{"id":"https://openalex.org/W4404860201","doi":"https://doi.org/10.1007/s10723-024-09785-z","title":"Adapting to Changes: A Novel Framework for Continual Machine Learning in Industrial Applications","display_name":"Adapting to Changes: A Novel Framework for Continual Machine Learning in Industrial Applications","publication_year":2024,"publication_date":"2024-11-29","ids":{"openalex":"https://openalex.org/W4404860201","doi":"https://doi.org/10.1007/s10723-024-09785-z"},"language":"en","primary_location":{"id":"doi:10.1007/s10723-024-09785-z","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10723-024-09785-z","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10723-024-09785-z.pdf","source":{"id":"https://openalex.org/S140218187","display_name":"Journal of Grid Computing","issn_l":"1570-7873","issn":["1570-7873","1572-9184"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Grid Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10723-024-09785-z.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5038933219","display_name":"Jibinraj Antony","orcid":"https://orcid.org/0000-0003-1982-9946"},"institutions":[{"id":"https://openalex.org/I33256026","display_name":"German Research Centre for Artificial Intelligence","ror":"https://ror.org/01ayc5b57","country_code":"DE","type":"funder","lineage":["https://openalex.org/I33256026"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Jibinraj Antony","raw_affiliation_strings":["German Research Center for Artificial Intelligence (DFKI), Trippstadter Str. 122, 67663, Kaiserslautern, Germany"],"raw_orcid":"https://orcid.org/0000-0003-1982-9946","affiliations":[{"raw_affiliation_string":"German Research Center for Artificial Intelligence (DFKI), Trippstadter Str. 122, 67663, Kaiserslautern, Germany","institution_ids":["https://openalex.org/I33256026"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114886159","display_name":"Dorotea Jalu\u0161i\u0107","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Dorotea Jalu\u0161i\u0107","raw_affiliation_strings":["Ascalia Ltd., Trate 16, 40000, \u010cakovec, Croatia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ascalia Ltd., Trate 16, 40000, \u010cakovec, Croatia","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001575202","display_name":"Simon Bergweiler","orcid":"https://orcid.org/0000-0003-0383-8338"},"institutions":[{"id":"https://openalex.org/I33256026","display_name":"German Research Centre for Artificial Intelligence","ror":"https://ror.org/01ayc5b57","country_code":"DE","type":"funder","lineage":["https://openalex.org/I33256026"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Simon Bergweiler","raw_affiliation_strings":["German Research Center for Artificial Intelligence (DFKI), Trippstadter Str. 122, 67663, Kaiserslautern, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"German Research Center for Artificial Intelligence (DFKI), Trippstadter Str. 122, 67663, Kaiserslautern, Germany","institution_ids":["https://openalex.org/I33256026"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009501442","display_name":"\u00c1kos Hajnal","orcid":"https://orcid.org/0000-0001-6410-8895"},"institutions":[{"id":"https://openalex.org/I103356709","display_name":"Obuda University","ror":"https://ror.org/00ax71d21","country_code":"HU","type":"education","lineage":["https://openalex.org/I103356709"]},{"id":"https://openalex.org/I4210117195","display_name":"HUN-REN Institute for Computer Science and Control","ror":"https://ror.org/0249v7n71","country_code":"HU","type":"facility","lineage":["https://openalex.org/I4210117195","https://openalex.org/I4387152226"]},{"id":"https://openalex.org/I4387152226","display_name":"Hungarian Research Network","ror":"https://ror.org/04w6pnc49","country_code":"HU","type":"other","lineage":["https://openalex.org/I4387152226"]}],"countries":["HU"],"is_corresponding":false,"raw_author_name":"\u00c1kos Hajnal","raw_affiliation_strings":["John Von Neumann Faculty of Informatics, Obuda University, Budapest, Hungary","Laboratory of Parallel and Distributed Systems, Institute for Computer Science and Control, Hungarian Research Network, Budapest, Hungary"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"John Von Neumann Faculty of Informatics, Obuda