{"id":"https://openalex.org/W6931002327","doi":"https://doi.org/10.5281/zenodo.14722767","title":"Bridging the Gap Between MLOps and RLOps: An Industry 4.0 Case Study on Architectural Design Decisions in Practice: Replication Package","display_name":"Bridging the Gap Between MLOps and RLOps: An Industry 4.0 Case Study on Architectural Design Decisions in Practice: Replication Package","publication_year":2025,"publication_date":"2025-01-23","ids":{"openalex":"https://openalex.org/W6931002327","doi":"https://doi.org/10.5281/zenodo.14722767"},"language":"en","primary_location":{"id":"doi:10.5281/zenodo.14722767","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.14722767","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"dataset"},"type":"dataset","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.5281/zenodo.14722767","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Warnett, Stephen John","orcid":"https://orcid.org/0000-0003-0650-0981"},"institutions":[{"id":"https://openalex.org/I129774422","display_name":"University of Vienna","ror":"https://ror.org/03prydq77","country_code":"AT","type":"education","lineage":["https://openalex.org/I129774422"]}],"countries":["AT"],"is_corresponding":true,"raw_author_name":"Warnett, Stephen John","raw_affiliation_strings":["University of Vienna"],"affiliations":[{"raw_affiliation_string":"University of Vienna","institution_ids":["https://openalex.org/I129774422"]}]},{"author_position":"last","author":{"id":null,"display_name":"Zdun, Uwe","orcid":"https://orcid.org/0000-0002-6233-2591"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zdun, Uwe","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I129774422"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":true,"primary_topic":null,"topics":[],"keywords":[{"id":"https://openalex.org/keywords/bridging","display_name":"Bridging (networking)","score":0.7283999919891357},{"id":"https://openalex.org/keywords/workflow","display_name":"Workflow","score":0.6678000092506409},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.5564000010490417},{"id":"https://openalex.org/keywords/bridge","display_name":"Bridge (graph theory)","score":0.46299999952316284},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.4593999981880188},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.41670000553131104},{"id":"https://openalex.org/keywords/replication","display_name":"Replication (statistics)","score":0.4049000144004822},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.39750000834465027}],"concepts":[{"id":"https://openalex.org/C174348530","wikidata":"https://www.wikidata.org/wiki/Q188635","display_name":"Bridging (networking)","level":2,"score":0.7283999919891357},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.6678000092506409},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.5564000010490417},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5347999930381775},{"id":"https://openalex.org/C100776233","wikidata":"https://www.wikidata.org/wiki/Q2532492","display_name":"Bridge (graph theory)","level":2,"score":0.46299999952316284},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.4593999981880188},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.45840001106262207},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.41670000553131104},{"id":"https://openalex.org/C12590798","wikidata":"https://www.wikidata.org/wiki/Q3933199","display_name":"Replication (statistics)","level":2,"score":0.4049000144004822},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.39750000834465027},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.37709999084472656},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3587999939918518},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3124000132083893},{"id":"https://openalex.org/C72280835","wikidata":"https://www.wikidata.org/wiki/Q635346","display_name":"Architectural pattern","level":5,"score":0.28850001096725464},{"id":"https://openalex.org/C66862320","wikidata":"https://www.wikidata.org/wiki/Q842017","display_name":"Building information