{"id":"https://openalex.org/W3197058733","doi":"https://doi.org/10.1109/access.2021.3110291","title":"Managing and Deploying Distributed and Deep Neural Models Through Kafka-ML in the Cloud-to-Things Continuum","display_name":"Managing and Deploying Distributed and Deep Neural Models Through Kafka-ML in the Cloud-to-Things Continuum","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3197058733","doi":"https://doi.org/10.1109/access.2021.3110291","mag":"3197058733"},"language":"en","primary_location":{"id":"doi:10.1109/access.2021.3110291","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2021.3110291","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/09529202.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/09529202.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5085387638","display_name":"Alejandro Carnero","orcid":"https://orcid.org/0000-0003-1021-5139"},"institutions":[{"id":"https://openalex.org/I82767444","display_name":"Universidad de M\u00e1laga","ror":"https://ror.org/036b2ww28","country_code":"ES","type":"education","lineage":["https://openalex.org/I82767444"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Alejandro Carnero","raw_affiliation_strings":["ITIS Software, University of M\u00e1laga, M\u00e1laga, Spain"],"raw_orcid":"https://orcid.org/0000-0003-1021-5139","affiliations":[{"raw_affiliation_string":"ITIS Software, University of M\u00e1laga, M\u00e1laga, Spain","institution_ids":["https://openalex.org/I82767444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083570599","display_name":"Cristian Mart\u00edn","orcid":"https://orcid.org/0000-0003-0988-591X"},"institutions":[{"id":"https://openalex.org/I82767444","display_name":"Universidad de M\u00e1laga","ror":"https://ror.org/036b2ww28","country_code":"ES","type":"education","lineage":["https://openalex.org/I82767444"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Cristian Martin","raw_affiliation_strings":["ITIS Software, University of M\u00e1laga, M\u00e1laga, Spain. (e-mail: cmf@lcc.uma.es)","ITIS Software, University of M\u00e1laga, M\u00e1laga, Spain"],"raw_orcid":"https://orcid.org/0000-0003-0988-591X","affiliations":[{"raw_affiliation_string":"ITIS Software, University of M\u00e1laga, M\u00e1laga, Spain. (e-mail: cmf@lcc.uma.es)","institution_ids":["https://openalex.org/I82767444"]},{"raw_affiliation_string":"ITIS Software, University of M\u00e1laga, M\u00e1laga, Spain","institution_ids":["https://openalex.org/I82767444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084904699","display_name":"Daniel Torres","orcid":"https://orcid.org/0000-0003-2640-2086"},"institutions":[{"id":"https://openalex.org/I82767444","display_name":"Universidad de M\u00e1laga","ror":"https://ror.org/036b2ww28","country_code":"ES","type":"education","lineage":["https://openalex.org/I82767444"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Daniel R. Torres","raw_affiliation_strings":["ITIS Software, University of M\u00e1laga, M\u00e1laga, Spain"],"raw_orcid":"https://orcid.org/0000-0003-2640-2086","affiliations":[{"raw_affiliation_string":"ITIS Software, University of M\u00e1laga, M\u00e1laga, Spain","institution_ids":["https://openalex.org/I82767444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048157993","display_name":"Daniel Garrido","orcid":"https://orcid.org/0000-0002-7884-0793"},"institutions":[{"id":"https://openalex.org/I82767444","display_name":"Universidad de M\u00e1laga","ror":"https://ror.org/036b2ww28","country_code":"ES","type":"education","lineage":["https://openalex.org/I82767444"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Daniel Garrido","raw_affiliation_strings":["ITIS Software, University of M\u00e1laga, M\u00e1laga, Spain"],"raw_orcid":"https://orcid.org/0000-0002-7884-0793","affiliations":[{"raw_affiliation_string":"ITIS Software, University of M\u00e1laga, M\u00e1laga, Spain","institution_ids":["https://openalex.org/I82767444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087282834","display_name":"Manuel D\u00ed\u00e1z","orcid":"https://orcid.org/0000-0002-0625-2730"},"institutions":[{"id":"https://openalex.org/I82767444","display_name":"Universidad de M\u00e1laga","ror":"https://ror.org/036b2ww28","country_code":"ES","type":"education","lineage":["https://openalex.org/I82767444"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Manuel Diaz","raw_affiliation_strings":["ITIS Software, University of M\u00e1laga, M\u00e1laga, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ITIS Software, University of M\u00e1laga, M\u00e1laga, Spain","institution_ids":["https://openalex.org/I82767444"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040961527","display_name":"Bartolom\u00e9 Rubio","orcid":"https://orcid.org/0000-0002-8279-4224"},"institutions":[{"id":"https://openalex.org/I82767444","display_name":"Universidad de M\u00e1laga","ror":"https://ror.org/036b2ww28","country_code":"ES","type":"education","lineage":["https://openalex.org/I82767444"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Bartolome