University, Budapest, Hungary","institution_ids":["https://openalex.org/I103356709"]},{"raw_affiliation_string":"Laboratory of Parallel and Distributed Systems, Institute for Computer Science and Control, Hungarian Research Network, Budapest, Hungary","institution_ids":["https://openalex.org/I4387152226","https://openalex.org/I4210117195"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114886160","display_name":"Veronika \u017dlabravec","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Veronika \u017dlabravec","raw_affiliation_strings":["Ascalia Ltd., Trate 16, 40000, \u010cakovec, Croatia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ascalia Ltd., Trate 16, 40000, \u010cakovec, Croatia","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044251507","display_name":"M\u00e1rk Em\u0151di","orcid":"https://orcid.org/0000-0002-8787-7993"},"institutions":[{"id":"https://openalex.org/I103356709","display_name":"Obuda University","ror":"https://ror.org/00ax71d21","country_code":"HU","type":"education","lineage":["https://openalex.org/I103356709"]},{"id":"https://openalex.org/I4210117195","display_name":"HUN-REN Institute for Computer Science and Control","ror":"https://ror.org/0249v7n71","country_code":"HU","type":"facility","lineage":["https://openalex.org/I4210117195","https://openalex.org/I4387152226"]},{"id":"https://openalex.org/I4387152226","display_name":"Hungarian Research Network","ror":"https://ror.org/04w6pnc49","country_code":"HU","type":"other","lineage":["https://openalex.org/I4387152226"]}],"countries":["HU"],"is_corresponding":false,"raw_author_name":"M\u00e1rk Em\u0151di","raw_affiliation_strings":["John Von Neumann Faculty of Informatics, Obuda University, Budapest, Hungary","Laboratory of Parallel and Distributed Systems, Institute for Computer Science and Control, Hungarian Research Network, Budapest, Hungary"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"John Von Neumann Faculty of Informatics, Obuda University, Budapest, Hungary","institution_ids":["https://openalex.org/I103356709"]},{"raw_affiliation_string":"Laboratory of Parallel and Distributed Systems, Institute for Computer Science and Control, Hungarian Research Network, Budapest, Hungary","institution_ids":["https://openalex.org/I4387152226","https://openalex.org/I4210117195"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114886161","display_name":"Dejan Strbad","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Dejan Strbad","raw_affiliation_strings":["Ascalia Ltd., Trate 16, 40000, \u010cakovec, Croatia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ascalia Ltd., Trate 16, 40000, \u010cakovec, Croatia","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058225688","display_name":"Tatjana Legler","orcid":"https://orcid.org/0000-0002-7297-0845"},"institutions":[{"id":"https://openalex.org/I33256026","display_name":"German Research Centre for Artificial Intelligence","ror":"https://ror.org/01ayc5b57","country_code":"DE","type":"funder","lineage":["https://openalex.org/I33256026"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Tatjana Legler","raw_affiliation_strings":["German Research Center for Artificial Intelligence (DFKI), Trippstadter Str. 122, 67663, Kaiserslautern, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"German Research Center for Artificial Intelligence (DFKI), Trippstadter Str. 122, 67663, Kaiserslautern, Germany","institution_ids":["https://openalex.org/I33256026"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003621805","display_name":"Attila Csaba Marosi","orcid":"https://orcid.org/0000-0001-9105-6816"},"institutions":[{"id":"https://openalex.org/I4210117195","display_name":"HUN-REN Institute for Computer Science and Control","ror":"https://ror.org/0249v7n71","country_code":"HU","type":"facility","lineage":["https://openalex.org/I4210117195","https://openalex.org/I4387152226"]},{"id":"https://openalex.org/I4387152226","display_name":"Hungarian Research Network","ror":"https://ror.org/04w6pnc49","country_code":"HU","type":"other","lineage":["https://openalex.org/I4387152226"]}],"countries":["HU"],"is_corresponding":false,"raw_author_name":"Attila Csaba Marosi","raw_affiliation_strings":["Laboratory of Parallel and Distributed Systems, Institute for Computer Science and Control, Hungarian Research