{"id":"https://openalex.org/W4313563644","doi":"https://doi.org/10.1145/3551349.3559495","title":"A Drift Handling Approach for Self-Adaptive ML Software in Scalable Industrial Processes","display_name":"A Drift Handling Approach for Self-Adaptive ML Software in Scalable Industrial Processes","publication_year":2022,"publication_date":"2022-10-10","ids":{"openalex":"https://openalex.org/W4313563644","doi":"https://doi.org/10.1145/3551349.3559495"},"language":"en","primary_location":{"id":"doi:10.1145/3551349.3559495","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3551349.3559495","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3551349.3559495","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 37th IEEE/ACM International Conference on Automated Software Engineering","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3551349.3559495","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5024836775","display_name":"Firas Bayram","orcid":"https://orcid.org/0000-0003-0683-2783"},"institutions":[{"id":"https://openalex.org/I43968019","display_name":"Karlstad University","ror":"https://ror.org/05s754026","country_code":"SE","type":"education","lineage":["https://openalex.org/I43968019"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Firas Bayram","raw_affiliation_strings":["Department of Mathematics and Computer Science, Karlstad University, Sweden, Sweden"],"raw_orcid":"https://orcid.org/0000-0003-0683-2783","affiliations":[{"raw_affiliation_string":"Department of Mathematics and Computer Science, Karlstad University, Sweden, Sweden","institution_ids":["https://openalex.org/I43968019"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031391282","display_name":"Bestoun S. Ahmed","orcid":"https://orcid.org/0000-0001-9051-7609"},"institutions":[{"id":"https://openalex.org/I43968019","display_name":"Karlstad University","ror":"https://ror.org/05s754026","country_code":"SE","type":"education","lineage":["https://openalex.org/I43968019"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Bestoun S. Ahmed","raw_affiliation_strings":["Department of Mathematics and Computer Science, Karlstad University, Sweden, Sweden"],"raw_orcid":"https://orcid.org/0000-0001-9051-7609","affiliations":[{"raw_affiliation_string":"Department of Mathematics and Computer Science, Karlstad University, Sweden, Sweden","institution_ids":["https://openalex.org/I43968019"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082756385","display_name":"Erik Hallin","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Erik Hallin","raw_affiliation_strings":["Uddeholms AB, Uvedsv\u00e4gen, Hagfors, 683 33, V\u00e4rmlands l\u00e4n, Sweden, Sweden"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Uddeholms AB, Uvedsv\u00e4gen, Hagfors, 683 33, V\u00e4rmlands l\u00e4n, Sweden, Sweden","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064808748","display_name":"Anton Engman","orcid":"https://orcid.org/0009-0007-5403-0108"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Anton Engman","raw_affiliation_strings":["Uddeholms AB, Uvedsv\u00e4gen, Hagfors, 683 33, V\u00e4rmlands l\u00e4n, Sweden, Sweden"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Uddeholms AB, Uvedsv\u00e4gen, Hagfors, 683 33, V\u00e4rmlands l\u00e4n, Sweden, Sweden","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.506,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.65999961,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9958000183105469,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9958000183105469,"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/T10876","display_name":"Fault Detection and Control Systems","score":0.9783999919891357,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9757000207901001,"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/adaptability","display_name":"Adaptability","score":0.7974908351898193},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.7415886521339417},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.671345591545105},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.6026064157485962},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5210654139518738},{"id":"https://openalex.org/keywords/weighting","display_name":"Weighting","score":0.5060335993766785},{"id":"https://openalex.org/keywords/software-system","display_name":"Software system","score":0.484304815530777},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.13087448477745056}],"concepts":[{"id":"https://openalex.org/C177606310","wikidata":"https://www.wikidata.org/wiki/Q5674297","display_name":"Adaptability","level":2,"score":0.7974908351898193},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.7415886521339417},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.671345591545105},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.6026064157485962},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5210654139518738},{"id":"https://openalex.org/C183115368","wikidata":"https://www.wikidata.org/wiki/Q856577","display_name":"Weighting","level":2,"score":0.5060335993766785},{"id":"https://openalex.org/C149091818","wikidata":"https://www.wikidata.org/wiki/Q2429814","display_name":"Software