{"id":"https://openalex.org/W3006704479","doi":"https://doi.org/10.1109/globecom38437.2019.9013878","title":"Edge-to-Edge Cooperative Artificial Intelligence in Smart Cities with On-Demand Learning Offloading","display_name":"Edge-to-Edge Cooperative Artificial Intelligence in Smart Cities with On-Demand Learning Offloading","publication_year":2019,"publication_date":"2019-12-01","ids":{"openalex":"https://openalex.org/W3006704479","doi":"https://doi.org/10.1109/globecom38437.2019.9013878","mag":"3006704479"},"language":"en","primary_location":{"id":"doi:10.1109/globecom38437.2019.9013878","is_oa":false,"landing_page_url":"https://doi.org/10.1109/globecom38437.2019.9013878","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE Global Communications Conference (GLOBECOM)","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/A5100425720","display_name":"Li Zhang","orcid":"https://orcid.org/0000-0003-1793-9850"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Li Zhang","raw_affiliation_strings":["School of Electronic Information and Electrical Engineering, Shanghai Jiao Tong University, Shanghai, China","Shanghai Key Laboratory of Integrated Administration Technologies for Information Security, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronic Information and Electrical Engineering, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]},{"raw_affiliation_string":"Shanghai Key Laboratory of Integrated Administration Technologies for Information Security, Shanghai, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004673608","display_name":"Jun Wu","orcid":"https://orcid.org/0000-0003-2483-6980"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jun Wu","raw_affiliation_strings":["School of Electronic Information and Electrical Engineering, Shanghai Jiao Tong University, Shanghai, China","Shanghai Key Laboratory of Integrated Administration Technologies for Information Security, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronic Information and Electrical Engineering, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]},{"raw_affiliation_string":"Shanghai Key Laboratory of Integrated Administration Technologies for Information Security, Shanghai, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056209905","display_name":"Shahid Mumtaz","orcid":"https://orcid.org/0000-0001-6364-6149"},"institutions":[{"id":"https://openalex.org/I4210120471","display_name":"Instituto de Telecomunica\u00e7\u00f5es","ror":"https://ror.org/02ht4fk33","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I4210120471"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Shahid Mumtaz","raw_affiliation_strings":["Institutode Telecomunicases (IT), Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institutode Telecomunicases (IT), Portugal","institution_ids":["https://openalex.org/I4210120471"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100391361","display_name":"Jianhua Li","orcid":"https://orcid.org/0000-0002-6831-3973"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianhua Li","raw_affiliation_strings":["School of Electronic Information and Electrical Engineering, Shanghai Jiao Tong University, Shanghai, China","Shanghai Key Laboratory of Integrated Administration Technologies for Information Security, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronic Information and Electrical Engineering, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]},{"raw_affiliation_string":"Shanghai Key Laboratory of Integrated Administration Technologies for Information Security, Shanghai, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026448728","display_name":"Haris Gacanin","orcid":"https://orcid.org/0000-0003-3168-8883"},"institutions":[{"id":"https://openalex.org/I4210160875","display_name":"Nokia (Belgium)","ror":"https://ror.org/04xze1462","country_code":"BE","type":"company","lineage":["https://openalex.org/I2738502077","https://openalex.org/I4210160875"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Haris Gacanin","raw_affiliation_strings":["Nokia Bell Labs, Antwerp, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nokia Bell Labs, Antwerp, Belgium","institution_ids":["https://openalex.org/I4210160875"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5076776322","display_name":"Joel J. P. C. Rodrigues","orcid":"https://orcid.org/0000-0001-8657-3800"},"institutions":[{"id":"https://openalex.org/I71346753","display_name":"National Institute of Telecommunications","ror":"https://ror.org/0378w3a30","country_code":"BR","type":"facility","lineage":["https://openalex.org/I71346753"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Joel J. P. C. Rodrigues","raw_affiliation_strings":["National Institute of Telecommunications, Santa Rita do Sapucaf, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Institute of Telecommunications, Santa Rita do Sapucaf, Brazil","institution_ids":["https://openalex.org/I71346753"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":5.0472,"has_fulltext":false,"cited_by_count":28,"citation_normalized_percentile":{"value":0.96928038,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9994999766349792,"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":0.9994999766349792,"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.995199978351593,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T13553","display_name":"Age