Network, Budapest, Hungary"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory of Parallel and Distributed Systems, Institute for Computer Science and Control, Hungarian Research Network, Budapest, Hungary","institution_ids":["https://openalex.org/I4387152226","https://openalex.org/I4210117195"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5038933219"],"corresponding_institution_ids":["https://openalex.org/I33256026"],"apc_list":{"value":2490,"currency":"EUR","value_usd":3090},"apc_paid":{"value":2490,"currency":"EUR","value_usd":3090},"fwci":4.1677,"has_fulltext":true,"cited_by_count":15,"citation_normalized_percentile":{"value":0.94851065,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"22","issue":"4","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9995999932289124,"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"}},"topics":[{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9995999932289124,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9987999796867371,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9952999949455261,"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/computer-science","display_name":"Computer science","score":0.7979961633682251},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.48875904083251953},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4747217893600464},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3688880205154419}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7979961633682251},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.48875904083251953},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4747217893600464},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3688880205154419}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s10723-024-09785-z","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10723-024-09785-z","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10723-024-09785-z.pdf","source":{"id":"https://openalex.org/S140218187","display_name":"Journal of Grid Computing","issn_l":"1570-7873","issn":["1570-7873","1572-9184"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Grid Computing","raw_type":"journal-article"},{"id":"pmh:oai:eprints.sztaki.hu:10817","is_oa":true,"landing_page_url":"https://eprints.sztaki.hu/10817/","pdf_url":"https://eprints.sztaki.hu/10817/1/Antony_1_35612668_ny.pdf","source":{"id":"https://openalex.org/S4306401907","display_name":"SZTAKI Publication Repository (Hungarian Academy of Sciences)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I7597260","host_organization_name":"Hungarian Academy of Sciences","host_organization_lineage":["https://openalex.org/I7597260"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"}],"best_oa_location":{"id":"doi:10.1007/s10723-024-09785-z","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10723-024-09785-z","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10723-024-09785-z.pdf","source":{"id":"https://openalex.org/S140218187","display_name":"Journal of Grid Computing","issn_l":"1570-7873","issn":["1570-7873","1572-9184"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Grid Computing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5297915231","display_name":null,"funder_award_id":"952071","funder_id":"https://openalex.org/F4320335254","funder_display_name":"Horizon 2020"}],"funders":[{"id":"https://openalex.org/F4320335254","display_name":"Horizon 2020","ror":null}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4404860201.pdf"},"referenced_works_count":58,"referenced_works":["https://openalex.org/W1505456515","https://openalex.org/W1642701485","https://openalex.org/W1682403713","https://openalex.org/W1999393241","https://openalex.org/W2060277733","https://openalex.org/W2129723167","https://openalex.org/W2140164381","https://openalex.org/W2142187017","https://openalex.org/W2143386621","https://openalex.org/W2143991132","https://openalex.org/W2289463038","https://openalex.org/W2401932923","https://openalex.org/W2474280151","https://openalex.org/W2587703207","https://openalex.org/W2738724892","https://openalex.org/W2788388592","https://openalex.org/W2803881474","https://openalex.org/W2888844977","https://openalex.org/W2898017895","https://openalex.org/W2920051564","https://openalex.org/W2953121811","https://openalex.org/W2990346675","https://openalex.