{"id":"https://openalex.org/W3093040707","doi":"https://doi.org/10.3390/s20205798","title":"Tool Wear Prediction Based on Artificial Neural Network during Aluminum Matrix Composite Milling","display_name":"Tool Wear Prediction Based on Artificial Neural Network during Aluminum Matrix Composite Milling","publication_year":2020,"publication_date":"2020-10-13","ids":{"openalex":"https://openalex.org/W3093040707","doi":"https://doi.org/10.3390/s20205798","mag":"3093040707","pmid":"https://pubmed.ncbi.nlm.nih.gov/33066308"},"language":"en","primary_location":{"id":"doi:10.3390/s20205798","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s20205798","pdf_url":"https://www.mdpi.com/1424-8220/20/20/5798/pdf?version=1603598428","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/20/20/5798/pdf?version=1603598428","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5075769956","display_name":"Martyna Wiciak-Piku\u0142a","orcid":"https://orcid.org/0000-0003-2648-7091"},"institutions":[{"id":"https://openalex.org/I46597724","display_name":"Pozna\u0144 University of Technology","ror":"https://ror.org/00p7p3302","country_code":"PL","type":"education","lineage":["https://openalex.org/I46597724"]}],"countries":["PL"],"is_corresponding":true,"raw_author_name":"Martyna Wiciak-Piku\u0142a","raw_affiliation_strings":["Faculty of Mechanical Engineering, Institute of Mechanical Technology Poznan, University of Technology, 3 Piotrowo St., 60-965 Pozna\u0144, Poland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Mechanical Engineering, Institute of Mechanical Technology Poznan, University of Technology, 3 Piotrowo St., 60-965 Pozna\u0144, Poland","institution_ids":["https://openalex.org/I46597724"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003646035","display_name":"Agata Felusiak","orcid":"https://orcid.org/0000-0002-4927-4120"},"institutions":[{"id":"https://openalex.org/I46597724","display_name":"Pozna\u0144 University of Technology","ror":"https://ror.org/00p7p3302","country_code":"PL","type":"education","lineage":["https://openalex.org/I46597724"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Agata Felusiak-Czyryca","raw_affiliation_strings":["Faculty of Mechanical Engineering, Institute of Mechanical Technology Poznan, University of Technology, 3 Piotrowo St., 60-965 Pozna\u0144, Poland"],"raw_orcid":"https://orcid.org/0000-0002-4927-4120","affiliations":[{"raw_affiliation_string":"Faculty of Mechanical Engineering, Institute of Mechanical Technology Poznan, University of Technology, 3 Piotrowo St., 60-965 Pozna\u0144, Poland","institution_ids":["https://openalex.org/I46597724"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005670717","display_name":"Pawe\u0142 Twardowski","orcid":"https://orcid.org/0000-0002-1823-6279"},"institutions":[{"id":"https://openalex.org/I46597724","display_name":"Pozna\u0144 University of Technology","ror":"https://ror.org/00p7p3302","country_code":"PL","type":"education","lineage":["https://openalex.org/I46597724"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Pawe\u0142 Twardowski","raw_affiliation_strings":["Faculty of Mechanical Engineering, Institute of Mechanical Technology Poznan, University of Technology, 3 Piotrowo St., 60-965 Pozna\u0144, Poland"],"raw_orcid":"https://orcid.org/0000-0002-1823-6279","affiliations":[{"raw_affiliation_string":"Faculty of Mechanical Engineering, Institute of Mechanical Technology Poznan, University of Technology, 3 Piotrowo St., 60-965 Pozna\u0144, Poland","institution_ids":["https://openalex.org/I46597724"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5075769956"],"corresponding_institution_ids":["https://openalex.org/I46597724"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2673},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2673},"fwci":1.482,"has_fulltext":true,"cited_by_count":41,"citation_normalized_percentile":{"value":0.79939713,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":"20","issue":"20","first_page":"5798","last_page":"5798"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10188","display_name":"Advanced machining processes and optimization","score":0.9998999834060669,"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":0.9998999834060669,"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/T11451","display_name":"Advanced Machining and Optimization Techniques","score":0.9998999834060669,"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"}},{"id":"https://openalex.org/T11301","display_name":"Advanced Surface Polishing Techniques","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/tool-wear","display_name":"Tool