Rubio","raw_affiliation_strings":["ITIS Software, University of M\u00e1laga, M\u00e1laga, Spain"],"raw_orcid":"https://orcid.org/0000-0002-8279-4224","affiliations":[{"raw_affiliation_string":"ITIS Software, University of M\u00e1laga, M\u00e1laga, Spain","institution_ids":["https://openalex.org/I82767444"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I82767444"],"apc_list":{"value":2075,"currency":"USD","value_usd":2075},"apc_paid":{"value":2075,"currency":"USD","value_usd":2075},"fwci":1.8753,"has_fulltext":true,"cited_by_count":20,"citation_normalized_percentile":{"value":0.85549772,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"9","issue":null,"first_page":"125478","last_page":"125495"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9993000030517578,"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":0.9993000030517578,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9968000054359436,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9936000108718872,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.8868433237075806},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8337538242340088},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.7492479681968689},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.6601826548576355},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.568707287311554},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5327467918395996},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.5241908431053162},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5129129886627197},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.49185895919799805},{"id":"https://openalex.org/keywords/latency","display_name":"Latency (audio)","score":0.46228957176208496},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.44794347882270813},{"id":"https://openalex.org/keywords/deep-neural-networks","display_name":"Deep neural networks","score":0.43087801337242126},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.21980345249176025},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.18745681643486023},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.1319715678691864},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.11570131778717041},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.10765239596366882}],"concepts":[{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.8868433237075806},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8337538242340088},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.7492479681968689},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.6601826548576355},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.568707287311554},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5327467918395996},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.5241908431053162},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5129129886627197},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.49185895919799805},{"id":"https://openalex.org/C82876162","wikidata":"https://www.wikidata.org/wiki/Q17096504","display_name":"Latency (audio)","level":2,"score":0.46228957176208496},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.44794347882270813},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.43087801337242126},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.21980345249176025},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.18745681643486023},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.1319715678691864},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.11570131778717041},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.10765239596366882}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/access.2021.3110291","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2021.3110291","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/09529202.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:d5feaf4a735441ee9438beb0b0b020f8","is_oa":true,"landing_page_url":"https://doaj.org/article/d5feaf4a735441ee9438beb0b0b020f8","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":"IEEE Access, Vol 9, Pp 125478-125495 (2021)","raw_type":"article"},{"id":"pmh:oai:riuma.uma.es:10630/33352","is_oa":true,"landing_page_url":"https://hdl.handle.net/10630/33352","pdf_url":null,"source":{"id":"https://openalex.org/S4306401385","display_name":"Repositorio Institucional de la Universidad de M\u00e1laga (University of M\u00e1laga)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I82767444","host_organization_name":"Universidad de M\u00e1laga","host_organization_lineage":["https://openalex.org/I82767444"],"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":"journal article"}],"best_oa_location":{"id":"doi:10.1109/access.2021.3110291","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2021.3110291","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/09529202.