{"id":"https://openalex.org/W4413349497","doi":"https://doi.org/10.1109/tim.2025.3600717","title":"Chatter Detection in Micro-Milling Using Stacking Ensemble","display_name":"Chatter Detection in Micro-Milling Using Stacking Ensemble","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4413349497","doi":"https://doi.org/10.1109/tim.2025.3600717"},"language":"en","primary_location":{"id":"doi:10.1109/tim.2025.3600717","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2025.3600717","pdf_url":null,"source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Instrumentation and Measurement","raw_type":"journal-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":null,"display_name":"Wei-Kang Wang","orcid":"https://orcid.org/0009-0005-2338-7361"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Wei-Kang Wang","raw_affiliation_strings":["State IJR Center of Aerospace Design and Additive Manufacturing, School of Mechanical Engineering, Northwestern Polytechnical University, Xi&#x2019;an, Shaanxi, China","School of Mechanical Engineering, State IJR Center of Aerospace Design and Additive Manufacturing, Northwestern Polytechnical University, Xi&#x2019;an, Shaanxi, China"],"raw_orcid":"https://orcid.org/0009-0005-2338-7361","affiliations":[{"raw_affiliation_string":"State IJR Center of Aerospace Design and Additive Manufacturing, School of Mechanical Engineering, Northwestern Polytechnical University, Xi&#x2019;an, Shaanxi, China","institution_ids":["https://openalex.org/I17145004"]},{"raw_affiliation_string":"School of Mechanical Engineering, State IJR Center of Aerospace Design and Additive Manufacturing, Northwestern Polytechnical University, Xi&#x2019;an, Shaanxi, China","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055246581","display_name":"Min Wan","orcid":"https://orcid.org/0000-0002-5673-1414"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Min Wan","raw_affiliation_strings":["State IJR Center of Aerospace Design and Additive Manufacturing, School of Mechanical Engineering, Northwestern Polytechnical University, Xi&#x2019;an, Shaanxi, China","School of Mechanical Engineering, State IJR Center of Aerospace Design and Additive Manufacturing, Northwestern Polytechnical University, Xi&#x2019;an, Shaanxi, China"],"raw_orcid":"https://orcid.org/0000-0002-5673-1414","affiliations":[{"raw_affiliation_string":"State IJR Center of Aerospace Design and Additive Manufacturing, School of Mechanical Engineering, Northwestern Polytechnical University, Xi&#x2019;an, Shaanxi, China","institution_ids":["https://openalex.org/I17145004"]},{"raw_affiliation_string":"School of Mechanical Engineering, State IJR Center of Aerospace Design and Additive Manufacturing, Northwestern Polytechnical University, Xi&#x2019;an, Shaanxi, China","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023790243","display_name":"Weihong Zhang","orcid":"https://orcid.org/0000-0003-2681-5817"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei-Hong Zhang","raw_affiliation_strings":["State IJR Center of Aerospace Design and Additive Manufacturing, School of Mechanical Engineering, Northwestern Polytechnical University, Xi&#x2019;an, Shaanxi, China","School of Mechanical Engineering, State IJR Center of Aerospace Design and Additive Manufacturing, Northwestern Polytechnical University, Xi&#x2019;an, Shaanxi, China"],"raw_orcid":"https://orcid.org/0000-0003-2681-5817","affiliations":[{"raw_affiliation_string":"State IJR Center of Aerospace Design and Additive Manufacturing, School of Mechanical Engineering, Northwestern Polytechnical University, Xi&#x2019;an, Shaanxi, China","institution_ids":["https://openalex.org/I17145004"]},{"raw_affiliation_string":"School of Mechanical Engineering, State IJR Center of Aerospace Design and Additive Manufacturing, Northwestern Polytechnical University, Xi&#x2019;an, Shaanxi, China","institution_ids":["https://openalex.org/I17145004"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I17145004"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.20067217,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"74","issue":null,"first_page":"1","last_page":"12"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10188","display_name":"Advanced machining processes and optimization","score":0.9937000274658203,"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":0.9937000274658203,"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/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9704999923706055,"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"}},{"id":"https://openalex.org/T11451","display_name":"Advanced Machining and Optimization Techniques","score":0.9334999918937683,"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/stacking","display_name":"Stacking","score":0.7664382457733154},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.5004153251647949},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.40724822878837585},{"id":"https://openalex.org/keywords/electronic-engineering","display_name":"Electronic engineering","score":0.3881343901157379},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3219717741012573},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.2504037022590637},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.18601447343826294},{"id":"https://openalex.org/keywords/nuclear-magnetic-resonance","display_name":"Nuclear magnetic