{"id":"https://openalex.org/W4284890327","doi":"https://doi.org/10.1109/sose55472.2022.9812700","title":"Integrating Machine Learning in Digital Twins by utilizing SysML System Models","display_name":"Integrating Machine Learning in Digital Twins by utilizing SysML System Models","publication_year":2022,"publication_date":"2022-06-07","ids":{"openalex":"https://openalex.org/W4284890327","doi":"https://doi.org/10.1109/sose55472.2022.9812700"},"language":"en","primary_location":{"id":"doi:10.1109/sose55472.2022.9812700","is_oa":false,"landing_page_url":"https://doi.org/10.1109/sose55472.2022.9812700","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 17th Annual System of Systems Engineering Conference (SOSE)","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/A5072561008","display_name":"Fabian Wilking","orcid":"https://orcid.org/0000-0001-5715-6039"},"institutions":[{"id":"https://openalex.org/I181369854","display_name":"Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg","ror":"https://ror.org/00f7hpc57","country_code":"DE","type":"education","lineage":["https://openalex.org/I181369854"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Fabian Wilking","raw_affiliation_strings":["Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU),Engineering Design Martensstrasse 9,Erlangen,Germany,91058"],"affiliations":[{"raw_affiliation_string":"Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU),Engineering Design Martensstrasse 9,Erlangen,Germany,91058","institution_ids":["https://openalex.org/I181369854"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054344819","display_name":"Christopher Sauer","orcid":"https://orcid.org/0000-0002-8750-9955"},"institutions":[{"id":"https://openalex.org/I181369854","display_name":"Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg","ror":"https://ror.org/00f7hpc57","country_code":"DE","type":"education","lineage":["https://openalex.org/I181369854"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Christopher Sauer","raw_affiliation_strings":["Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU),Engineering Design Martensstrasse 9,Erlangen,Germany,91058"],"affiliations":[{"raw_affiliation_string":"Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU),Engineering Design Martensstrasse 9,Erlangen,Germany,91058","institution_ids":["https://openalex.org/I181369854"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090786901","display_name":"Benjamin Schleich","orcid":"https://orcid.org/0000-0002-3638-4179"},"institutions":[{"id":"https://openalex.org/I181369854","display_name":"Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg","ror":"https://ror.org/00f7hpc57","country_code":"DE","type":"education","lineage":["https://openalex.org/I181369854"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Benjamin Schleich","raw_affiliation_strings":["Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU),Engineering Design Martensstrasse 9,Erlangen,Germany,91058"],"affiliations":[{"raw_affiliation_string":"Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU),Engineering Design Martensstrasse 9,Erlangen,Germany,91058","institution_ids":["https://openalex.org/I181369854"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5006556787","display_name":"Sandro Wartzack","orcid":"https://orcid.org/0000-0002-0244-5033"},"institutions":[{"id":"https://openalex.org/I181369854","display_name":"Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg","ror":"https://ror.org/00f7hpc57","country_code":"DE","type":"education","lineage":["https://openalex.org/I181369854"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Sandro Wartzack","raw_affiliation_strings":["Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU),Engineering Design Martensstrasse 9,Erlangen,Germany,91058"],"affiliations":[{"raw_affiliation_string":"Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU),Engineering Design Martensstrasse 9,Erlangen,Germany,91058","institution_ids":["https://openalex.org/I181369854"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5072561008"],"corresponding_institution_ids":["https://openalex.org/I181369854"],"apc_list":null,"apc_paid":null,"fwci":1.7336,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.85895693,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"297","last_page":"302"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10763","display_name":"Digital Transformation in Industry","score":0.9984999895095825,"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":0.9984999895095825,"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":0.9904999732971191,"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/T14306","display_name":"Technology Assessment and Management","score":0.9840999841690063,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"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":0.7194317579269409},{"id":"https://openalex.org/keywords/systems-modeling-language","display_name":"Systems Modeling Language","score":0.6247376203536987},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6030011773109436},{"id":"https://openalex.org/keywords/grasp","display_name":"GRASP","score":0.5039910674095154},{"id":"https://openalex.org/keywords/unified-modeling-language","display_name":"Unified