modeling","level":3,"score":0.2856999933719635},{"id":"https://openalex.org/C147494362","wikidata":"https://www.wikidata.org/wiki/Q2078905","display_name":"Troubleshooting","level":2,"score":0.28299999237060547},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.2766000032424927},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.27559998631477356},{"id":"https://openalex.org/C192328126","wikidata":"https://www.wikidata.org/wiki/Q4514647","display_name":"Schematic","level":2,"score":0.27489998936653137},{"id":"https://openalex.org/C94124525","wikidata":"https://www.wikidata.org/wiki/Q912550","display_name":"Categorization","level":2,"score":0.27300000190734863},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.262800008058548},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.258899986743927},{"id":"https://openalex.org/C207685749","wikidata":"https://www.wikidata.org/wiki/Q2088941","display_name":"Domain knowledge","level":2,"score":0.25870001316070557},{"id":"https://openalex.org/C53619493","wikidata":"https://www.wikidata.org/wiki/Q4787093","display_name":"Architecture framework","level":3,"score":0.25279998779296875},{"id":"https://openalex.org/C2780103759","wikidata":"https://www.wikidata.org/wiki/Q5264375","display_name":"Design science","level":2,"score":0.2524999976158142}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.5281/zenodo.14722767","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.14722767","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"dataset"}],"best_oa_location":{"id":"doi:10.5281/zenodo.14722767","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.14722767","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"dataset"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.6492812037467957}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Title:":[0],"Bridging":[1],"the":[2,30,35,39,58,85,109,203,215],"Gap":[3,40],"Between":[4,41],"MLOps":[5,42,113,206,218],"and":[6,43,104,126,131,174,177,187,207,221,225],"RLOps:":[7,44],"An":[8,45],"Industry":[9,46,61],"4.0":[10,47,62],"Case":[11,48],"Study":[12,49],"on":[13,50,140,161],"Architectural":[14,51,184],"Design":[15,52,185],"Decisions":[16,53,186],"in":[17,54,81,102],"Practice:":[18],"Replication":[19],"Package":[20],"Authors:":[21],"Stephen":[22],"John":[23],"Warnett;":[24],"Uwe":[25],"Zdun":[26],"About:":[27],"This":[28],"is":[29,145],"replication":[31],"package":[32],"artefact":[33],"for":[34,77,227],"paper":[36],"entitled":[37],"\"Bridging":[38],"Practice\".Paper":[55],"Abstract:":[56],"In":[57],"domain":[59],"of":[60,87,167,217],"Cyber-Physical":[63],"Production":[64],"Systems":[65],"(CPPSs),":[66],"Reinforcement":[67],"Learning":[68,89,107],"(RL)":[69],"has":[70,92],"gained":[71],"momentum":[72],"as":[73,95,142,171],"an":[74,154],"effective":[75],"strategy":[76],"training":[78],"intelligent":[79],"agents":[80],"digital":[82],"twins.":[83],"Whilst":[84],"practice":[86],"Machine":[88,106],"Operations":[90],"(MLOps)":[91],"become":[93],"established":[94],"a":[96,143,162],"holistic":[97],"approach":[98],"to":[99,111,117,121,181,219],"automating":[100],"workflows":[101],"supervised":[103],"unsupervised":[105],"(ML),":[108],"extent":[110],"which":[112],"practices":[114],"are":[115,134],"applicable":[116],"RL,":[118],"particularly":[119],"due":[120],"major":[122],"differences":[123],"between":[124,205],"ML":[125],"RL":[127,220],"concerning":[128],"model":[129,132],"deployment":[130],"training,":[133],"not":[135],"currently":[136],"well-understood.":[137],"The":[138],"literature":[139],"RLOps":[141,208],"paradigm":[144],"scarce.":[146],"We":[147],"tackle":[148],"this":[149],"open":[150],"question":[151],"by":[152],"conducting":[153],"exploratory,":[155],"qualitative,":[156],"deductive-inductive":[157],"industry":[158],"case":[159],"study":[160],"CPPS,":[163],"performing":[164],"content":[165],"analysis":[166],"CPPS":[168],"artefacts,":[169],"such":[170],"architectural":[172],"schematics":[173],"source":[175],"code,":[176],"understanding":[178,214],"their":[179],"relation":[180],"22":[182],"known":[183],"86":[188],"associated":[189],"decision":[190],"options":[191],"through":[192],"classification":[193],"into":[194,213],"four":[195],"distinct":[196],"emergent":[197],"categories.":[198],"Our":[199],"findings":[200],"help":[201],"bridge":[202],"gap":[204],"architectures,":[209],"contributing":[210],"novel":[211],"insights":[212,224],"application":[216],"providing":[222],"practical":[223],"inspiration":[226],"further":[228],"research.":[229]},"counts_by_year":[],"updated_date":"2025-11-06T06:51:31.235846","created_date":"2025-10-10T00:00:00"}
