{"id":"https://openalex.org/W4386834582","doi":"https://doi.org/10.1080/0951192x.2023.2257620","title":"<sup>Data-</sup> <sup>driven</sup> <sup>and</sup> <sup>knowledge-</sup> <sup>guided prediction model of milling tool life</sup> <sup>grade</sup>","display_name":"<sup>Data-</sup> <sup>driven</sup> <sup>and</sup> <sup>knowledge-</sup> <sup>guided prediction model of milling tool life</sup> <sup>grade</sup>","publication_year":2023,"publication_date":"2023-09-18","ids":{"openalex":"https://openalex.org/W4386834582","doi":"https://doi.org/10.1080/0951192x.2023.2257620"},"language":"en","primary_location":{"id":"doi:10.1080/0951192x.2023.2257620","is_oa":false,"landing_page_url":"https://doi.org/10.1080/0951192x.2023.2257620","pdf_url":null,"source":{"id":"https://openalex.org/S57062392","display_name":"International Journal of Computer Integrated Manufacturing","issn_l":"0951-192X","issn":["0951-192X","1362-3052"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computer Integrated Manufacturing","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":"https://openalex.org/A5101750972","display_name":"Fuqiang Zhang","orcid":"https://orcid.org/0000-0001-6161-5402"},"institutions":[{"id":"https://openalex.org/I25355098","display_name":"Chang'an University","ror":"https://ror.org/05mxya461","country_code":"CN","type":"education","lineage":["https://openalex.org/I25355098"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fuqiang Zhang","raw_affiliation_strings":["Key Laboratory of Road Construction Technology and Equipment of MOE, Chang\u2019an University, Xi\u2019an, Shaanxi, China","Key Laboratory of Road Construction Technology and Equipment of MOE, Chang'an University, Xi'an, Shaanxi, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Road Construction Technology and Equipment of MOE, Chang\u2019an University, Xi\u2019an, Shaanxi, China","institution_ids":["https://openalex.org/I25355098"]},{"raw_affiliation_string":"Key Laboratory of Road Construction Technology and Equipment of MOE, Chang'an University, Xi'an, Shaanxi, China","institution_ids":["https://openalex.org/I25355098"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062365263","display_name":"Fengli Xu","orcid":"https://orcid.org/0000-0002-5720-4026"},"institutions":[{"id":"https://openalex.org/I25355098","display_name":"Chang'an University","ror":"https://ror.org/05mxya461","country_code":"CN","type":"education","lineage":["https://openalex.org/I25355098"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fengli Xu","raw_affiliation_strings":["Key Laboratory of Road Construction Technology and Equipment of MOE, Chang\u2019an University, Xi\u2019an, Shaanxi, China","Technology Innovation Co., Ltd., Shaanxi Fast Group, Xi\u2019an, China","Key Laboratory of Road Construction Technology and Equipment of MOE, Chang'an University, Xi'an, Shaanxi, China","Technology Innovation Co., Ltd., Shaanxi Fast Group, Xi'an, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Road Construction Technology and Equipment of MOE, Chang\u2019an University, Xi\u2019an, Shaanxi, China","institution_ids":["https://openalex.org/I25355098"]},{"raw_affiliation_string":"Technology Innovation Co., Ltd., Shaanxi Fast Group, Xi\u2019an, China","institution_ids":[]},{"raw_affiliation_string":"Key Laboratory of Road Construction Technology and Equipment of MOE, Chang'an University, Xi'an, Shaanxi, China","institution_ids":["https://openalex.org/I25355098"]},{"raw_affiliation_string":"Technology Innovation Co., Ltd., Shaanxi Fast Group, Xi'an, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087161625","display_name":"Xueliang Zhou","orcid":null},"institutions":[{"id":"https://openalex.org/I4210126203","display_name":"Hubei University of Automotive Technology","ror":"https://ror.org/039m95m06","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210126203"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xueliang Zhou","raw_affiliation_strings":["School of Electrical and Information Engineering, Hubei University of Automotive Technology, Shiyan, Hubei, China"],"affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering, Hubei University of Automotive Technology, Shiyan, Hubei, China","institution_ids":["https://openalex.org/I4210126203"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028745512","display_name":"Kai Ding","orcid":"https://orcid.org/0000-0002-8121-0258"},"institutions":[{"id":"https://openalex.org/I25355098","display_name":"Chang'an University","ror":"https://ror.org/05mxya461","country_code":"CN","type":"education","lineage":["https://openalex.org/I25355098"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kai Ding","raw_affiliation_strings":["Key Laboratory of Road Construction Technology and Equipment of MOE, Chang\u2019an University, Xi\u2019an, Shaanxi, China","Key Laboratory of Road Construction Technology