broader":[148],"scenarios,":[152],"suggesting":[153],"avenues":[154],"future":[156],"exploration":[157],"optimization.":[160]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}