{"id":"https://openalex.org/W3137786642","doi":"https://doi.org/10.1109/bigdata50022.2020.9378290","title":"Conception of a Reference Architecture for Machine Learning in the Process Industry","display_name":"Conception of a Reference Architecture for Machine Learning in the Process Industry","publication_year":2020,"publication_date":"2020-12-10","ids":{"openalex":"https://openalex.org/W3137786642","doi":"https://doi.org/10.1109/bigdata50022.2020.9378290","mag":"3137786642"},"language":"en","primary_location":{"id":"doi:10.1109/bigdata50022.2020.9378290","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata50022.2020.9378290","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE International Conference on Big Data (Big Data)","raw_type":"proceedings-article"},"type":"article","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/A5006116302","display_name":"Ren\u00e9 W\u00f6stmann","orcid":"https://orcid.org/0000-0001-5412-8075"},"institutions":[{"id":"https://openalex.org/I4210091896","display_name":"Institut f\u00fcr Forschung und Transfer","ror":"https://ror.org/00dq07t65","country_code":"DE","type":"other","lineage":["https://openalex.org/I4210091896"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Rene Wostmann","raw_affiliation_strings":["Production Systems, RIF Institute of Research and Transfer e. V., Dortmund, Germany"],"affiliations":[{"raw_affiliation_string":"Production Systems, RIF Institute of Research and Transfer e. V., Dortmund, Germany","institution_ids":["https://openalex.org/I4210091896"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052844915","display_name":"P. Schlunder","orcid":"https://orcid.org/0000-0001-9130-3231"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Philipp Schlunder","raw_affiliation_strings":["Research Department, RapidMiner GmbH, Dortmund, Germany"],"affiliations":[{"raw_affiliation_string":"Research Department, RapidMiner GmbH, Dortmund, Germany","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108274158","display_name":"F. Temme","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Fabian Temme","raw_affiliation_strings":["Research Department, RapidMiner GmbH, Dortmund, Germany"],"affiliations":[{"raw_affiliation_string":"Research Department, RapidMiner GmbH, Dortmund, Germany","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023081056","display_name":"Ralf Klinkenberg","orcid":"https://orcid.org/0000-0002-5387-9464"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ralf Klinkenberg","raw_affiliation_strings":["Research Department, RapidMiner GmbH, Dortmund, Germany"],"affiliations":[{"raw_affiliation_string":"Research Department, RapidMiner GmbH, Dortmund, Germany","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039700663","display_name":"Josef Kimberger","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Josef Kimberger","raw_affiliation_strings":["Industrial Performance, Bitburger Braugruppe GmbH, Bitburg, Germany"],"affiliations":[{"raw_affiliation_string":"Industrial Performance, Bitburger Braugruppe GmbH, Bitburg, Germany","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059288858","display_name":"Andrea Spichtinger","orcid":null},"institutions":[{"id":"https://openalex.org/I2799978770","display_name":"X-Fab (Germany)","ror":"https://ror.org/030bh9196","country_code":"DE","type":"company","lineage":["https://openalex.org/I2799978770"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Andrea Spichtinger","raw_affiliation_strings":["Data Science, Syskron X GmbH, Regensburg, Germany"],"affiliations":[{"raw_affiliation_string":"Data Science, Syskron X GmbH, Regensburg, Germany","institution_ids":["https://openalex.org/I2799978770"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039589600","display_name":"Markus Goldhacker","orcid":"https://orcid.org/0000-0002-4355-4017"},"institutions":[{"id":"https://openalex.org/I120163777","display_name":"Regensburg University of Applied Sciences","ror":"https://ror.org/04b9vrm74","country_code":"DE","type":"education","lineage":["https://openalex.org/I120163777"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Markus Goldhacker","raw_affiliation_strings":["Faculty of Mechanical Engineering/ Regensburg School of Digital Sciences, Ostbayerische Technische Hochschule Regensburg, Regensburg, Germany"],"affiliations":[{"raw_affiliation_string":"Faculty of Mechanical Engineering/ Regensburg School of Digital Sciences, Ostbayerische Technische Hochschule Regensburg, Regensburg, Germany","institution_ids":["https://openalex.org/I120163777"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5015077179","display_name":"Jochen Deuse","orcid":"https://orcid.org/0000-0003-4066-4357"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jochen Deuse","raw_affiliation_strings":["Centre for Advanced Manufacturing School of Mechanical and Mechatronic Engineering and Information Technology, University of Technology Sydney, Sydney, Australia"],"affiliations":[{"raw_affiliation_string":"Centre for Advanced Manufacturing School of Mechanical and Mechatronic Engineering and Information Technology, University of Technology Sydney, Sydney, Australia","institution_ids":["https://openalex.org/I114017466"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5006116302"],"corresponding_institution_ids":["https://openalex.org/I4210091896"],"apc_list":null,"apc_paid":null,"fwci":0.7133,"has_fulltext":false,"cited_by_count":16,"citation_normalized_percentile":{"value":0.78302616,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1726","last_page":"1735"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10763","display_name":"Digital Transformation in Industry","score":0.9954000115394592,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10763","display_name":"Digital Transformation in Industry","score":0.9954000115394592,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/T11741","display_name":"Flexible and Reconfigurable Manufacturing Systems","score":0.9799000024795532,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/T10876","display_name":"Fault Detection and Control