{"id":"https://openalex.org/W7161496377","doi":"https://doi.org/10.55056/jec.1054","title":"Revisiting EdgeAI through the lens of communication, storage and computing optimisations","display_name":"Revisiting EdgeAI through the lens of communication, storage and computing optimisations","publication_year":2026,"publication_date":"2026-05-17","ids":{"openalex":"https://openalex.org/W7161496377","doi":"https://doi.org/10.55056/jec.1054"},"language":"en","primary_location":{"id":"doi:10.55056/jec.1054","is_oa":true,"landing_page_url":"https://doi.org/10.55056/jec.1054","pdf_url":"https://acnsci.org/journal/index.php/jec/article/download/1054/991","source":{"id":"https://openalex.org/S4387288704","display_name":"Journal of Edge Computing","issn_l":"2837-181X","issn":["2837-181X"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4366728417","host_organization_name":"Academy of Cognitive and Natural Sciences","host_organization_lineage":["https://openalex.org/P4366728417"],"host_organization_lineage_names":["Academy of Cognitive and Natural Sciences"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Edge Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://acnsci.org/journal/index.php/jec/article/download/1054/991","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5133687863","display_name":"Mateus Roveda","orcid":null},"institutions":[{"id":"https://openalex.org/I61722147","display_name":"Universidade do Vale do Rio dos Sinos","ror":"https://ror.org/05ctmmy43","country_code":"BR","type":"education","lineage":["https://openalex.org/I61722147"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Mateus Roveda","raw_affiliation_strings":["Universidade do Vale do Rio dos Sinos"],"raw_orcid":"https://orcid.org/0009-0002-2514-6439","affiliations":[{"raw_affiliation_string":"Universidade do Vale do Rio dos Sinos","institution_ids":["https://openalex.org/I61722147"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136324477","display_name":"Daniel Ferreira","orcid":"https://orcid.org/0000-0003-2479-7627"},"institutions":[{"id":"https://openalex.org/I61722147","display_name":"Universidade do Vale do Rio dos Sinos","ror":"https://ror.org/05ctmmy43","country_code":"BR","type":"education","lineage":["https://openalex.org/I61722147"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Daniel Lopes Ferreira","raw_affiliation_strings":["Universidade do Vale do Rio dos Sinos"],"raw_orcid":"https://orcid.org/0000-0003-2479-7627","affiliations":[{"raw_affiliation_string":"Universidade do Vale do Rio dos Sinos","institution_ids":["https://openalex.org/I61722147"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136355039","display_name":"Alberth Oliveira","orcid":null},"institutions":[{"id":"https://openalex.org/I61722147","display_name":"Universidade do Vale do Rio dos Sinos","ror":"https://ror.org/05ctmmy43","country_code":"BR","type":"education","lineage":["https://openalex.org/I61722147"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Alberth Dos Santos Oliveira","raw_affiliation_strings":["Universidade do Vale do Rio dos Sinos"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidade do Vale do Rio dos Sinos","institution_ids":["https://openalex.org/I61722147"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136345460","display_name":"Fernanda Schafer","orcid":"https://orcid.org/0000-0001-6547-0589"},"institutions":[{"id":"https://openalex.org/I61722147","display_name":"Universidade do Vale do Rio dos Sinos","ror":"https://ror.org/05ctmmy43","country_code":"BR","type":"education","lineage":["https://openalex.org/I61722147"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Fernanda Sch\u00e4fer Tesch da Silva","raw_affiliation_strings":["Universidade do Vale do Rio dos Sinos"],"raw_orcid":"https://orcid.org/0000-0001-6547-0589","affiliations":[{"raw_affiliation_string":"Universidade do Vale do Rio dos Sinos","institution_ids":["https://openalex.org/I61722147"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135255966","display_name":"Rafael Kunst","orcid":null},"institutions":[{"id":"https://openalex.org/I61722147","display_name":"Universidade do Vale do Rio dos Sinos","ror":"https://ror.org/05ctmmy43","country_code":"BR","type":"education","lineage":["https://openalex.org/I61722147"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Rafael