{"id":"https://openalex.org/W7135217491","doi":"https://doi.org/10.48550/arxiv.2603.12015","title":"Flowcean - Model Learning for Cyber-Physical Systems","display_name":"Flowcean - Model Learning for Cyber-Physical Systems","publication_year":2026,"publication_date":"2026-03-12","ids":{"openalex":"https://openalex.org/W7135217491","doi":"https://doi.org/10.48550/arxiv.2603.12015"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2603.12015","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.12015","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2603.12015","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5128924500","display_name":"Maximilian Schmidt","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Schmidt, Maximilian","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085153324","display_name":"Swantje Plambeck","orcid":"https://orcid.org/0000-0002-4875-5280"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Plambeck, Swantje","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015234175","display_name":"Markus Knitt","orcid":"https://orcid.org/0000-0002-4051-2268"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Knitt, Markus","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011957492","display_name":"Hendrik Rose","orcid":"https://orcid.org/0000-0002-3079-5428"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Rose, Hendrik","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5129080592","display_name":"Goerschwin Fey","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Fey, Goerschwin","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064845803","display_name":"Jan Christian Wieck","orcid":"https://orcid.org/0000-0003-0330-2939"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wieck, Jan Christian","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5081686264","display_name":"Stephan Balduin","orcid":"https://orcid.org/0000-0002-2018-1078"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Balduin, Stephan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"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":false,"primary_topic":{"id":"https://openalex.org/T10917","display_name":"Smart Grid Security and Resilience","score":0.24079999327659607,"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"}},"topics":[{"id":"https://openalex.org/T10917","display_name":"Smart Grid Security and Resilience","score":0.24079999327659607,"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/T13286","display_name":"Modeling and Simulation Systems","score":0.0681999996304512,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T10763","display_name":"Digital Transformation in Industry","score":0.0632999986410141,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/modular-design","display_name":"Modular design","score":0.696399986743927},{"id":"https://openalex.org/keywords/adaptability","display_name":"Adaptability","score":0.6707000136375427},{"id":"https://openalex.org/keywords/modularity","display_name":"Modularity (biology)","score":0.6504999995231628},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5979999899864197},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.4016999900341034},{"id":"https://openalex.org/keywords/range","display_name":"Range (aeronautics)","score":0.38339999318122864},{"id":"https://openalex.org/keywords/modular-programming","display_name":"Modular programming","score":0.3398999869823456}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7495999932289124},{"id":"https://openalex.org/C101468663","wikidata":"https://www.wikidata.org/wiki/Q1620158","display_name":"Modular design","level":2,"score":0.696399986743927},{"id":"https://openalex.org/C177606310","wikidata":"https://www.wikidata.org/wiki/Q5674297","display_name":"Adaptability","level":2,"score":0.6707000136375427},{"id":"https://openalex.org/C2779478453","wikidata":"https://www.wikidata.org/wiki/Q6889748","display_name":"Modularity (biology)","level":2,"score":0.6504999995231628},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5979999899864197},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5142999887466431},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.4016999900341034},{"id":"https://openalex.org/C204323151","wikidata":"https://www.wikidata.org/wiki/Q905424","display_name":"Range (aeronautics)","level":2,"score":0.38339999318122864},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3537999987602234},{"id":"https://openalex.org/C88482812","wikidata":"https://www.wikidata.org/wiki/Q6453666","display_name":"Modular programming","level":2,"score":0.3398999869823456},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.3248000144958496},{"id":"https://openalex.org/C76956256","wikidata":"https://www.wikidata.org/wiki/Q27610560","display_name":"Process modeling","level":3,"score":0.3003000020980835},{"id":"https://openalex.org/C143587482","wikidata":"https://www.wikidata.org/wiki/Q1543216","display_name":"Iterative and incremental development","level":2,"score":0.2919999957084656},{"id":"https://openalex.org/C2780598303","wikidata":"https://www.wikidata.org/wiki/Q65921492","display_name":"Flexibility (engineering)","level":2,"score":0.26739999651908875},{"id":"https://openalex.org/C34585555","wikidata":"https://www.wikidata.org/wiki/Q1368723","display_name":"Learning curve","level":2,"score":0.2669000029563904},{"id":"https://openalex.org/C77967617","wikidata":"https://www.wikidata.org/wiki/Q4677561","display_name":"Active learning (machine learning)","level":2,"score":0.26660001277923584},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.2513999938964844}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2603.12015","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.12015","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2603.12015","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.12015","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Effective":[0],"models":[1,15,55],"of":[2,25,54,90,108,115],"Cyber-Physical":[3],"Systems":[4],"(CPS)":[5],"are":[6],"crucial":[7],"for":[8],"their":[9],"design":[10],"and":[11,18,63,73,94,99,118,124],"operation.":[12],"Constructing":[13],"such":[14],"is":[16,37],"difficult":[17],"time-consuming":[19],"due":[20],"to":[21,50,83,104],"the":[22,52,88,113],"inherent":[23],"complexity":[24],"CPS.":[26],"As":[27],"a":[28,46,79,97,105],"result,":[29],"data-driven":[30,57],"model":[31,116],"generation":[32,53,117],"using":[33],"machine":[34],"learning":[35,58,68,92],"methods":[36],"gaining":[38],"popularity.":[39],"In":[40],"this":[41],"paper,":[42],"we":[43],"present":[44],"Flowcean,":[45],"novel":[47],"framework":[48,77],"designed":[49],"automate":[51],"through":[56],"that":[59],"focuses":[60],"on":[61],"modularity":[62],"usability.":[64],"By":[65],"offering":[66],"various":[67],"strategies,":[69],"data":[70],"processing":[71],"methods,":[72],"evaluation":[74],"metrics,":[75],"our":[76],"provides":[78],"comprehensive":[80],"solution,":[81],"tailored":[82],"CPS":[84],"scenarios.":[85],"Flowcean":[86],"facilitates":[87],"integration":[89],"diverse":[91],"libraries":[93],"tools":[95],"within":[96],"modular":[98],"flexible":[100],"architecture,":[101],"ensuring":[102],"adaptability":[103],"wide":[106],"range":[107],"modeling":[109],"tasks.":[110],"This":[111],"streamlines":[112],"process":[114],"evaluation,":[119],"making":[120],"it":[121],"more":[122],"efficient":[123],"accessible.":[125]},"counts_by_year":[],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2026-03-14T00:00:00"}
