{"id":"https://openalex.org/W4403435782","doi":"https://doi.org/10.37190/ord240303","title":"Multiple input CNN architecture for tool state recognition in the milling process based on time series signals","display_name":"Multiple input CNN architecture for tool state recognition in the milling process based on time series signals","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4403435782","doi":"https://doi.org/10.37190/ord240303"},"language":"en","primary_location":{"id":"doi:10.37190/ord240303","is_oa":true,"landing_page_url":"https://doi.org/10.37190/ord240303","pdf_url":"https://doi.org/10.37190/ord240303","source":{"id":"https://openalex.org/S2739399646","display_name":"Badania Operacyjne i Decyzje/Operations Research and Decisions","issn_l":"1230-1868","issn":["1230-1868","2081-8858","2391-6060"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310317492","host_organization_name":"Wroc\u0142aw University of Science and Technology","host_organization_lineage":["https://openalex.org/P4310317492"],"host_organization_lineage_names":["Wroc\u0142aw University of Science and Technology"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Operations Research and Decisions","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.37190/ord240303","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5008811992","display_name":"Micha\u0142 Bukowski","orcid":"https://orcid.org/0000-0003-1567-879X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Micha\u0142 Bukowski","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024854265","display_name":"Izabella Antoniuk","orcid":"https://orcid.org/0000-0003-3157-3381"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Izabella Antoniuk","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061768669","display_name":"Karol Szymanowski","orcid":"https://orcid.org/0000-0003-0383-0897"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Karol Szymanowski","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022988453","display_name":"Artur Krupa","orcid":"https://orcid.org/0000-0001-8583-9873"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Artur Krupa","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5023404295","display_name":"Jaros\u0142aw Kurek","orcid":"https://orcid.org/0000-0002-2789-4732"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jaros\u0142aw Kurek","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":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.16627166,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"34","issue":"3","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10188","display_name":"Advanced machining processes and optimization","score":0.9905999898910522,"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/T10188","display_name":"Advanced machining processes and optimization","score":0.9905999898910522,"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/T14339","display_name":"Image Processing and 3D Reconstruction","score":0.949999988079071,"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/T10320","display_name":"Neural Networks and Applications","score":0.9168999791145325,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/series","display_name":"Series (stratigraphy)","score":0.6865814328193665},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.6524185538291931},{"id":"https://openalex.org/keywords/state","display_name":"State (computer science)","score":0.6177628636360168},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6103128790855408},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.5717504620552063},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.48349884152412415},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3905552923679352},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.39048969745635986},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.1746419072151184},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.06890472769737244},{"id":"https://openalex.org/keywords/history","display_name":"History","score":0.06482815742492676}],"concepts":[{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.6865814328193665},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.6524185538291931},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.6177628636360168},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6103128790855408},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.5717504620552063},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.48349884152412415},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3905552923679352},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.39048969745635986},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.1746419072151184},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.06890472769737244},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.06482815742492676},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"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/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.37190/ord240303","is_oa":true,"landing_page_url":"https://doi.org/10.37190/ord240303","pdf_url":"https://doi.org/10.37190/ord240303","source":{"id":"https://openalex.org/S2739399646","display_name":"Badania Operacyjne i Decyzje/Operations Research and Decisions","issn_l":"1230-1868","issn":["1230-1868","2081-8858","2391-6060"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310317492","host_organization_name":"Wroc\u0142aw University of Science and Technology","host_organization_lineage":["https://openalex.org/P4310317492"],"host_organization_lineage_names":["Wroc\u0142aw University of Science and Technology"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Operations Research and Decisions","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:wut:journl:v:34:y:2024:i:3:p:41-60:id:3","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"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":"article"},{"id":"pmh:oai:dbc.wroc.pl:145757","is_oa":true,"landing_page_url":"https://dbc.wroc.pl/dlibra/publication/184889/edition/145757/content","pdf_url":null,"source":{"id":"https://openalex.org/S4210167977","display_name":"Prace Naukowe Uniwersytetu Ekonomicznego we Wroc\u0142awiu","issn_l":"1899-3192","issn":["1899-3192","2392-0041"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4322697539","host_organization_name":"Wroclaw University of Economics","host_organization_lineage":["https://openalex.org/P4322697539"],"host_organization_lineage_names":["Wroclaw University of Economics"],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Politechnika Wroc\u0142awska","raw_type":"artyku\u0142"},{"id":"pmh:oai:doaj.org/article:7117448766c844e09cfe30ec0fae946e","is_oa":true,"landing_page_url":"https://doaj.org/article/7117448766c844e09cfe30ec0fae946e","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Operations Research and Decisions, Vol vol. 34, Iss no. 3, Pp 41-60 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.37190/ord240303","is_oa":true,"landing_page_url":"https://doi.org/10.37190/ord240303","pdf_url":"https://doi.org/10.37190/ord240303","source":{"id":"https://openalex.org/S2739399646","display_name":"Badania Operacyjne i Decyzje/Operations Research and Decisions","issn_l":"1230-1868","issn":["1230-1868","2081-8858","2391-6060"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310317492","host_organization_name":"Wroc\u0142aw University of Science and Technology","host_organization_lineage":["https://openalex.org/P4310317492"],"host_organization_lineage_names":["Wroc\u0142aw University of Science and Technology"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Operations Research and Decisions","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4403435782.pdf","grobid_xml":"https://content.openalex.org/works/W4403435782.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W1919101720","https://openalex.org/W4390822878","https://openalex.org/W96888382","https://openalex.org/W4386126592","https://openalex.org/W2041308758","https://openalex.org/W4392529072","https://openalex.org/W2588198209","https://openalex.org/W4394131749","https://openalex.org/W1909006023","https://openalex.org/W4205824991"],"abstract_inverted_index":{"The":[0,42,62,82],"study":[1,63],"presents":[2],"a":[3,7,92,97,107],"tailored":[4],"application":[5],"of":[6,60,84,91,100],"multiple-input":[8],"convolutional":[9],"neural":[10],"network":[11],"(CNN)":[12],"for":[13],"tool":[14,30,48],"state":[15],"recognition":[16],"in":[17,32],"the":[18,58,89],"milling":[19],"process.":[20],"Our":[21],"approach":[22],"uniquely":[23],"applies":[24],"an":[25,104],"11-input":[26],"CNN":[27],"to":[28,46],"classify":[29],"wear":[31,49],"chipboard":[33],"milling,":[34],"utilizing":[35],"scalogram":[36,86],"images":[37,87],"derived":[38],"from":[39],"time-series":[40],"signals.":[41],"primary":[43],"objective":[44],"was":[45],"categorize":[47],"into":[50,76],"three":[51],"classes:":[52],"green,":[53],"yellow,":[54],"and":[55],"red,":[56],"signifying":[57],"progression":[59],"wear.":[61],"involved":[64],"75":[65],"samples":[66,68],"(25":[67],"per":[69],"class),":[70],"each":[71],"comprising":[72],"11":[73],"signals":[74],"transformed":[75],"scalograms":[77],"via":[78],"continuous":[79],"wavelet":[80],"transform.":[81],"dataset":[83],"825":[85],"enabled":[88],"development":[90],"CNN-based":[93],"diagnostic":[94],"model,":[95],"achieving":[96],"notable":[98],"accuracy":[99],"96.00%,":[101],"which":[102],"is":[103],"improvement":[105],"over":[106],"previous":[108],"methods":[109],"(93.33%).":[110]},"counts_by_year":[],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}