Systems","score":0.9749000072479248,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6290716528892517},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.6264888644218445},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.6250128746032715},{"id":"https://openalex.org/keywords/reference-architecture","display_name":"Reference architecture","score":0.5280075073242188},{"id":"https://openalex.org/keywords/manufacturing-engineering","display_name":"Manufacturing engineering","score":0.4242820143699646},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.40850603580474854},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.28103548288345337},{"id":"https://openalex.org/keywords/software-architecture","display_name":"Software architecture","score":0.2025671899318695},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.10917779803276062}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6290716528892517},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.6264888644218445},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.6250128746032715},{"id":"https://openalex.org/C55356503","wikidata":"https://www.wikidata.org/wiki/Q2136675","display_name":"Reference architecture","level":4,"score":0.5280075073242188},{"id":"https://openalex.org/C117671659","wikidata":"https://www.wikidata.org/wiki/Q11049265","display_name":"Manufacturing engineering","level":1,"score":0.4242820143699646},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40850603580474854},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.28103548288345337},{"id":"https://openalex.org/C35869016","wikidata":"https://www.wikidata.org/wiki/Q846636","display_name":"Software architecture","level":3,"score":0.2025671899318695},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.10917779803276062},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bigdata50022.2020.9378290","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata50022.2020.9378290","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE International Conference on Big Data (Big Data)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.6600000262260437}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":62,"referenced_works":["https://openalex.org/W87068439","https://openalex.org/W159321140","https://openalex.org/W1523293200","https://openalex.org/W1528251861","https://openalex.org/W1555199703","https://openalex.org/W1635892993","https://openalex.org/W1832424106","https://openalex.org/W2055504431","https://openalex.org/W2067880415","https://openalex.org/W2086413597","https://openalex.org/W2086426699","https://openalex.org/W2135514714","https://openalex.org/W2291647668","https://openalex.org/W2296335794","https://openalex.org/W2336777832","https://openalex.org/W2402144811","https://openalex.org/W2470340151","https://openalex.org/W2472803348","https://openalex.org/W2491954320","https://openalex.org/W2542459869","https://openalex.org/W2572486951","https://openalex.org/W2612230305","https://openalex.org/W2619766615","https://openalex.org/W2626046334","https://openalex.org/W2731797287","https://openalex.org/W2749878196","https://openalex.org/W2754976703","https://openalex.org/W2759373267","https://openalex.org/W2761434131","https://openalex.org/W2765808006","https://openalex.org/W2766560686","https://openalex.org/W2790044399","https://openalex.org/W2790623212","https://openalex.org/W2800168970","https://openalex.org/W2888646426","https://openalex.org/W2894141061","https://openalex.org/W2894770842","https://openalex.org/W2912672771","https://openalex.org/W2917476775","https://openalex.org/W2939102276","https://openalex.org/W2942783212","https://openalex.org/W2953384591","https://openalex.org/W2971136000","https://openalex.org/W2972023276","https://openalex.org/W2983008824","https://openalex.org/W2996307556","https://openalex.org/W3026477858","https://openalex.org/W3145506661","https://openalex.org/W4206070770","https://openalex.org/W4232832171","https://openalex.org/W4234914823","https://openalex.org/W4239732769","https://openalex.org/W4323274357","https://openalex.org/W6631217308","https://openalex.org/W6697144307","https://openalex.org/W6713134421","https://openalex.org/W6731932164","https://openalex.org/W6745264696","https://openalex.org/W6750426371","https://openalex.org/W6759621020","https://openalex.org/W6778216424","https://openalex.org/W6922848877"],"related_works":["https://openalex.org/W1819952937","https://openalex.org/W1887934433","https://openalex.org/W2383828164","https://openalex.org/W396164270","https://openalex.org/W2127108126","https://openalex.org/W1981086836","https://openalex.org/W2382623646","https://openalex.org/W2364531466","https://openalex.org/W1590908780","https://openalex.org/W2389109342"],"abstract_inverted_index":{"The":[0,46,100],"increasing":[1,35],"global":[2],"competition":[3],"demands":[4],"continuous":[5],"optimization":[6],"of":[7,20,41,48,70,80],"products":[8],"and":[9,23,31,43,68,107],"processes":[10],"from":[11],"companies":[12,93],"in":[13,37,87,94,111],"the":[14,38,54,61,78,88,104,112],"process":[15,89,106],"industry.":[16,114],"Where":[17],"conventional":[18],"methods":[19],"Lean":[21],"Management":[22],"Six":[24],"Sigma":[25],"reach":[26,53],"their":[27,96],"limits,":[28],"new":[29],"opportunities":[30],"challenges":[32],"arise":[33],"through":[34],"connectivity":[36],"Industrial":[39],"Internet":[40],"Things":[42],"machine":[44,85],"learning.":[45],"majority":[47],"industrial":[49],"projects":[50],"do":[51],"not":[52,73],"deployment":[55,67],"or":[56],"are":[57,72],"isolated":[58],"solutions,":[59],"as":[60],"structures":[62],"for":[63,84],"data":[64],"integration,":[65],"training,":[66],"maintenance":[69],"models":[71],"established.":[74],"This":[75],"paper":[76],"presents":[77],"conception":[79],"a":[81],"reference":[82],"architecture":[83],"learning":[86],"industry":[90],"to":[91],"support":[92],"implementing":[95],"own":[97],"specific":[98],"structures.":[99],"focus":[101],"is":[102],"on":[103],"development":[105],"an":[108],"exemplary":[109],"implementation":[110],"brewing":[113]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":7},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}