org/W2997177758","https://openalex.org/W3021931813","https://openalex.org/W3033676263","https://openalex.org/W3034911677","https://openalex.org/W3048382358","https://openalex.org/W3102438316","https://openalex.org/W3130320103","https://openalex.org/W3138136049","https://openalex.org/W3173681440","https://openalex.org/W3184046586","https://openalex.org/W3189152754","https://openalex.org/W3199070602","https://openalex.org/W4200578169","https://openalex.org/W4224216871","https://openalex.org/W4226060146","https://openalex.org/W4229459722","https://openalex.org/W4241331248","https://openalex.org/W4242264894","https://openalex.org/W4245895156","https://openalex.org/W4248979535","https://openalex.org/W4283399573","https://openalex.org/W4285111245","https://openalex.org/W4285815848","https://openalex.org/W4291823754","https://openalex.org/W4302403428","https://openalex.org/W4319049883","https://openalex.org/W4319988532","https://openalex.org/W4360995249","https://openalex.org/W4362496337","https://openalex.org/W4383744937","https://openalex.org/W4385730425","https://openalex.org/W4387772448","https://openalex.org/W4390819983","https://openalex.org/W6601120366","https://openalex.org/W6741087337","https://openalex.org/W6929351895"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"This":[0,221],"paper":[1],"is":[2,97,106,208,224],"dedicated":[3],"to":[4,62,123,189,194],"solving":[5],"the":[6,31,58,66,142,153,195,230],"problem":[7],"of":[8,60,80,101,197],"concept":[9,179],"drift":[10],"in":[11,45,65,72,108,226,229],"industrial":[12,47],"plants":[13],"using":[14],"artificial":[15],"intelligence":[16],"methods.":[17],"For":[18],"this":[19,151],"purpose,":[20],"methodological":[21],"approaches":[22,176],"and":[23,27,49,86,162,165,175,180,185,217,237],"procedures":[24],"are":[25,70,129],"considered":[26],"analyzed.":[28],"Based":[29],"on":[30,159,215],"findings,":[32],"reference":[33,210,222],"architectures":[34],"were":[35],"developed":[36],"at":[37],"different":[38],"abstraction":[39],"levels":[40],"that":[41,212],"can":[42,213],"be":[43,190],"used":[44],"an":[46],"environment":[48],"enable":[50],"continuous":[51,90,127],"machine":[52,55,81,103],"learning.":[53],"Continuous":[54],"learning":[56,82,104],"offers":[57],"possibility":[59],"adapting":[61],"dynamic":[63],"changes":[64],"production":[67,232],"environment,":[68],"which":[69,192],"reflected":[71],"constantly":[73],"changing":[74,124],"data":[75,144,181],"sets.":[76],"Through":[77],"a":[78,84,169,199,209],"combination":[79],"techniques,":[83],"novel":[85],"practical":[87,134],"framework":[88],"for":[89,177],"learning,":[91,96],"also":[92],"known":[93],"as":[94,141],"lifelong":[95],"presented.":[98],"The":[99,206],"integration":[100],"problem-focused":[102],"methods":[105,174],"advancing":[107],"production,":[109],"e.g.,":[110],"predictive":[111],"maintenance,":[112],"process":[113],"optimization":[114],"or":[115,120],"fault":[116],"detection.":[117],"Thereby,":[118],"fully":[119],"semi-automated":[121],"adaptations":[122],"environments":[125],"requiring":[126],"improvements":[128],"less":[130],"often":[131,137],"explored,":[132],"although":[133],"use":[135],"cases":[136],"require":[138],"adaptive":[139],"capabilities":[140],"physical":[143],"distribution":[145],"may":[146],"change":[147],"over":[148],"time.":[149],"In":[150],"paper,":[152],"application":[154,228],"was":[155],"continuously":[156],"improved":[157],"based":[158],"case":[160],"studies":[161],"empirical":[163],"results,":[164],"finally":[166],"validated":[167,225],"with":[168],"quality":[170],"assurance":[171],"application.":[172],"Various":[173],"detecting":[178],"deviations,":[182],"retraining,":[183],"packaging":[184],"model":[186],"updating":[187],"had":[188],"investigated,":[191],"led":[193],"question":[196],"what":[198],"real":[200],"industry-oriented":[201],"implementation":[202],"could":[203],"look":[204],"like.":[205],"result":[207],"architecture":[211,223],"run":[214],"cloud":[216],"edge":[218],"computing":[219],"resources.":[220],"real-world":[227],"parquet":[231],"sector,":[233],"proving":[234],"its":[235],"feasibility":[236],"efficiency.":[238]},"counts_by_year":[{"year":2026,"cited_by_count":9},{"year":2025,"cited_by_count":6}],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2025-10-10T00:00:00"}
