{"id":"https://openalex.org/W4200323768","doi":"https://doi.org/10.1109/isgteurope52324.2021.9640050","title":"Improving Machine Learning Diagnostic Systems with Model-Based Data Augmentation \u2015 Part B: Application","display_name":"Improving Machine Learning Diagnostic Systems with Model-Based Data Augmentation \u2015 Part B: Application","publication_year":2021,"publication_date":"2021-10-18","ids":{"openalex":"https://openalex.org/W4200323768","doi":"https://doi.org/10.1109/isgteurope52324.2021.9640050"},"language":"en","primary_location":{"id":"doi:10.1109/isgteurope52324.2021.9640050","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isgteurope52324.2021.9640050","pdf_url":null,"source":{"id":"https://openalex.org/S4363605480","display_name":"2021 IEEE PES Innovative Smart Grid Technologies Europe (ISGT Europe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE PES Innovative Smart Grid Technologies Europe (ISGT Europe)","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/A5072758781","display_name":"Jannis Nikolas Kahlen","orcid":"https://orcid.org/0000-0003-0168-2261"},"institutions":[{"id":"https://openalex.org/I4210110507","display_name":"Fraunhofer Institute for Applied Information Technology","ror":"https://ror.org/01ak24c12","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210110507","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Jannis Nikolas Kahlen","raw_affiliation_strings":["Digital Energy Fraunhofer Institute for Applied Information Technology FIT, Sankt Augustin, Germany"],"affiliations":[{"raw_affiliation_string":"Digital Energy Fraunhofer Institute for Applied Information Technology FIT, Sankt Augustin, Germany","institution_ids":["https://openalex.org/I4210110507"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016429675","display_name":"Andre W\u00fcrde","orcid":null},"institutions":[{"id":"https://openalex.org/I887968799","display_name":"RWTH Aachen University","ror":"https://ror.org/04xfq0f34","country_code":"DE","type":"education","lineage":["https://openalex.org/I887968799"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Andre Wurde","raw_affiliation_strings":["High Voltage Equipment and Grids, Digitalization and Energy Economics, IAEW RWTH Aachen University, Aachen, Germany"],"affiliations":[{"raw_affiliation_string":"High Voltage Equipment and Grids, Digitalization and Energy Economics, IAEW RWTH Aachen University, Aachen, Germany","institution_ids":["https://openalex.org/I887968799"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Michael Andres","orcid":null},"institutions":[{"id":"https://openalex.org/I4210110507","display_name":"Fraunhofer Institute for Applied Information Technology","ror":"https://ror.org/01ak24c12","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210110507","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Michael Andres","raw_affiliation_strings":["Digital Energy Fraunhofer Institute for Applied Information Technology FIT, Sankt Augustin, Germany"],"affiliations":[{"raw_affiliation_string":"Digital Energy Fraunhofer Institute for Applied Information Technology FIT, Sankt Augustin, Germany","institution_ids":["https://openalex.org/I4210110507"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5085065309","display_name":"Albert Moser","orcid":"https://orcid.org/0000-0001-6981-510X"},"institutions":[{"id":"https://openalex.org/I887968799","display_name":"RWTH Aachen University","ror":"https://ror.org/04xfq0f34","country_code":"DE","type":"education","lineage":["https://openalex.org/I887968799"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Albert Moser","raw_affiliation_strings":["High Voltage Equipment and Grids, Digitalization and Energy Economics, IAEW RWTH Aachen University, Aachen, Germany"],"affiliations":[{"raw_affiliation_string":"High Voltage Equipment and Grids, Digitalization and Energy Economics, IAEW RWTH Aachen University, Aachen, Germany","institution_ids":["https://openalex.org/I887968799"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5072758781"],"corresponding_institution_ids":["https://openalex.org/I4210110507"],"apc_list":null,"apc_paid":null,"fwci":2.1852,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.88341085,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9980999827384949,"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/T10876","display_name":"Fault Detection and Control Systems","score":0.9980999827384949,"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/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9927999973297119,"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/T11343","display_name":"Power Transformer Diagnostics and Insulation","score":0.9901000261306763,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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":0.7649438977241516},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.7180494666099548},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7130318880081177},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.5256365537643433},{"id":"https://openalex.org/keywords/training-set","display_name":"Training set","score":0.5222988128662109},{"id":"https://openalex.org/keywords/limiting","display_name":"Limiting","score":0.4718354344367981},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.4683384895324707},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.4592691659927368},{"id":"https://openalex.org/keywords/fault-detection-and-isolation","display_name":"Fault detection and isolation","score":0.43337810039520264},{"id":"https://openalex.org/keywords/synthetic-data","display_name":"Synthetic