Modeling Language","score":0.428399920463562},{"id":"https://openalex.org/keywords/sequence-diagram","display_name":"Sequence diagram","score":0.419478178024292},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.3271315097808838},{"id":"https://openalex.org/keywords/industrial-engineering","display_name":"Industrial engineering","score":0.3220943808555603},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.13658612966537476},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.10329902172088623}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7194317579269409},{"id":"https://openalex.org/C21285288","wikidata":"https://www.wikidata.org/wiki/Q2117885","display_name":"Systems Modeling Language","level":4,"score":0.6247376203536987},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6030011773109436},{"id":"https://openalex.org/C171268870","wikidata":"https://www.wikidata.org/wiki/Q1486676","display_name":"GRASP","level":2,"score":0.5039910674095154},{"id":"https://openalex.org/C145644426","wikidata":"https://www.wikidata.org/wiki/Q169411","display_name":"Unified Modeling Language","level":3,"score":0.428399920463562},{"id":"https://openalex.org/C153185123","wikidata":"https://www.wikidata.org/wiki/Q1391624","display_name":"Sequence diagram","level":4,"score":0.419478178024292},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.3271315097808838},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.3220943808555603},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.13658612966537476},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.10329902172088623},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/sose55472.2022.9812700","is_oa":false,"landing_page_url":"https://doi.org/10.1109/sose55472.2022.9812700","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 17th Annual System of Systems Engineering Conference (SOSE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6200000047683716,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320307771","display_name":"Bayer","ror":"https://ror.org/04hmn8g73"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W2008856128","https://openalex.org/W2018528229","https://openalex.org/W2049757356","https://openalex.org/W2346505350","https://openalex.org/W2494013265","https://openalex.org/W2565281388","https://openalex.org/W2597150627","https://openalex.org/W2605428484","https://openalex.org/W2895023296","https://openalex.org/W2984453020","https://openalex.org/W2990541573","https://openalex.org/W3007935701","https://openalex.org/W3188562649","https://openalex.org/W3211758808","https://openalex.org/W4225700508","https://openalex.org/W4240996198","https://openalex.org/W4281557581","https://openalex.org/W6810351990"],"related_works":["https://openalex.org/W2170113317","https://openalex.org/W2009258791","https://openalex.org/W2135253840","https://openalex.org/W1984712372","https://openalex.org/W2170871060","https://openalex.org/W3149751866","https://openalex.org/W2062302515","https://openalex.org/W2141291477","https://openalex.org/W2317730349","https://openalex.org/W2005249640"],"abstract_inverted_index":{"Fueled":[0],"by":[1],"the":[2,30,62,94,145,162],"opportunities":[3],"for":[4,12,61,89,142],"supporting":[5],"many":[6,34],"design":[7],"and":[8,11,26,64,138,155],"production":[9],"activities":[10],"establishing":[13],"new":[14],"business":[15],"models,":[16],"Digital":[17,43,67,73,79,148],"Twins":[18,44,74,80],"have":[19],"become":[20],"a":[21,55,130,140],"popular":[22],"topic":[23],"within":[24],"research":[25],"industrial":[27],"application":[28],"during":[29],"last":[31],"years.":[32],"However,":[33],"enterprises":[35,52],"still":[36],"struggle":[37],"with":[38,161],"an":[39,102,122],"efficient":[40],"integration":[41],"of":[42,58,66,83,118,124,147,165],"into":[45],"their":[46],"products":[47],"or":[48],"production.":[49],"Notably,":[50],"smaller":[51],"are":[53,87,158],"facing":[54],"tremendous":[56],"amount":[57],"effort":[59],"required":[60],"modelling":[63],"operation":[65],"Twins.":[68,149],"While":[69],"less":[70],"feature-rich":[71],"informational":[72],"may":[75],"be":[76],"viable,":[77],"autonomous":[78],"using":[81,110],"methods":[82],"Machine":[84],"Learning":[85],"(ML)":[86],"unattainable":[88],"these":[90,119,136],"companies":[91],"due":[92],"to":[93,106,133],"high":[95],"complexity.":[96],"With":[97],"Model-Based":[98],"Systems":[99],"Engineering":[100],"(MBSE),":[101],"approach":[103,132],"was":[104],"introduced":[105],"grasp":[107],"this":[108,151],"complexity":[109],"system":[111,153],"models":[112],"e.g.,":[113],"SysML-diagrams.":[114],"The":[115],"main":[116],"purpose":[117],"diagrams":[120,137],"is":[121],"improvement":[123],"stakeholder":[125],"communication.":[126],"This":[127],"paper":[128],"presents":[129],"novel":[131],"further":[134],"utilize":[135],"derive":[139],"framework":[141],"ML":[143,166],"in":[144],"context":[146],"For":[150],"purpose,":[152],"elements":[154],"data":[156],"origins":[157],"directly":[159],"combined":[160],"necessary":[163],"components":[164],"algorithms.":[167]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}