resonance","score":0.13385409116744995}],"concepts":[{"id":"https://openalex.org/C33347731","wikidata":"https://www.wikidata.org/wiki/Q285210","display_name":"Stacking","level":2,"score":0.7664382457733154},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.5004153251647949},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.40724822878837585},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.3881343901157379},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3219717741012573},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2504037022590637},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.18601447343826294},{"id":"https://openalex.org/C46141821","wikidata":"https://www.wikidata.org/wiki/Q209402","display_name":"Nuclear magnetic resonance","level":1,"score":0.13385409116744995}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tim.2025.3600717","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2025.3600717","pdf_url":null,"source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Instrumentation and Measurement","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4855845833","display_name":null,"funder_award_id":"52435009","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":42,"referenced_works":["https://openalex.org/W1534477342","https://openalex.org/W1672221038","https://openalex.org/W1984929054","https://openalex.org/W1990779296","https://openalex.org/W2016544456","https://openalex.org/W2036079977","https://openalex.org/W2069616380","https://openalex.org/W2087347434","https://openalex.org/W2150514773","https://openalex.org/W2167101736","https://openalex.org/W2285945267","https://openalex.org/W2415210186","https://openalex.org/W2740570963","https://openalex.org/W2766824840","https://openalex.org/W2797373921","https://openalex.org/W2965403587","https://openalex.org/W2979815326","https://openalex.org/W2996713216","https://openalex.org/W2997531808","https://openalex.org/W3036335076","https://openalex.org/W3094518704","https://openalex.org/W3112814715","https://openalex.org/W3129039771","https://openalex.org/W4224283026","https://openalex.org/W4232982909","https://openalex.org/W4309090777","https://openalex.org/W4378218788","https://openalex.org/W4378804711","https://openalex.org/W4388145592","https://openalex.org/W4391350852","https://openalex.org/W4392633588","https://openalex.org/W4395469099","https://openalex.org/W4396624676","https://openalex.org/W4397024927","https://openalex.org/W4399563029","https://openalex.org/W4400914300","https://openalex.org/W4405099064","https://openalex.org/W4406675869","https://openalex.org/W4406787190","https://openalex.org/W4407342317","https://openalex.org/W4407510962","https://openalex.org/W4407963606"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2035329725","https://openalex.org/W2070875936","https://openalex.org/W4250391473","https://openalex.org/W4302292679","https://openalex.org/W4241625287","https://openalex.org/W2050788868","https://openalex.org/W4295885776"],"abstract_inverted_index":{"Existing":[0],"chatter":[1,36,121],"detection":[2,37,122,149],"models":[3,21,92,133,199],"are":[4,80,93],"established":[5,82],"based":[6,39],"on":[7,40],"single":[8],"classifiers":[9],"and":[10,27,70,75,103,114,181,190,203],"homogeneous":[11],"ensemble":[12,42],"classifiers,":[13,46],"but":[14,173],"the":[15,50,97,128],"lack":[16],"of":[17,77,130,151,158,186,197],"diversity":[18],"in":[19],"these":[20,131],"leads":[22],"to":[23,48,62,83],"weak":[24],"feature":[25],"capturing":[26],"limited":[28],"generalization":[29,52,162],"capabilities.":[30],"This":[31],"paper":[32],"proposes":[33],"a":[34,135,148,154],"micro-milling":[35,145],"model":[38,55,123,139],"stacking":[41],"learning":[43],"with":[44,153],"diverse":[45],"aiming":[47],"enhance":[49],"model\u2019s":[51],"capability.":[53],"The":[54,73,119,137],"captures":[56],"data":[57],"features":[58],"from":[59],"multiple":[60],"perspectives":[61],"accurately":[63],"classify":[64],"machining":[65,89,175],"states,":[66],"including":[67],"stable,":[68],"slight,":[69],"severe":[71],"chatter.":[72],"collection":[74],"processing":[76],"vibration":[78],"signals":[79],"methodically":[81],"obtain":[84],"representative":[85],"samples":[86,98],"across":[87],"different":[88,169,174],"states.":[90],"Base":[91],"developed":[94],"by":[95,126],"training":[96],"through":[99,134,143],"various":[100],"classifiers:":[101],"classification":[102],"regression":[104],"tree":[105],"(CART),":[106],"k-nearest":[107],"neighbor":[108],"(KNN),":[109],"feed-forward":[110],"neural":[111],"network":[112],"(FNN),":[113],"gate":[115],"recurrent":[116],"unit":[117],"(GRU).":[118],"final":[120],"is":[124,140,164],"constructed":[125],"integrating":[127],"outputs":[129],"base":[132],"meta-classifier.":[136],"proposed":[138],"rigorously":[141],"validated":[142],"extensive":[144],"experiments,":[146],"achieving":[147],"accuracy":[150],"(98.8\u00b10.4)%,":[152],"95%":[155],"confidence":[156],"interval":[157],"[98.4%;":[159],"99.2%].":[160],"Its":[161],"capability":[163],"further":[165],"evaluated":[166],"under":[167],"four":[168],"conditions:":[170],"Al-7050":[171],"workpiece":[172],"parameters,":[176],"Ti-6Al-4V":[177],"workpiece,":[178],"Tool":[179,182],"1,":[180],"2,":[183],"demonstrating":[184],"accuracies":[185],"(94.2\u00b10.6)%,":[187],"(90.3\u00b11.2)%,":[188],"(90.3\u00b11.6)%,":[189],"(90.0\u00b11.4)%,":[191],"respectively,":[192],"which":[193],"significantly":[194],"outperform":[195],"those":[196],"SVM-based":[198],"(e.g.,":[200],"traditional":[201],"SVM":[202],"AdaBoost-SVM).":[204]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
