{"id":"https://openalex.org/W3092400219","doi":"https://doi.org/10.1109/case48305.2020.9216744","title":"Study on identifying GMAW process deviations by means of optical and electrical process data using ANN","display_name":"Study on identifying GMAW process deviations by means of optical and electrical process data using ANN","publication_year":2020,"publication_date":"2020-08-01","ids":{"openalex":"https://openalex.org/W3092400219","doi":"https://doi.org/10.1109/case48305.2020.9216744","mag":"3092400219"},"language":"en","primary_location":{"id":"doi:10.1109/case48305.2020.9216744","is_oa":false,"landing_page_url":"https://doi.org/10.1109/case48305.2020.9216744","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE 16th International Conference on Automation Science and Engineering (CASE)","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/A5088843021","display_name":"Uwe Reisgen","orcid":"https://orcid.org/0000-0003-4920-2351"},"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":"U. Reisgen","raw_affiliation_strings":["Welding and Joining Institute (ISF), RWTH Aachen University Pontstr. 49, Aachen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Welding and Joining Institute (ISF), RWTH Aachen University Pontstr. 49, Aachen, Germany","institution_ids":["https://openalex.org/I887968799"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047453526","display_name":"S. Mann","orcid":"https://orcid.org/0000-0002-3999-815X"},"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":"S. Mann","raw_affiliation_strings":["Welding and Joining Institute (ISF), RWTH Aachen University Pontstr. 49, Aachen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Welding and Joining Institute (ISF), RWTH Aachen University Pontstr. 49, Aachen, Germany","institution_ids":["https://openalex.org/I887968799"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060836818","display_name":"Lukas Oster","orcid":"https://orcid.org/0000-0001-7877-0070"},"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":"L. Oster","raw_affiliation_strings":["Welding and Joining Institute (ISF), RWTH Aachen University Pontstr. 49, Aachen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Welding and Joining Institute (ISF), RWTH Aachen University Pontstr. 49, Aachen, Germany","institution_ids":["https://openalex.org/I887968799"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111545346","display_name":"G G\u00f6tt","orcid":null},"institutions":[{"id":"https://openalex.org/I4210089414","display_name":"Leibniz Institute for Plasma Science and Technology","ror":"https://ror.org/004hd5y14","country_code":"DE","type":"facility","lineage":["https://openalex.org/I315704651","https://openalex.org/I4210089414"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"G. Gott","raw_affiliation_strings":["Leibniz Institute for Plasma Science and Technology Felix-Hausdorff-Str. 2, Greifswald, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Leibniz Institute for Plasma Science and Technology Felix-Hausdorff-Str. 2, Greifswald, Germany","institution_ids":["https://openalex.org/I4210089414"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087731578","display_name":"Rahul Sharma","orcid":"https://orcid.org/0000-0002-6976-4530"},"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":"R. Sharma","raw_affiliation_strings":["Welding and Joining Institute (ISF), RWTH Aachen University Pontstr. 49, Aachen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Welding and Joining Institute (ISF), RWTH Aachen University Pontstr. 49, Aachen, Germany","institution_ids":["https://openalex.org/I887968799"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078229000","display_name":"Dirk Uhrlandt","orcid":"https://orcid.org/0000-0001-6534-147X"},"institutions":[{"id":"https://openalex.org/I4210089414","display_name":"Leibniz Institute for Plasma Science and Technology","ror":"https://ror.org/004hd5y14","country_code":"DE","type":"facility","lineage":["https://openalex.org/I315704651","https://openalex.org/I4210089414"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"D. Uhrlandt","raw_affiliation_strings":["Leibniz Institute for Plasma Science and Technology Felix-Hausdorff-Str. 2, Greifswald, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Leibniz Institute for Plasma Science and Technology Felix-Hausdorff-Str. 2, Greifswald, Germany","institution_ids":["https://openalex.org/I4210089414"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1596","last_page":"1601"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10834","display_name":"Welding Techniques and Residual Stresses","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/T10834","display_name":"Welding Techniques and Residual Stresses","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/T11856","display_name":"Thermography and Photoacoustic Techniques","score":0.9952999949455261,"subfield":{"id":"https://openalex.org/subfields/2211","display_name":"Mechanics of Materials"},"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/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.992900013923645,"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/process","display_name":"Process (computing)","score":0.6778637766838074},{"id":"https://openalex.org/keywords/photodiode","display_name":"Photodiode","score":0.5589855909347534},{"id":"https://openalex.org/keywords/gas-metal-arc-welding","display_name":"Gas