wear","score":0.7316529154777527},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6893272399902344},{"id":"https://openalex.org/keywords/machining","display_name":"Machining","score":0.6475675106048584},{"id":"https://openalex.org/keywords/abrasive","display_name":"Abrasive","score":0.5291935205459595},{"id":"https://openalex.org/keywords/surface-roughness","display_name":"Surface roughness","score":0.5035874247550964},{"id":"https://openalex.org/keywords/multilayer-perceptron","display_name":"Multilayer perceptron","score":0.5016112327575684},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.46535760164260864},{"id":"https://openalex.org/keywords/composite-number","display_name":"Composite number","score":0.44314640760421753},{"id":"https://openalex.org/keywords/mechanical-engineering","display_name":"Mechanical engineering","score":0.4397442936897278},{"id":"https://openalex.org/keywords/end-mill","display_name":"End mill","score":0.4189285933971405},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.2948681116104126},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.27341562509536743},{"id":"https://openalex.org/keywords/composite-material","display_name":"Composite material","score":0.23303958773612976},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.2150484323501587}],"concepts":[{"id":"https://openalex.org/C2776450708","wikidata":"https://www.wikidata.org/wiki/Q6008734","display_name":"Tool wear","level":3,"score":0.7316529154777527},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6893272399902344},{"id":"https://openalex.org/C523214423","wikidata":"https://www.wikidata.org/wiki/Q192047","display_name":"Machining","level":2,"score":0.6475675106048584},{"id":"https://openalex.org/C2780957350","wikidata":"https://www.wikidata.org/wiki/Q372301","display_name":"Abrasive","level":2,"score":0.5291935205459595},{"id":"https://openalex.org/C107365816","wikidata":"https://www.wikidata.org/wiki/Q114817","display_name":"Surface roughness","level":2,"score":0.5035874247550964},{"id":"https://openalex.org/C179717631","wikidata":"https://www.wikidata.org/wiki/Q2991667","display_name":"Multilayer perceptron","level":3,"score":0.5016112327575684},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.46535760164260864},{"id":"https://openalex.org/C104779481","wikidata":"https://www.wikidata.org/wiki/Q50707","display_name":"Composite number","level":2,"score":0.44314640760421753},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.4397442936897278},{"id":"https://openalex.org/C2779952096","wikidata":"https://www.wikidata.org/wiki/Q8194616","display_name":"End mill","level":3,"score":0.4189285933971405},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2948681116104126},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.27341562509536743},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.23303958773612976},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2150484323501587}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.3390/s20205798","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s20205798","pdf_url":"https://www.mdpi.com/1424-8220/20/20/5798/pdf?version=1603598428","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},{"id":"pmid:33066308","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/33066308","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:doaj.org/article:4e96a55d704b4b83a8560af2c2efd5f7","is_oa":true,"landing_page_url":"https://doaj.org/article/4e96a55d704b4b83a8560af2c2efd5f7","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":"Sensors, Vol 20, Iss 20, p 5798 (2020)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1424-8220/20/20/5798/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/s20205798","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors; Volume 20; Issue 20; Pages: 5798","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:7602040","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7602040","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors (Basel)","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/s20205798","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s20205798","pdf_url":"https://www.mdpi.com/1424-8220/20/20/5798/pdf?version=1603598428","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6100000143051147,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[{"id":"https://openalex.org/G3144703585","display_name":null,"funder_award_id":"02/22/SBAD/1501","funder_id":"https://openalex.org/F4320322481","funder_display_name":"Politechnika Pozna\u0144ska"},{"id":"https://openalex.org/G8609062738","display_name":null,"funder_award_id":"0614/SBAD/1529","funder_id":"https://openalex.org/F4320322481","funder_display_name":"Politechnika