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1559373241","display_name":null,"funder_award_id":"PY20_00788","funder_id":"https://openalex.org/F4320335152","funder_display_name":"Agencia de Innovaci\u00f3n y Desarrollo de Andaluc\u00eda"},{"id":"https://openalex.org/G6815517160","display_name":null,"funder_award_id":"RT2018-099777-B-100","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"},{"id":"https://openalex.org/G8778571278","display_name":null,"funder_award_id":"UMA18FEDERJA-215","funder_id":"https://openalex.org/F4320311265","funder_display_name":"Universidad de M\u00e1laga"}],"funders":[{"id":"https://openalex.org/F4320311265","display_name":"Universidad de M\u00e1laga","ror":"https://ror.org/036b2ww28"},{"id":"https://openalex.org/F4320322930","display_name":"Ministerio de Ciencia e Innovaci\u00f3n","ror":"https://ror.org/034900433"},{"id":"https://openalex.org/F4320335152","display_name":"Agencia de Innovaci\u00f3n y Desarrollo de Andaluc\u00eda","ror":"https://ror.org/02yp53r73"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3197058733.pdf","grobid_xml":"https://content.openalex.org/works/W3197058733.grobid-xml"},"referenced_works_count":37,"referenced_works":["https://openalex.org/W1986678144","https://openalex.org/W2131715540","https://openalex.org/W2251418013","https://openalex.org/W2610135452","https://openalex.org/W2618530766","https://openalex.org/W2772043392","https://openalex.org/W2791222159","https://openalex.org/W2791370836","https://openalex.org/W2791957585","https://openalex.org/W2805382906","https://openalex.org/W2886167065","https://openalex.org/W2893989659","https://openalex.org/W2910096450","https://openalex.org/W2912185124","https://openalex.org/W2912654452","https://openalex.org/W2920031528","https://openalex.org/W2962677625","https://openalex.org/W2962883027","https://openalex.org/W2970971581","https://openalex.org/W2980856918","https://openalex.org/W2985020236","https://openalex.org/W2989223447","https://openalex.org/W2999777856","https://openalex.org/W3012154030","https://openalex.org/W3047565185","https://openalex.org/W3093589362","https://openalex.org/W3114058821","https://openalex.org/W3117031630","https://openalex.org/W3118608800","https://openalex.org/W3175943597","https://openalex.org/W3191253450","https://openalex.org/W3216819129","https://openalex.org/W4295312788","https://openalex.org/W6766978945","https://openalex.org/W6783998831","https://openalex.org/W6787972765","https://openalex.org/W6788102568"],"related_works":["https://openalex.org/W4390608645","https://openalex.org/W4394895745","https://openalex.org/W4247566972","https://openalex.org/W2960264696","https://openalex.org/W3090563135","https://openalex.org/W2497432351","https://openalex.org/W4206777497","https://openalex.org/W2910064364","https://openalex.org/W4200136508","https://openalex.org/W2499527417"],"abstract_inverted_index":{"The":[0],"Internet":[1],"of":[2,73,109,122],"Things":[3],"(IoT)":[4],"is":[5,34],"constantly":[6],"growing,":[7],"generating":[8],"an":[9,35],"uninterrupted":[10],"data":[11,49],"stream":[12],"pipeline":[13],"to":[14,103,130,175],"monitor":[15],"physical":[16],"world":[17],"information.":[18],"Hence,":[19],"Artificial":[20],"Intelligence":[21],"(AI)":[22],"continuously":[23],"evolves,":[24],"improving":[25],"life":[26],"quality":[27],"and":[28,30,45,88,107,144,164],"business":[29],"academic":[31],"activities.":[32],"Kafka-ML":[33,101,158],"open-source":[36],"framework":[37,67,102],"that":[38,157],"focuses":[39],"on":[40,76],"managing":[41],"Machine":[42],"Learning":[43],"(ML)":[44],"AI":[46],"pipelines":[47],"through":[48],"streams":[50],"in":[51,62,126,150],"production":[52],"scenarios.":[53,154],"Consequently,":[54],"it":[55],"facilitates":[56],"Deep":[57],"Neural":[58],"Network":[59],"(DNN)":[60],"deployments":[61],"real-world":[63],"applications.":[64],"However,":[65],"this":[66,95],"does":[68],"not":[69],"consider":[70],"the":[71,77,86,105,113,120,127,146,171],"distribution":[72],"DNN":[74,81,111],"models":[75,169],"Cloud-to-Things":[78,114,128,153,172],"Continuum.":[79,115],"Distributed":[80,110],"significantly":[82,160],"reduces":[83],"latency,":[84],"allocating":[85],"computational":[87],"network":[89],"load":[90],"between":[91],"different":[92,152],"infrastructures.":[93],"In":[94],"work,":[96],"we":[97,117],"have":[98,118,137],"extended":[99],"our":[100],"support":[104],"management":[106],"deployment":[108],"throughout":[112,170],"Moreover,":[116],"considered":[119],"possibility":[121],"including":[123],"early":[124],"exits":[125],"layers":[129],"provide":[131],"immediate":[132],"responses":[133],"upon":[134],"predictions.":[135],"We":[136],"evaluated":[138],"these":[139],"new":[140],"features":[141],"by":[142,166],"adapting":[143],"deploying":[145],"DDN":[147,168],"model":[148],"AlexNet":[149],"three":[151],"Experiments":[155],"demonstrate":[156],"can":[159],"improve":[161],"response":[162],"time":[163],"throughput":[165],"distributing":[167],"Continuum,":[173],"compared":[174],"a":[176],"Cloud-only":[177],"deployment.":[178]},"counts_by_year":[{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":1}],"updated_date":"2026-08-21T09:56:20.448147","created_date":"2025-10-10T00:00:00"}