Kunst","raw_affiliation_strings":["Universidade do Vale do Rio dos Sinos"],"raw_orcid":"https://orcid.org/0000-0002-6180-4104","affiliations":[{"raw_affiliation_string":"Universidade do Vale do Rio dos Sinos","institution_ids":["https://openalex.org/I61722147"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136347143","display_name":"Cristiano Da Costa","orcid":"https://orcid.org/0000-0003-3859-6199"},"institutions":[{"id":"https://openalex.org/I61722147","display_name":"Universidade do Vale do Rio dos Sinos","ror":"https://ror.org/05ctmmy43","country_code":"BR","type":"education","lineage":["https://openalex.org/I61722147"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Cristiano Andr\u00e9 Da Costa","raw_affiliation_strings":["Universidade do Vale do Rio dos Sinos"],"raw_orcid":"https://orcid.org/0000-0003-3859-6199","affiliations":[{"raw_affiliation_string":"Universidade do Vale do Rio dos Sinos","institution_ids":["https://openalex.org/I61722147"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5136339937","display_name":"Rodrigo DaRighi Rosa","orcid":"https://orcid.org/0000-0001-5080-7660"},"institutions":[{"id":"https://openalex.org/I61722147","display_name":"Universidade do Vale do Rio dos Sinos","ror":"https://ror.org/05ctmmy43","country_code":"BR","type":"education","lineage":["https://openalex.org/I61722147"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Rodrigo Da Rosa Righi","raw_affiliation_strings":["Universidade do Vale do Rio dos Sinos"],"raw_orcid":"https://orcid.org/0000-0001-5080-7660","affiliations":[{"raw_affiliation_string":"Universidade do Vale do Rio dos Sinos","institution_ids":["https://openalex.org/I61722147"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":18.0209,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.99131971,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"5","issue":"1","first_page":"126","last_page":"172"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.8438000082969666,"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":0.8438000082969666,"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":0.02539999969303608,"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/T12238","display_name":"Green IT and Sustainability","score":0.01269999984651804,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/software-deployment","display_name":"Software deployment","score":0.6711000204086304},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5968000292778015},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.5781000256538391},{"id":"https://openalex.org/keywords/popularity","display_name":"Popularity","score":0.5720999836921692},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.41929998993873596},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.3878999948501587},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.37770000100135803},{"id":"https://openalex.org/keywords/through-the-lens-metering","display_name":"Through-the-lens metering","score":0.37540000677108765}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7089999914169312},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.6711000204086304},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5968000292778015},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.5781000256538391},{"id":"https://openalex.org/C2780586970","wikidata":"https://www.wikidata.org/wiki/Q1357284","display_name":"Popularity","level":2,"score":0.5720999836921692},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5703999996185303},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.41929998993873596},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.3878999948501587},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.37770000100135803},{"id":"https://openalex.org/C43091099","wikidata":"https://www.wikidata.org/wiki/Q1067788","display_name":"Through-the-lens metering","level":3,"score":0.37540000677108765},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.3625999987125397},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.3538999855518341},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.34610000252723694},{"id":"https://openalex.org/C58642233","wikidata":"https://www.wikidata.org/wiki/Q8269924","display_name":"Taxonomy (biology)","level":2,"score":0.34310001134872437},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.3411000072956085},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.328900009393692},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.3248000144958496},{"id":"https://openalex.org/C186967261","wikidata":"https://www.wikidata.org/wiki/Q5082128","display_name":"Mobile device","level":2,"score":0.3041999936103821},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.2915000021457672},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.2825999855995178},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.2800000011920929},{"id":"https://openalex.org/C2780233690","wikidata":"https://www.wikidata.org/wiki/Q535347","display_name":"Transparency (behavior)","level":2,"score":0.2759000062942505},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.2581999897956848},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.251800000667572}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.55056/jec.1054","is_oa":true,"landing_page_url":"https://doi.org/10.55056/jec.1054","pdf_url":"https://acnsci.org/journal/index.php/jec/article/download/1054/991","source":{"id":"https://openalex.org/S4387288704","display_name":"Journal of Edge Computing","issn_l":"2837-181X","issn":["2837-181X"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4366728417","host_organization_name":"Academy of Cognitive and Natural Sciences","host_organization_lineage":["https://openalex.org/P4366728417"],"host_organization_lineage_names":["Academy of Cognitive and Natural Sciences"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Edge Computing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:097ced09d66c40bf9f3d8e23493ae3eb","is_oa":true,"landing_page_url":"https://doaj.org/article/097ced09d66c40bf9f3d8e23493ae3eb","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Edge Computing, Vol 5, Iss 1 (2026)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.55056/jec.1054","is_oa":true,"landing_page_url":"https://doi.org/10.55056/jec.1054","pdf_url":"https://acnsci.org/journal/index.php/jec/article/download/1054/991","source":{"id":"https://openalex.org/S4387288704","display_name":"Journal of Edge Computing","issn_l":"2837-181X","issn":["2837-181X"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4366728417","host_organization_name":"Academy of Cognitive and Natural Sciences","host_organization_lineage":["https://openalex.org/P4366728417"],"host_organization_lineage_names":["Academy of Cognitive and Natural Sciences"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Edge Computing","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.4783743619918823,"id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7161496377.pdf","grobid_xml":"https://content.openalex.org/works/W7161496377.grobid-xml"},"referenced_works_count":86,"referenced_works":["https://openalex.org/W2501939926","https://openalex.org/W2969804742","https://openalex.org/W2980856918","https://openalex.org/W2999736401","https://openalex.org/W3041971333","https://openalex.org/W3045828040","https://openalex.org/W3047518768","https://openalex.org/W3048392890","https://openalex.org/W3058760796","https://openalex.org/W3097577072","https://openalex.org/W3101695238","https://openalex.org/W3106614600","https://openalex.org/W3113817107","https://openalex.org/W3119079594","https://openalex.org/W3124820015","https://openalex.org/W3161652728","https://openalex.org/W3177281136","https://openalex.org/W3179083294","https://openalex.org/W3184402820","https://openalex.org/W3184606595","https://openalex.org/W3204705447","https://openalex.org/W3210792685","https://openalex.org/W3211791834","https://openalex.org/W4200132709","https://openalex.org/W4205248738","https://openalex.org/W4210368049","https://openalex.org/W4210526511","https://openalex.org/W4212838757","https://openalex.org/W4223618825","https://openalex.org/W4225709723","https://openalex.org/W4226407702","https://openalex.org/W4290996432","https://openalex.org/W4308075501","https://openalex.org/W4308886490","https://openalex.org/W4312084078","https://openalex.org/W4312542636","https://openalex.org/W4312588618","https://openalex.org/W4312744382","https://openalex.