and Equipment of MOE, Chang'an University, Xi'an, Shaanxi, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Road Construction Technology and Equipment of MOE, Chang\u2019an University, Xi\u2019an, Shaanxi, China","institution_ids":["https://openalex.org/I25355098"]},{"raw_affiliation_string":"Key Laboratory of Road Construction Technology and Equipment of MOE, Chang'an University, Xi'an, Shaanxi, China","institution_ids":["https://openalex.org/I25355098"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113003279","display_name":"Shujun Shao","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Shujun Shao","raw_affiliation_strings":["Technology Innovation Co., Ltd., Shaanxi Fast Group, Xi\u2019an, China","Technology Innovation Co., Ltd., Shaanxi Fast Group, Xi'an, China"],"affiliations":[{"raw_affiliation_string":"Technology Innovation Co., Ltd., Shaanxi Fast Group, Xi\u2019an, China","institution_ids":[]},{"raw_affiliation_string":"Technology Innovation Co., Ltd., Shaanxi Fast Group, Xi'an, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100735333","display_name":"Chao\u2010Hai Du","orcid":"https://orcid.org/0000-0001-7970-9204"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chao Du","raw_affiliation_strings":["Technology Innovation Co., Ltd., Shaanxi Fast Group, Xi\u2019an, China","Technology Innovation Co., Ltd., Shaanxi Fast Group, Xi'an, China"],"affiliations":[{"raw_affiliation_string":"Technology Innovation Co., Ltd., Shaanxi Fast Group, Xi\u2019an, China","institution_ids":[]},{"raw_affiliation_string":"Technology Innovation Co., Ltd., Shaanxi Fast Group, Xi'an, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5012431459","display_name":"Jiewu Leng","orcid":"https://orcid.org/0000-0003-4068-3910"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiewu Leng","raw_affiliation_strings":["State Key Laboratory of Precision Electronic Manufacturing Technology and Equipment, Guangdong University of Technology, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Precision Electronic Manufacturing Technology and Equipment, Guangdong University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I139024713"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5087161625"],"corresponding_institution_ids":["https://openalex.org/I4210126203"],"apc_list":null,"apc_paid":null,"fwci":3.0524,"has_fulltext":false,"cited_by_count":23,"citation_normalized_percentile":{"value":0.91752861,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"37","issue":"6","first_page":"669","last_page":"684"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10188","display_name":"Advanced machining processes and optimization","score":0.9969000220298767,"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":0.9969000220298767,"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":0.991100013256073,"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/T11159","display_name":"Manufacturing Process and Optimization","score":0.9674000144004822,"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/artificial-neural-network","display_name":"Artificial neural network","score":0.5694570541381836},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5422159433364868},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5410150289535522},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4660049378871918},{"id":"https://openalex.org/keywords/predictive-modelling","display_name":"Predictive modelling","score":0.45414140820503235},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4329868257045746},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4106020927429199}],"concepts":[{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5694570541381836},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5422159433364868},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5410150289535522},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4660049378871918},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.45414140820503235},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4329868257045746},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4106020927429199}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1080/0951192x.2023.2257620","is_oa":false,"landing_page_url":"https://doi.org/10.1080/0951192x.2023.2257620","pdf_url":null,"source":{"id":"https://openalex.org/S57062392","display_name":"International Journal of Computer Integrated Manufacturing","issn_l":"0951-192X","issn":["0951-192X","1362-3052"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computer Integrated