{"id":"https://openalex.org/W4408281141","doi":"https://doi.org/10.1109/iecon55916.2024.10905775","title":"RTNNIgen \u2013 An Open-Source PLC Library and Python Generator Converting Keras Models to Realtime Capable Structured Text","display_name":"RTNNIgen \u2013 An Open-Source PLC Library and Python Generator Converting Keras Models to Realtime Capable Structured Text","publication_year":2024,"publication_date":"2024-11-03","ids":{"openalex":"https://openalex.org/W4408281141","doi":"https://doi.org/10.1109/iecon55916.2024.10905775"},"language":"en","primary_location":{"id":"doi:10.1109/iecon55916.2024.10905775","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iecon55916.2024.10905775","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IECON 2024 - 50th Annual Conference of the IEEE Industrial Electronics Society","raw_type":"proceedings-article"},"type":"conference-paper","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/A5078382245","display_name":"Christoph Hinze","orcid":"https://orcid.org/0000-0001-6615-5003"},"institutions":[{"id":"https://openalex.org/I100066346","display_name":"University of Stuttgart","ror":"https://ror.org/04vnq7t77","country_code":"DE","type":"education","lineage":["https://openalex.org/I100066346"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Christoph Hinze","raw_affiliation_strings":["Institute for Control Engineering of Machine Tools and Manufacturing Units, University of Stuttgart,Stuttgart,Germany,70174"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Control Engineering of Machine Tools and Manufacturing Units, University of Stuttgart,Stuttgart,Germany,70174","institution_ids":["https://openalex.org/I100066346"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Zexu Zhou","orcid":null},"institutions":[{"id":"https://openalex.org/I100066346","display_name":"University of Stuttgart","ror":"https://ror.org/04vnq7t77","country_code":"DE","type":"education","lineage":["https://openalex.org/I100066346"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Zexu Zhou","raw_affiliation_strings":["Institute for Control Engineering of Machine Tools and Manufacturing Units, University of Stuttgart,Stuttgart,Germany,70174"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Control Engineering of Machine Tools and Manufacturing Units, University of Stuttgart,Stuttgart,Germany,70174","institution_ids":["https://openalex.org/I100066346"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103175289","display_name":"H. Xu","orcid":"https://orcid.org/0000-0002-0006-0164"},"institutions":[{"id":"https://openalex.org/I100066346","display_name":"University of Stuttgart","ror":"https://ror.org/04vnq7t77","country_code":"DE","type":"education","lineage":["https://openalex.org/I100066346"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Haijia Xu","raw_affiliation_strings":["Institute for Control Engineering of Machine Tools and Manufacturing Units, University of Stuttgart,Stuttgart,Germany,70174"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Control Engineering of Machine Tools and Manufacturing Units, University of Stuttgart,Stuttgart,Germany,70174","institution_ids":["https://openalex.org/I100066346"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019055244","display_name":"Armin Lechler","orcid":"https://orcid.org/0000-0002-4073-1487"},"institutions":[{"id":"https://openalex.org/I100066346","display_name":"University of Stuttgart","ror":"https://ror.org/04vnq7t77","country_code":"DE","type":"education","lineage":["https://openalex.org/I100066346"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Armin Lechler","raw_affiliation_strings":["Institute for Control Engineering of Machine Tools and Manufacturing Units, University of Stuttgart,Stuttgart,Germany,70174"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Control Engineering of Machine Tools and Manufacturing Units, University of Stuttgart,Stuttgart,Germany,70174","institution_ids":["https://openalex.org/I100066346"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048205111","display_name":"Alexander Verl","orcid":"https://orcid.org/0000-0002-2548-6620"},"institutions":[{"id":"https://openalex.org/I100066346","display_name":"University of Stuttgart","ror":"https://ror.org/04vnq7t77","country_code":"DE","type":"education","lineage":["https://openalex.org/I100066346"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Alexander Verl","raw_affiliation_strings":["Institute for Control Engineering of Machine Tools and Manufacturing Units, University of Stuttgart,Stuttgart,Germany,70174"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Control Engineering of Machine Tools and Manufacturing Units, University of