{"id":"https://openalex.org/W4400434313","doi":"https://doi.org/10.48550/arxiv.2407.04053","title":"Edge AI: A Taxonomy, Systematic Review and Future Directions","display_name":"Edge AI: A Taxonomy, Systematic Review and Future Directions","publication_year":2024,"publication_date":"2024-07-04","ids":{"openalex":"https://openalex.org/W4400434313","doi":"https://doi.org/10.48550/arxiv.2407.04053"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2407.04053","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2407.04053","pdf_url":"https://arxiv.org/pdf/2407.04053","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"type":"review","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2407.04053","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5090188734","display_name":"Sukhpal Singh Gill","orcid":"https://orcid.org/0000-0002-3913-0369"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Gill, Sukhpal Singh","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054023569","display_name":"Muhammed Golec","orcid":"https://orcid.org/0000-0003-0146-9735"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Golec, Muhammed","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113334598","display_name":"Jianmin Hu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hu, Jianmin","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014474110","display_name":"Minxian Xu","orcid":"https://orcid.org/0000-0002-0046-5153"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xu, Minxian","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102666015","display_name":"Junhui Du","orcid":"https://orcid.org/0009-0004-2963-7897"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Du, Junhui","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049269026","display_name":"Huaming Wu","orcid":"https://orcid.org/0000-0002-4761-9973"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wu, Huaming","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101654730","display_name":"Guneet Kaur Walia","orcid":"https://orcid.org/0000-0003-2481-2532"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Walia, Guneet Kaur","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102864227","display_name":"Subramaniam Subramanian Murugesan","orcid":"https://orcid.org/0009-0002-5942-9517"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Murugesan, Subramaniam Subramanian","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100699993","display_name":"B. Ali","orcid":"https://orcid.org/0000-0001-8653-5556"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ali, Babar","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100508336","display_name":"Mohit Kumar","orcid":"https://orcid.org/0000-0002-1304-151X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kumar, Mohit","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012757772","display_name":"Kejiang Ye","orcid":"https://orcid.org/0000-0001-6133-407X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ye, Kejiang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000824309","display_name":"Prabal Verma","orcid":"https://orcid.org/0000-0002-8003-7457"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Verma, Prabal","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014777604","display_name":"Surendra Kumar","orcid":"https://orcid.org/0000-0001-5396-5509"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kumar, Surendra","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014238963","display_name":"F\u00e9lix Cuadrado","orcid":"https://orcid.org/0000-0002-5745-1609"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Cuadrado, Felix","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5024670650","display_name":"Steve Uhlig","orcid":"https://orcid.org/0000-0001-6251-6836"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Uhlig, Steve","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.7274,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.67634855,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9138000011444092,"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":0.9138000011444092,"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/taxonomy","display_name":"Taxonomy (biology)","score":0.7013580203056335},{"id":"https://openalex.org/keywords/systematic-review","display_name":"Systematic review","score":0.5031115412712097},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3562493920326233},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.33737021684646606},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.3087824583053589},{"id":"https://openalex.org/keywords/medline","display_name":"MEDLINE","score":0.20169758796691895},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.17191874980926514},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.08494862914085388}],"concepts":[{"id":"https://openalex.org/C58642233","wikidata":"https://www.wikidata.org/wiki/Q8269924","display_name":"Taxonomy (biology)","level":2,"score":0.7013580203056335},{"id":"https://openalex.org/C189708586","wikidata":"https://www.wikidata.org/wiki/Q1504425","display_name":"Systematic review","level":3,"score":0.5031115412712097},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3562493920326233},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.33737021684646606},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.3087824583053589},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.20169758796691895},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.17191874980926514},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.08494862914085388},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:arXiv.org:2407.04053","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2407.04053","pdf_url":"https://arxiv.org/pdf/2407.04053","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"doi:10.48550/arxiv.2407.04053","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2407.04053","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article-journal"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2407.04053","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2407.04053","pdf_url":"https://arxiv.org/pdf/2407.04053","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4400434313.pdf","grobid_xml":"https://content.openalex.org/works/W4400434313.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W4395014643"],"abstract_inverted_index":{"Edge":[0,59,61,110,151,159,193,213,245],"Artificial":[1],"Intelligence":[2],"(AI)":[3],"incorporates":[4],"a":[5,79,105,125],"network":[6],"of":[7,41,43,50,58,83,141,158,192,202,244],"interconnected":[8],"systems":[9,161],"and":[10,16,47,69,75,94,119,133,156,181,184,224],"devices":[11],"that":[12,144,237],"receive,":[13],"cache,":[14],"process,":[15],"analyze":[17],"data":[18,27,66,73,198],"in":[19,35,195],"close":[20],"communication":[21],"with":[22,30,226],"the":[23,26,38,48,55,88,98,114,142,154,190,200,203,208,232,241],"location":[24],"where":[25],"is":[28],"captured":[29],"AI":[31,36,62,111,128,152,160,194,214,246],"technology.":[32],"Recent":[33],"advancements":[34],"efficiency,":[37],"widespread":[39],"use":[40,178],"Internet":[42],"Things":[44],"(IoT)":[45],"devices,":[46],"emergence":[49],"edge":[51,127,134,201],"computing":[52,135],"have":[53],"unlocked":[54],"enormous":[56],"scope":[57],"AI.":[60],"aims":[63],"to":[64,87,112,221,239],"optimize":[65],"processing":[67,196],"efficiency":[68],"velocity":[70],"while":[71,162],"ensuring":[72],"confidentiality":[74],"integrity.":[76],"Despite":[77],"being":[78],"relatively":[80],"new":[81],"field":[82],"research":[84,121,209,235],"from":[85],"2014":[86],"present,":[89],"it":[90,206],"has":[91],"shown":[92],"significant":[93],"rapid":[95],"development":[96],"over":[97],"last":[99],"five":[100],"years.":[101],"This":[102,187],"article":[103],"presents":[104],"systematic":[106],"literature":[107],"review":[108],"for":[109,131,150],"discuss":[113],"existing":[115],"research,":[116],"recent":[117],"advancements,":[118],"future":[120,234],"directions.":[122],"We":[123],"created":[124],"collaborative":[126],"learning":[129],"system":[130],"cloud":[132,173],"analysis,":[136],"including":[137,216],"an":[138],"in-depth":[139],"study":[140,188,230],"architectures":[143],"facilitate":[145],"this":[146,229],"mechanism.":[147],"The":[148],"taxonomy":[149],"facilitates":[153],"classification":[155],"configuration":[157],"examining":[163],"its":[164],"potential":[165,233],"influence":[166],"across":[167],"many":[168],"fields":[169],"through":[170],"compassing":[171],"infrastructure,":[172],"computing,":[174,176],"fog":[175],"services,":[177],"cases,":[179],"ML":[180],"deep":[182],"learning,":[183],"resource":[185],"management.":[186],"highlights":[189,231],"significance":[191],"real-time":[197],"at":[199],"network.":[204],"Additionally,":[205],"emphasizes":[207],"challenges":[210],"encountered":[211],"by":[212,247],"systems,":[215],"constraints":[217],"on":[218],"resources,":[219],"vulnerabilities":[220],"security":[222],"threats,":[223],"problems":[225],"scalability.":[227],"Finally,":[228],"directions":[236],"aim":[238],"address":[240],"current":[242],"limitations":[243],"providing":[248],"innovative":[249],"solutions.":[250]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":3}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}