of Information Optimization","score":0.9918000102043152,"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":0.8058214783668518},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.7219601273536682},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.6696621179580688},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.6604476571083069},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.5809437036514282},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5302215218544006},{"id":"https://openalex.org/keywords/concatenation","display_name":"Concatenation (mathematics)","score":0.4652501046657562},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4425899088382721},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.438809871673584},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.08417952060699463}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8058214783668518},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.7219601273536682},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.6696621179580688},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.6604476571083069},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.5809437036514282},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5302215218544006},{"id":"https://openalex.org/C87619178","wikidata":"https://www.wikidata.org/wiki/Q126002","display_name":"Concatenation (mathematics)","level":2,"score":0.4652501046657562},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4425899088382721},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.438809871673584},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.08417952060699463},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/globecom38437.2019.9013878","is_oa":false,"landing_page_url":"https://doi.org/10.1109/globecom38437.2019.9013878","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE Global Communications Conference (GLOBECOM)","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":16,"referenced_works":["https://openalex.org/W1686810756","https://openalex.org/W2126105956","https://openalex.org/W2126462381","https://openalex.org/W2297325673","https://openalex.org/W2585425668","https://openalex.org/W2784212229","https://openalex.org/W2786070938","https://openalex.org/W2786652201","https://openalex.org/W2809251854","https://openalex.org/W2896180420","https://openalex.org/W2914042153","https://openalex.org/W2962883027","https://openalex.org/W2964273565","https://openalex.org/W2965580337","https://openalex.org/W2981114133","https://openalex.org/W4236853429"],"related_works":["https://openalex.org/W4324372666","https://openalex.org/W2979760315","https://openalex.org/W4225706866","https://openalex.org/W4322761281","https://openalex.org/W2914646191","https://openalex.org/W4238233472","https://openalex.org/W4313339048","https://openalex.org/W4313526662","https://openalex.org/W4386004629","https://openalex.org/W2942586735"],"abstract_inverted_index":{"With":[0],"the":[1,6,45,50,54,73,80,100,103,112,116,121,125,149,156,174,179],"development":[2],"of":[3,33,53,79,102,115,158,168,178],"smart":[4],"cities,":[5],"demand":[7],"for":[8,95,111],"artificial":[9],"intelligence":[10],"(AI)":[11],"based":[12,154],"services":[13],"grows":[14],"exponentially.":[15],"The":[16],"existing":[17,46],"works":[18],"just":[19],"focus":[20],"on":[21,49,155],"cloud-":[22],"edge":[23],"or":[24],"edge-device":[25],"cooperative":[26,37,97],"AI":[27,38],"which":[28,70],"suffers":[29],"low":[30,77],"learning":[31,81,92,104,117,127,140,151,169],"efficiency":[32,141,177],"AI,":[34],"while":[35],"edge-to-edge":[36,96,130,150],"is":[39,60],"still":[40],"an":[41,90],"unresolved":[42],"issue.":[43],"Moreover,":[44,146],"researches":[47],"concentrate":[48],"computation":[51],"offloading":[52,93,108,128,152],"AI-based":[55,136],"task,":[56],"ignoring":[57],"that":[58],"it":[59],"a":[61],"brain-like":[62],"task":[63],"performing":[64],"sophisticated":[65],"processing":[66],"to":[67,72,134],"raw":[68],"data,":[69],"leads":[71],"high":[74,139],"latency":[75],"and":[76,106,131,142,164,176],"quality":[78],"services.":[82],"To":[83],"address":[84],"these":[85],"challenges,":[86],"this":[87],"paper":[88],"proposes":[89],"on-demand":[91],"mechanism":[94,123],"AI.":[98],"Firstly,":[99],"principle":[101],"capability":[105],"its":[107],"are":[109],"proposed":[110,122,180],"formal":[113],"description":[114],"resources":[118],"migration.":[119],"Secondly,":[120],"realizes":[124],"bilateral":[126],"utilizing":[129],"cloud-edge":[132],"collaborations":[133],"handle":[135],"tasks":[137],"with":[138],"resource":[143],"utilization":[144],"rate.":[145],"we":[147],"model":[148],"allocation":[153],"concatenation":[157],"deep":[159],"neural":[160],"network":[161],"(DNN)":[162],"subtasks":[163],"their":[165],"heterogeneous":[166],"requirement":[167],"resources.":[170],"Simulation":[171],"results":[172],"indicate":[173],"rationality":[175],"mechanism.":[181]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":9},{"year":2020,"cited_by_count":10}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