metal arc welding","score":0.5390952825546265},{"id":"https://openalex.org/keywords/welding","display_name":"Welding","score":0.5329346060752869},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.436825692653656},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.37537190318107605},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.35734739899635315},{"id":"https://openalex.org/keywords/arc-welding","display_name":"Arc welding","score":0.3361339867115021},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.26462143659591675},{"id":"https://openalex.org/keywords/optoelectronics","display_name":"Optoelectronics","score":0.18658015131950378},{"id":"https://openalex.org/keywords/metallurgy","display_name":"Metallurgy","score":0.1623840630054474}],"concepts":[{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.6778637766838074},{"id":"https://openalex.org/C751236","wikidata":"https://www.wikidata.org/wiki/Q175943","display_name":"Photodiode","level":2,"score":0.5589855909347534},{"id":"https://openalex.org/C50916996","wikidata":"https://www.wikidata.org/wiki/Q1765723","display_name":"Gas metal arc welding","level":4,"score":0.5390952825546265},{"id":"https://openalex.org/C19474535","wikidata":"https://www.wikidata.org/wiki/Q131172","display_name":"Welding","level":2,"score":0.5329346060752869},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.436825692653656},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.37537190318107605},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.35734739899635315},{"id":"https://openalex.org/C20480867","wikidata":"https://www.wikidata.org/wiki/Q422937","display_name":"Arc welding","level":3,"score":0.3361339867115021},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.26462143659591675},{"id":"https://openalex.org/C49040817","wikidata":"https://www.wikidata.org/wiki/Q193091","display_name":"Optoelectronics","level":1,"score":0.18658015131950378},{"id":"https://openalex.org/C191897082","wikidata":"https://www.wikidata.org/wiki/Q11467","display_name":"Metallurgy","level":1,"score":0.1623840630054474},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/case48305.2020.9216744","is_oa":false,"landing_page_url":"https://doi.org/10.1109/case48305.2020.9216744","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE 16th International Conference on Automation Science and Engineering (CASE)","raw_type":"proceedings-article"},{"id":"pmh:oai:publications.rwth-aachen.de:808189","is_oa":false,"landing_page_url":"https://publications.rwth-aachen.de/record/808189","pdf_url":null,"source":{"id":"https://openalex.org/S4306401033","display_name":"RWTH Publications (RWTH Aachen)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I887968799","host_organization_name":"RWTH Aachen University","host_organization_lineage":["https://openalex.org/I887968799"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"2020 IEEE 16th International Conference on Automation Science and Engineering (CASE) / publisher: IEEE<br/>16. IEEE International Conference on Automation Sciences and Engineering, CASE, online, 2020-08-20 - 2020-08-21","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7","score":0.6499999761581421}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W2018435387","https://openalex.org/W2076063813","https://openalex.org/W2115627867","https://openalex.org/W2122646361","https://openalex.org/W2172316220","https://openalex.org/W2172928000","https://openalex.org/W2176839438","https://openalex.org/W2743314561","https://openalex.org/W2782126394","https://openalex.org/W2922427532","https://openalex.org/W2988715466","https://openalex.org/W3014530962","https://openalex.org/W6742467997"],"related_works":["https://openalex.org/W3211020355","https://openalex.org/W4280568581","https://openalex.org/W2386293698","https://openalex.org/W4240499178","https://openalex.org/W4313117695","https://openalex.org/W2939834046","https://openalex.org/W4239399443","https://openalex.org/W2388792727","https://openalex.org/W2378688456","https://openalex.org/W4243605600"],"abstract_inverted_index":{"In":[0,72],"this":[1],"study,":[2],"different":[3],"process":[4,18,28,33,47,70,102],"deviations":[5,29],"of":[6,22,45],"gas":[7,39],"metal":[8],"arc":[9],"welding":[10,54,87],"were":[11,96,104],"classified":[12],"using":[13],"transient":[14],"optical":[15,99],"and":[16,89,100],"electrical":[17,101],"data":[19,103],"by":[20],"means":[21],"artificial":[23],"neural":[24],"networks.":[25],"The":[26],"examined":[27],"varied":[30],"from":[31,78],"massive":[32],"disturbances":[34],"due":[35,50],"to":[36,41,51,86],"insufficient":[37],"shielding":[38],"coverage":[40],"a":[42,52],"slight":[43],"shift":[44],"the":[46,74,79,93],"operating":[48],"point":[49],"mispositioned":[53],"torch.":[55],"It":[56],"was":[57],"found":[58],"that":[59],"good":[60],"classification":[61,75],"results":[62,76,84,95],"can":[63],"be":[64],"achieved":[65,82],"even":[66],"with":[67],"simple,":[68],"statistical":[69],"features.":[71],"addition,":[73],"derived":[77],"photodiodes":[80],"used,":[81],"better":[83],"compared":[85],"current":[88],"voltage":[90],"alone.":[91],"However,":[92],"best":[94],"reached":[97],"when":[98],"used":[105],"together.":[106]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":3}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}