system","level":3,"score":0.484304815530777},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.13087448477745056},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3551349.3559495","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3551349.3559495","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3551349.3559495","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 37th IEEE/ACM International Conference on Automated Software Engineering","raw_type":"proceedings-article"},{"id":"pmh:oai:DiVA.org:kau-93618","is_oa":true,"landing_page_url":"http://urn.kb.se/resolve?urn=urn:nbn:se:kau:diva-93618","pdf_url":null,"source":{"id":"https://openalex.org/S4306402133","display_name":"Digitala vetenskapliga arkivet (Diva) (Karlstad University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I43968019","host_organization_name":"Karlstad University","host_organization_lineage":["https://openalex.org/I43968019"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"doi:10.1145/3551349.3559495","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3551349.3559495","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3551349.3559495","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 37th IEEE/ACM International Conference on Automated Software Engineering","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.5,"id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4313563644.pdf","grobid_xml":"https://content.openalex.org/works/W4313563644.grobid-xml"},"referenced_works_count":12,"referenced_works":["https://openalex.org/W1493730910","https://openalex.org/W2062291443","https://openalex.org/W2249161032","https://openalex.org/W2295598076","https://openalex.org/W2752032793","https://openalex.org/W2944264045","https://openalex.org/W2996510345","https://openalex.org/W3090382853","https://openalex.org/W3210161776","https://openalex.org/W4220851938","https://openalex.org/W4308643025","https://openalex.org/W4318471063"],"related_works":["https://openalex.org/W2357124094","https://openalex.org/W2387399993","https://openalex.org/W2389739210","https://openalex.org/W2348924972","https://openalex.org/W2365736347","https://openalex.org/W2047454415","https://openalex.org/W351285018","https://openalex.org/W2016108640","https://openalex.org/W2082966816","https://openalex.org/W2367207301"],"abstract_inverted_index":{"Most":[0],"industrial":[1],"processes":[2],"in":[3,145],"real-world":[4],"manufacturing":[5],"applications":[6],"are":[7],"characterized":[8],"by":[9,150],"the":[10,26,42,52,64,75,79,87,91,95,121,132,136,143,152,156],"scalability":[11],"property,":[12],"which":[13],"requires":[14],"an":[15,34,102],"automated":[16,103],"strategy":[17],"to":[18,25,68,85,119,128],"self-adapt":[19],"machine":[20],"learning":[21],"(ML)":[22],"software":[23,82,96,147],"systems":[24],"new":[27,70,76,126],"conditions.":[28],"In":[29],"this":[30],"paper,":[31],"we":[32,100],"investigate":[33],"Electroslag":[35],"Remelting":[36],"(ESR)":[37],"use":[38,48],"case":[39,49],"process":[40],"from":[41],"Uddeholms":[43],"AB":[44],"steel":[45],"company.":[46],"The":[47,116,139],"involves":[50],"predicting":[51],"minimum":[53],"pressure":[54],"value":[55],"for":[56],"a":[57,109,125],"vacuum":[58],"pumping":[59],"event.":[60],"Taking":[61],"into":[62],"account":[63],"long":[65],"time":[66],"required":[67],"collect":[69],"records":[71],"and":[72,89,104,130],"efficiently":[73],"integrate":[74],"machines":[77],"with":[78],"built":[80],"ML":[81,137,146],"system.":[83],"Additionally,":[84],"accommodate":[86],"changes":[88],"satisfy":[90],"non-functional":[92],"requirement":[93],"of":[94,123,135],"system,":[97],"namely":[98],"adaptability,":[99],"propose":[101],"adaptive":[105],"approach":[106,154],"based":[107],"on":[108],"drift":[110],"handling":[111],"technique":[112],"called":[113],"importance":[114],"weighting.":[115],"aim":[117],"is":[118],"address":[120],"problem":[122],"adding":[124],"furnace":[127],"production":[129],"enable":[131],"adaptability":[133],"attribute":[134],"software.":[138],"overall":[140],"results":[141],"demonstrate":[142],"improvements":[144],"performance":[148],"achieved":[149],"implementing":[151],"proposed":[153],"over":[155],"classical":[157],"non-adaptive":[158],"approach.":[159]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2}],"updated_date":"2026-07-30T17:31:21.811387","created_date":"2025-10-10T00:00:00"}