Pozna\u0144ska"}],"funders":[{"id":"https://openalex.org/F4320322481","display_name":"Politechnika Pozna\u0144ska","ror":"https://ror.org/00p7p3302"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3093040707.pdf","grobid_xml":"https://content.openalex.org/works/W3093040707.grobid-xml"},"referenced_works_count":48,"referenced_works":["https://openalex.org/W1968994979","https://openalex.org/W1996627183","https://openalex.org/W2003870912","https://openalex.org/W2018543447","https://openalex.org/W2032082108","https://openalex.org/W2038011913","https://openalex.org/W2065008143","https://openalex.org/W2067131016","https://openalex.org/W2073472577","https://openalex.org/W2078515738","https://openalex.org/W2092587075","https://openalex.org/W2098597491","https://openalex.org/W2113502917","https://openalex.org/W2121554513","https://openalex.org/W2137717889","https://openalex.org/W2161172178","https://openalex.org/W2197827583","https://openalex.org/W2318670781","https://openalex.org/W2344821895","https://openalex.org/W2492359282","https://openalex.org/W2568090030","https://openalex.org/W2568990593","https://openalex.org/W2739473152","https://openalex.org/W2744907463","https://openalex.org/W2790316958","https://openalex.org/W2807724528","https://openalex.org/W2886392732","https://openalex.org/W2897865436","https://openalex.org/W2901112046","https://openalex.org/W2927388420","https://openalex.org/W2953795229","https://openalex.org/W2972227710","https://openalex.org/W2974739825","https://openalex.org/W2975761492","https://openalex.org/W2981327479","https://openalex.org/W2989314704","https://openalex.org/W2993173933","https://openalex.org/W3009349616","https://openalex.org/W3038017300","https://openalex.org/W3047906326","https://openalex.org/W3167658851","https://openalex.org/W6677036622","https://openalex.org/W6683520544","https://openalex.org/W6704869742","https://openalex.org/W6722873040","https://openalex.org/W6753722854","https://openalex.org/W6768620272","https://openalex.org/W6770262405"],"related_works":["https://openalex.org/W1991207506","https://openalex.org/W2092368707","https://openalex.org/W1979575945","https://openalex.org/W210378856","https://openalex.org/W4319073490","https://openalex.org/W2765703609","https://openalex.org/W2892478921","https://openalex.org/W2743548512","https://openalex.org/W2063216673","https://openalex.org/W2184459592"],"abstract_inverted_index":{"This":[0],"article":[1],"deals":[2],"with":[3,84,119,144,158],"the":[4,30,69,105,136,139,150,153,156,159,165,177,180,184],"phenomenon":[5],"of":[6,13,29,55,117,125,152,167,179,197],"tool":[7,35,106,111,198],"wear":[8,36,108,113,168],"prediction":[9,169],"in":[10,40,68,189],"face":[11],"milling":[12,92,116],"aluminum":[14],"matrix":[15],"composite":[16],"materials":[17],"(AMC),":[18],"class":[19],"as":[20,133],"hard-to-cut":[21],"materials.":[22],"Artificial":[23],"neural":[24],"networks":[25],"(ANN)":[26],"are":[27,66],"one":[28],"tools":[31],"used":[32,102],"to":[33,75,89,103,135,191],"predict":[34,104],"or":[37,62],"surface":[38],"roughness":[39],"machining.":[41],"Model":[42],"development":[43],"is":[44],"applicable":[45],"when":[46],"regression":[47],"models":[48,100,157,182],"do":[49],"not":[50],"give":[51],"satisfactory":[52],"results.":[53],"Because":[54],"their":[56],"mechanical":[57],"properties":[58],"based":[59],"on":[60,149],"SiC":[61,121],"Al2O3":[63],"reinforcement,":[64],"AMCs":[65],"applied":[67],"automotive":[70],"and":[71,110,128,138,164,194],"aerospace":[72],"industry.":[73],"Due":[74],"these":[76],"materials\u2019":[77],"abrasive":[78],"nature,":[79],"a":[80],"three-edged":[81],"end":[82],"mill":[83],"diamond":[85],"coating":[86],"was":[87,170,183],"selected":[88,132],"carry":[90],"out":[91,143],"tests.":[93],"In":[94],"this":[95],"work,":[96],"multilayer":[97],"perceptron":[98],"(MLP)":[99],"were":[101,131,141,162],"flank":[107],"VBB":[109],"corner":[112],"VBC":[114],"during":[115],"AMC":[118],"10%":[120],"content.":[122],"The":[123,172],"signals":[124],"vibration":[126],"acceleration":[127],"cutting":[129,146],"forces":[130],"input":[134],"network,":[137],"tests":[140],"carried":[142],"three":[145],"speeds.":[147],"Based":[148],"analysis":[151],"developed":[154,181],"models,":[155],"best":[160],"efficiency":[161],"selected,":[163],"quality":[166,178],"assessed.":[171],"main":[173],"criterion":[174],"for":[175],"evaluating":[176],"mean":[185],"square":[186],"error":[187],"(MSE)":[188],"order":[190],"compare":[192],"measured":[193],"predicted":[195],"value":[196],"wear.":[199]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":15},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":1}],"updated_date":"2026-07-30T17:31:21.811387","created_date":"2025-10-10T00:00:00"}