org/W4313071837","https://openalex.org/W4313591197","https://openalex.org/W4317727238","https://openalex.org/W4320015823","https://openalex.org/W4322761281","https://openalex.org/W4323896825","https://openalex.org/W4324125864","https://openalex.org/W4376480700","https://openalex.org/W4376606699","https://openalex.org/W4384519400","https://openalex.org/W4385269772","https://openalex.org/W4385478078","https://openalex.org/W4386212345","https://openalex.org/W4386322031","https://openalex.org/W4386918721","https://openalex.org/W4387870996","https://openalex.org/W4387871117","https://openalex.org/W4388117607","https://openalex.org/W4388405330","https://openalex.org/W4388430692","https://openalex.org/W4388469806","https://openalex.org/W4390044335","https://openalex.org/W4391854874","https://openalex.org/W4392158872","https://openalex.org/W4393141394","https://openalex.org/W4393145442","https://openalex.org/W4393237747","https://openalex.org/W4393864804","https://openalex.org/W4394624409","https://openalex.org/W4396613032","https://openalex.org/W4399039668","https://openalex.org/W4399422587","https://openalex.org/W4399665938","https://openalex.org/W4399996687","https://openalex.org/W4400235466","https://openalex.org/W4400277194","https://openalex.org/W4400810104","https://openalex.org/W4400877545","https://openalex.org/W4400910543","https://openalex.org/W4401415014","https://openalex.org/W4401540290","https://openalex.org/W4402156814","https://openalex.org/W4406610903","https://openalex.org/W4406680079","https://openalex.org/W4407212671","https://openalex.org/W4408182581","https://openalex.org/W4408751046","https://openalex.org/W4409282736"],"related_works":[],"abstract_inverted_index":{"Implementing":[0],"artificial":[1],"intelligence":[2],"models":[3],"on":[4,29,82],"edge":[5,48],"devices":[6,49],"(EdgeAI)":[7],"has":[8],"gained":[9],"significant":[10],"popularity":[11],"due":[12],"to":[13,16,120,151,162,181],"its":[14],"potential":[15],"enable":[17],"real-time":[18],"applications,":[19],"achieve":[20],"low":[21],"latency,":[22],"and":[23,39,55,87,93,113,124,144,156,178,189,197],"conserve":[24],"bandwidth.":[25],"Additionally,":[26],"reducing":[27],"dependence":[28],"internet":[30],"connections":[31],"or":[32],"cloud":[33],"infrastructure":[34],"provides":[35],"a":[36,61,133,148,159,173],"more":[37],"secure":[38],"reliable":[40],"execution":[41],"environment.":[42],"However,":[43],"the":[44,72,76,122,183,191],"resource-limited":[45],"nature":[46],"of":[47,64,75,98,126,186,193],"poses":[50],"challenges":[51,59],"in":[52,78,110],"communication,":[53,143],"storage,":[54,142],"computing.":[56],"Addressing":[57],"these":[58],"requires":[60],"comprehensive":[62],"understanding":[63],"existing":[65,111],"domain":[66],"optimisation":[67,138,188,195],"strategies.":[68],"This":[69,170],"survey":[70,171],"reviews":[71],"current":[73],"state":[74],"art":[77],"EdgeAI":[79,127,187],"optimisation,":[80],"focusing":[81],"communication":[83],"protocols,":[84],"storage":[85],"solutions,":[86],"computing":[88],"architectures":[89],"that":[90,136,165],"enhance":[91],"performance":[92,125],"energy":[94],"efficiency.":[95],"The":[96],"contributions":[97],"this":[99],"review":[100],"are":[101],"twofold:":[102],"(i)":[103],"We":[104,131],"highlight":[105],"key":[106],"trends,":[107],"identify":[108,163],"gaps":[109,164],"research,":[112],"propose":[114],"promising":[115],"directions":[116],"for":[117,176],"future":[118],"research":[119],"improve":[121],"deployment":[123],"systems":[128],"further.":[129],"(ii)":[130],"develop":[132],"structured":[134],"taxonomy":[135],"categorises":[137],"strategies":[139],"into":[140],"computing,":[141],"cross-cutting":[145],"optimisations,":[146],"offering":[147],"clear":[149],"framework":[150,161],"understand":[152,190],"their":[153,198],"interrelated":[154],"approaches":[155],"serving":[157],"as":[158],"comparative":[160],"single-domain":[166],"surveys":[167],"often":[168],"overlook.":[169],"is":[172],"valuable":[174],"resource":[175],"researchers":[177],"practitioners":[179],"seeking":[180],"navigate":[182],"complex":[184],"landscape":[185],"impact":[192],"various":[194],"pillars":[196],"interactions.":[199]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2026-05-18T00:00:00"}