Stuttgart,Stuttgart,Germany,70174","institution_ids":["https://openalex.org/I100066346"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I100066346"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.31959159,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10215","display_name":"Semantic Web and Ontologies","score":0.3946000039577484,"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/T10215","display_name":"Semantic Web and Ontologies","score":0.3946000039577484,"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/T10601","display_name":"Handwritten Text Recognition Techniques","score":0.3749000132083893,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T12016","display_name":"Web Data Mining and Analysis","score":0.35679998993873596,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/python","display_name":"Python (programming language)","score":0.8636605739593506},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6883164644241333},{"id":"https://openalex.org/keywords/open-source","display_name":"Open source","score":0.6317647099494934},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.6308215260505676},{"id":"https://openalex.org/keywords/generator","display_name":"Generator (circuit theory)","score":0.4779636561870575},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.44949600100517273},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.1851326823234558},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.13540324568748474}],"concepts":[{"id":"https://openalex.org/C519991488","wikidata":"https://www.wikidata.org/wiki/Q28865","display_name":"Python (programming language)","level":2,"score":0.8636605739593506},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6883164644241333},{"id":"https://openalex.org/C3018397939","wikidata":"https://www.wikidata.org/wiki/Q3644502","display_name":"Open source","level":3,"score":0.6317647099494934},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.6308215260505676},{"id":"https://openalex.org/C2780992000","wikidata":"https://www.wikidata.org/wiki/Q17016113","display_name":"Generator (circuit theory)","level":3,"score":0.4779636561870575},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.44949600100517273},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.1851326823234558},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.13540324568748474},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iecon55916.2024.10905775","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iecon55916.2024.10905775","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IECON 2024 - 50th Annual Conference of the IEEE Industrial Electronics Society","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W2014841519","https://openalex.org/W2101234009","https://openalex.org/W2792852625","https://openalex.org/W2962863649","https://openalex.org/W2991356814","https://openalex.org/W3007985585","https://openalex.org/W3010850496","https://openalex.org/W3041294818","https://openalex.org/W3091957880","https://openalex.org/W3133826961","https://openalex.org/W3169925262","https://openalex.org/W4206686452","https://openalex.org/W4284974349","https://openalex.org/W4384829174"],"related_works":["https://openalex.org/W2341492732","https://openalex.org/W3187193180","https://openalex.org/W106542691","https://openalex.org/W1699080303","https://openalex.org/W2207495067","https://openalex.org/W1906486629","https://openalex.org/W4401741136","https://openalex.org/W2557718140","https://openalex.org/W4386470600","https://openalex.org/W4399490472"],"abstract_inverted_index":{"Recent":[0],"advances":[1],"in":[2,13],"AI":[3],"research":[4],"are":[5,34,88],"boosting":[6],"the":[7,18,82,98],"relevance":[8],"of":[9,20,97],"realtime":[10,25],"neural":[11,22],"networks":[12,23],"automation":[14],"technology.":[15],"To":[16],"facilitate":[17],"deployment":[19],"trained":[21],"for":[24,45,81],"applications,":[26],"where":[27],"hard":[28],"limits":[29],"on":[30,62],"upper":[31],"cycle":[32],"time":[33,94],"required,":[35],"this":[36],"paper":[37],"contributed":[38],"a":[39,54,66,77],"two-fold":[40],"approach:":[41],"A":[42],"Python":[43],"library":[44,69],"parsing":[46],"Keras":[47],"sequential":[48],"models":[49,87],"to":[50,70,75],"structured":[51,67],"text":[52,68],"using":[53],"single":[55],"function-call,":[56],"which":[57],"can":[58],"be":[59],"run":[60],"directly":[61],"industrial":[63],"PLCs":[64],"and":[65,74,95],"encapsulate":[71],"reoccurring":[72],"code":[73],"provide":[76],"readable,":[78],"tested":[79],"interface":[80],"generated":[83],"code.":[84],"The":[85],"resulting":[86],"experimentally":[89],"validated":[90],"regarding":[91],"their":[92],"inference":[93],"precision":[96],"outputs.":[99]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}