data","score":0.4283221364021301},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.12123912572860718},{"id":"https://openalex.org/keywords/voltage","display_name":"Voltage","score":0.07827678322792053}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7649438977241516},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.7180494666099548},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7130318880081177},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.5256365537643433},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.5222988128662109},{"id":"https://openalex.org/C188198153","wikidata":"https://www.wikidata.org/wiki/Q1613840","display_name":"Limiting","level":2,"score":0.4718354344367981},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.4683384895324707},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.4592691659927368},{"id":"https://openalex.org/C152745839","wikidata":"https://www.wikidata.org/wiki/Q5438153","display_name":"Fault detection and isolation","level":3,"score":0.43337810039520264},{"id":"https://openalex.org/C160920958","wikidata":"https://www.wikidata.org/wiki/Q7662746","display_name":"Synthetic data","level":2,"score":0.4283221364021301},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.12123912572860718},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.07827678322792053},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C172707124","wikidata":"https://www.wikidata.org/wiki/Q423488","display_name":"Actuator","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/isgteurope52324.2021.9640050","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isgteurope52324.2021.9640050","pdf_url":null,"source":{"id":"https://openalex.org/S4363605480","display_name":"2021 IEEE PES Innovative Smart Grid Technologies Europe (ISGT Europe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE PES Innovative Smart Grid Technologies Europe (ISGT Europe)","raw_type":"proceedings-article"},{"id":"pmh:oai:publica.fraunhofer.de:publica/419781","is_oa":false,"landing_page_url":"https://publica.fraunhofer.de/handle/publica/419781","pdf_url":null,"source":{"id":"https://openalex.org/S4306400318","display_name":"Fraunhofer-Publica (Fraunhofer-Gesellschaft)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4923324","host_organization_name":"Fraunhofer-Gesellschaft","host_organization_lineage":["https://openalex.org/I4923324"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"conference paper"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2197147317","display_name":null,"funder_award_id":"0350035C,0350035D","funder_id":"https://openalex.org/F4320323803","funder_display_name":"Bundesministerium f\u00fcr Wirtschaft und Energie"}],"funders":[{"id":"https://openalex.org/F4320323803","display_name":"Bundesministerium f\u00fcr Wirtschaft und Energie","ror":"https://ror.org/02vgg2808"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W1921523184","https://openalex.org/W1937817052","https://openalex.org/W1978073390","https://openalex.org/W1984560061","https://openalex.org/W2097834066","https://openalex.org/W2132858010","https://openalex.org/W2171913109","https://openalex.org/W2563311706","https://openalex.org/W2791149978","https://openalex.org/W2897776705","https://openalex.org/W2901759350","https://openalex.org/W2902985761","https://openalex.org/W2908216729","https://openalex.org/W2909272782","https://openalex.org/W2920644812","https://openalex.org/W2996969674","https://openalex.org/W3012211020","https://openalex.org/W4200323768","https://openalex.org/W4210972068","https://openalex.org/W4295312788","https://openalex.org/W4298289240","https://openalex.org/W6631190155","https://openalex.org/W6640185926","https://openalex.org/W6766978945"],"related_works":["https://openalex.org/W3171384686","https://openalex.org/W4312659495","https://openalex.org/W3175965105","https://openalex.org/W3109499659","https://openalex.org/W3101007570","https://openalex.org/W4387910575","https://openalex.org/W3091312527","https://openalex.org/W3007306981","https://openalex.org/W4287865546","https://openalex.org/W2949555133"],"abstract_inverted_index":{"Data":[0],"augmentation":[1,17,132],"can":[2],"be":[3],"used":[4,19],"to":[5,20,47,72],"train":[6],"more":[7],"robust":[8],"machine-learning":[9],"classifiers.":[10],"Classically,":[11],"synthetic":[12,36,64],"data":[13,16,37,131],"from":[14],"a":[15,87],"are":[18,60,69],"augment":[21],"measurement":[22],"datasets":[23],"and":[24,89,93,119],"use":[25],"them":[26],"for":[27,51,83,115,143],"training":[28,117],"of":[29,86,101,111,122,139],"machine":[30],"learning":[31,123],"(ML)":[32],"algorithms.":[33],"However,":[34],"the":[35,42,73,84,109,116,129,141,144],"often":[38],"do":[39],"not":[40],"represent":[41],"measurements":[43,75,113],"perfectly.":[44],"This":[45,79],"leads":[46],"insufficiently":[48],"trained":[49,61],"ML-models":[50],"real":[52],"world":[53],"application.":[54],"In":[55],"this":[56],"paper,":[57],"ML":[58,67],"models":[59,68],"using":[62],"only":[63],"data.":[65],"These":[66],"then":[70],"transferred":[71],"available":[74,114],"utilizing":[76],"transfer":[77],"learning.":[78],"approach":[80],"is":[81,105,126,137],"showcased":[82],"detection":[85],"power":[88],"distribution":[90],"transformer":[91],"fault":[92],"benchmarked":[94],"with":[95,134],"state-of-the-art":[96],"diagnostic":[97,103,146],"systems.":[98],"The":[99],"performance":[100],"all":[102],"systems":[104],"analyzed":[106,145],"by":[107,120],"limiting":[108],"amount":[110],"fault-condition":[112],"process":[118],"comparison":[121],"curves.":[124],"It":[125],"shown":[127],"that":[128],"model-based":[130],"combined":[133],"fine":[135],"tuning":[136],"capable":[138],"improving":[140],"accuracy":[142],"task.":[147]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":4}],"updated_date":"2026-04-16T08:26:57.006410","created_date":"2025-10-10T00:00:00"}