Manufacturing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G7984562917","display_name":null,"funder_award_id":"2021YFB3301702","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W2399919752","https://openalex.org/W2507578125","https://openalex.org/W2770108368","https://openalex.org/W2894113882","https://openalex.org/W2903512850","https://openalex.org/W2939362562","https://openalex.org/W2963409281","https://openalex.org/W2964642838","https://openalex.org/W2990002098","https://openalex.org/W2994259409","https://openalex.org/W3003894120","https://openalex.org/W3007506307","https://openalex.org/W3021766399","https://openalex.org/W3038051388","https://openalex.org/W3039095521","https://openalex.org/W3040151437","https://openalex.org/W3043547158","https://openalex.org/W3089496219","https://openalex.org/W3089619751","https://openalex.org/W3096822463","https://openalex.org/W3129054759","https://openalex.org/W3138874558","https://openalex.org/W3153684864","https://openalex.org/W3154984436","https://openalex.org/W3162235040","https://openalex.org/W3199537534","https://openalex.org/W3201404864","https://openalex.org/W3206585023","https://openalex.org/W4205140141","https://openalex.org/W4210844773","https://openalex.org/W4220749872","https://openalex.org/W4286715849","https://openalex.org/W6774706010"],"related_works":["https://openalex.org/W4293226380","https://openalex.org/W4321487865","https://openalex.org/W4313906399","https://openalex.org/W4239306820","https://openalex.org/W4391266461","https://openalex.org/W2590798552","https://openalex.org/W4318612353","https://openalex.org/W4389829534","https://openalex.org/W4400065455","https://openalex.org/W4390939596"],"abstract_inverted_index":{"ABSTRACTModels":[0],"that":[1,174],"predict":[2],"tool":[3,30,47,70,93,121,137,167,187,191],"life":[4,31,48,71,94,112,143,159,168,188,192],"based":[5,34,72,108,125],"on":[6,25,35,73,109,126],"wear":[7,74,122],"mechanism":[8,75,194],"knowledge":[9,76],"are":[10],"typically":[11],"inaccurate,":[12],"as":[13,61],"the":[14,66,110,135,141,153,157,165,175,183,208,228,246,251,257,277,286,294],"use":[15],"of":[16,58,69,92,186,213,222,232,241,299,305,316],"simplified":[17],"model":[18,33,107,124,179],"parameters":[19],"can":[20,84,146,180],"have":[21],"a":[22,29,55,80,90,105,120,127,261],"significant":[23],"effect":[24],"this":[26,64,151],"prediction.":[27],"While":[28],"prediction":[32,49,87,106,123,178,200],"sample":[36],"cutting":[37],"data":[38,60,116,287],"is":[39,96,102],"limited":[40],"to":[41,51,163],"specific":[42],"working":[43],"conditions,":[44],"which":[45,83],"makes":[46],"difficult":[50],"generalize,":[52],"and":[53,98,114,140,219,227,259,267,272,282,313],"needs":[54],"large":[56],"amount":[57],"historical":[59,154],"support.":[62],"In":[63],"paper,":[65],"empirical":[67,111,158],"formula":[68,113],"was":[77,117,132,161,203,243,291],"combined":[78],"with":[79,152],"neural":[81,129,197],"network,":[82],"significantly":[85,181],"improve":[86,182],"accuracy.":[88],"Firstly,":[89],"concept":[91],"grade":[95,160],"proposed,":[97],"its":[99],"classification":[100],"standard":[101],"outlined.":[103],"Secondly,":[104],"experimental":[115],"established.":[118],"Thirdly,":[119],"convolutional":[128],"network":[130],"(CNN)":[131],"established":[133],"through":[134],"real-time":[136,166],"condition":[138],"data,":[139],"corresponding":[142],"compensation":[144],"strategy":[145],"be":[147],"determined":[148],"by":[149,207,245,293],"comparing":[150],"data.":[155],"Finally,":[156],"adjusted":[162],"obtain":[164],"grade.":[169],"A":[170],"case":[171],"example":[172],"shows":[173],"data-driven":[176],"knowledge-guided":[177],"recognition":[184],"accuracy":[185],"grade.KEYWORDS:":[189],"Milling":[190],"gradewear":[193],"knowledgecondition":[195],"dataconvolutional":[196],"networkreal":[198],"time":[199],"AcknowledgementsThis":[201],"work":[202,290],"supported":[204,292],"in":[205],"part":[206],"National":[209,295],"Key":[210,296],"R&D":[211,297],"Program":[212,298],"China":[214,225,235,300,308,319],"(2021YFB3301702),":[215],"Major":[216,310],"Special":[217,311],"Science":[218,230,303,312],"Technology":[220,314],"Project":[221,315],"Shaanxi":[223,233,306,317],"Province,":[224,234,307,318],"(No.2018zdzx01-01-01),":[226],"Natural":[229,302],"Foundation":[231,304],"(No.":[236],"2021JM-173).Disclosure":[237],"statementNo":[238],"potential":[239],"conflict":[240],"interest":[242],"reported":[244],"authors.Contribution":[247],"StatementFuqiang":[248],"Zhang":[249],"provided":[250,276,285],"research":[252],"idea;":[253],"Fengli":[254],"Xu":[255],"wrote":[256],"paper":[258],"developed":[260],"software":[262],"testing":[263],"system;":[264],"Xueliang":[265],"Zhou":[266],"Jiew":[268],"Leng":[269],"conducted":[270],"review":[271],"editing;":[273],"Kai":[274],"Ding":[275],"funding":[278],"acquisition;":[279],"Shujun":[280],"Shao":[281],"Chao":[283],"Du":[284],"set.Additional":[288],"informationFundingThe":[289],"[2021YFB3301702];":[301],"[2021JM-173];":[309],"[2018zdzx01-01-01].":[320]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":13}],"updated_date":"2026-02-27T16:54:17.756197","created_date":"2025-10-10T00:00:00"}
