{"id":"https://openalex.org/W4400355196","doi":"https://doi.org/10.1080/0951192x.2024.2372252","title":"Predicting surface roughness in machining aluminum alloys taking into account material properties","display_name":"Predicting surface roughness in machining aluminum alloys taking into account material properties","publication_year":2024,"publication_date":"2024-07-05","ids":{"openalex":"https://openalex.org/W4400355196","doi":"https://doi.org/10.1080/0951192x.2024.2372252"},"language":"en","primary_location":{"id":"doi:10.1080/0951192x.2024.2372252","is_oa":false,"landing_page_url":"https://doi.org/10.1080/0951192x.2024.2372252","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","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"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/A5071455766","display_name":"Van-Hai Nguyen","orcid":"https://orcid.org/0000-0002-5959-1883"},"institutions":[{"id":"https://openalex.org/I4210111036","display_name":"Phenikaa (Vietnam)","ror":"https://ror.org/0250p1d07","country_code":"VN","type":"company","lineage":["https://openalex.org/I4210111036"]},{"id":"https://openalex.org/I4210124651","display_name":"Phenikaa University","ror":"https://ror.org/03anxx281","country_code":"VN","type":"education","lineage":["https://openalex.org/I4210124651"]}],"countries":["VN"],"is_corresponding":true,"raw_author_name":"Van-Hai Nguyen","raw_affiliation_strings":["A&A Green Phoenix Group JSC","PHENIKAA University","Faculty of Mechanical Engineering and Mechatronics, PHENIKAA University, Ha Dong, Hanoi, Vietnam","PHENIKAA Research and Technology Institute (PRATI), A&A Green Phoenix Group JSC, Cau Giay, Hanoi, Vietnam"],"raw_orcid":"https://orcid.org/0000-0002-5959-1883","affiliations":[{"raw_affiliation_string":"A&A Green Phoenix Group JSC","institution_ids":["https://openalex.org/I4210111036"]},{"raw_affiliation_string":"PHENIKAA University","institution_ids":["https://openalex.org/I4210124651"]},{"raw_affiliation_string":"Faculty of Mechanical Engineering and Mechatronics, PHENIKAA University, Ha Dong, Hanoi, Vietnam","institution_ids":["https://openalex.org/I4210124651"]},{"raw_affiliation_string":"PHENIKAA Research and Technology Institute (PRATI), A&A Green Phoenix Group JSC, Cau Giay, Hanoi, Vietnam","institution_ids":["https://openalex.org/I4210111036"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024957412","display_name":"Tien-Thinh Le","orcid":"https://orcid.org/0000-0002-1603-5000"},"institutions":[{"id":"https://openalex.org/I4210111036","display_name":"Phenikaa (Vietnam)","ror":"https://ror.org/0250p1d07","country_code":"VN","type":"company","lineage":["https://openalex.org/I4210111036"]},{"id":"https://openalex.org/I4210124651","display_name":"Phenikaa University","ror":"https://ror.org/03anxx281","country_code":"VN","type":"education","lineage":["https://openalex.org/I4210124651"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Tien-Thinh Le","raw_affiliation_strings":["A&A Green Phoenix Group JSC","PHENIKAA University","Faculty of Mechanical Engineering and Mechatronics, PHENIKAA University, Ha Dong, Hanoi, Vietnam","PHENIKAA Research and Technology Institute (PRATI), A&A Green Phoenix Group JSC, Cau Giay, Hanoi, Vietnam"],"raw_orcid":"https://orcid.org/0000-0002-1603-5000","affiliations":[{"raw_affiliation_string":"A&A Green Phoenix Group JSC","institution_ids":["https://openalex.org/I4210111036"]},{"raw_affiliation_string":"PHENIKAA University","institution_ids":["https://openalex.org/I4210124651"]},{"raw_affiliation_string":"Faculty of Mechanical Engineering and Mechatronics, PHENIKAA University, Ha Dong, Hanoi, Vietnam","institution_ids":["https://openalex.org/I4210124651"]},{"raw_affiliation_string":"PHENIKAA Research and Technology Institute (PRATI), A&A Green Phoenix Group JSC, Cau Giay, Hanoi, Vietnam","institution_ids":["https://openalex.org/I4210111036"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5071455766"],"corresponding_institution_ids":["https://openalex.org/I4210111036","https://openalex.org/I4210124651"],"apc_list":null,"apc_paid":null,"fwci":3.3224,"has_fulltext":false,"cited_by_count":16,"citation_normalized_percentile":{"value":0.91964098,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"38","issue":"4","first_page":"555","last_page":"576"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13113","display_name":"Engineering Technology and Methodologies","score":0.9997000098228455,"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"}},"topics":[{"id":"https://openalex.org/T13113","display_name":"Engineering Technology and Methodologies","score":0.9997000098228455,"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/T10188","display_name":"Advanced machining processes and optimization","score":0.9970999956130981,"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/T13891","display_name":"Engineering Diagnostics and Reliability","score":0.9868999719619751,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/machining","display_name":"Machining","score":0.7542011141777039},{"id":"https://openalex.org/keywords/surface-roughness","display_name":"Surface roughness","score":0.7098069190979004},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.6930105686187744},{"id":"https://openalex.org/keywords/aluminium","display_name":"Aluminium","score":0.6304776668548584},{"id":"https://openalex.org/keywords/metallurgy","display_name":"Metallurgy","score":0.5140186548233032},{"id":"https://openalex.org/keywords/surface-finish","display_name":"Surface finish","score":0.5132350921630859},{"id":"https://openalex.org/keywords/mechanical-engineering","display_name":"Mechanical engineering","score":0.48531121015548706},{"id":"https://openalex.org/keywords/engineering-drawing","display_name":"Engineering drawing","score":0.4254572093486786},{"id":"https://openalex.org/keywords/surface","display_name":"Surface (topology)","score":0.4167136549949646},{"id":"https://openalex.org/keywords/composite-material","display_name":"Composite material","score":0.3366817533969879},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.2283107042312622},{"id":"https://openalex.org/keywords/geometry","display_name":"Geometry","score":0.18365123867988586}],"concepts":[{"id":"https://openalex.org/C523214423","wikidata":"https://www.wikidata.org/wiki/Q192047","display_name":"Machining","level":2,"score":0.7542011141777039},{"id":"https://openalex.org/C107365816","wikidata":"https://www.wikidata.org/wiki/Q114817","display_name":"Surface roughness","level":2,"score":0.7098069190979004},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.6930105686187744},{"id":"https://openalex.org/C513153333","wikidata":"https://www.wikidata.org/wiki/Q663","display_name":"Aluminium","level":2,"score":0.6304776668548584},{"id":"https://openalex.org/C191897082","wikidata":"https://www.wikidata.org/wiki/Q11467","display_name":"Metallurgy","level":1,"score":0.5140186548233032},{"id":"https://openalex.org/C71039073","wikidata":"https://www.wikidata.org/wiki/Q3439090","display_name":"Surface finish","level":2,"score":0.5132350921630859},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.48531121015548706},{"id":"https://openalex.org/C199639397","wikidata":"https://www.wikidata.org/wiki/Q1788588","display_name":"Engineering drawing","level":1,"score":0.4254572093486786},{"id":"https://openalex.org/C2776799497","wikidata":"https://www.wikidata.org/wiki/Q484298","display_name":"Surface (topology)","level":2,"score":0.4167136549949646},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.3366817533969879},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2283107042312622},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.18365123867988586},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1080/0951192x.2024.2372252","is_oa":false,"landing_page_url":"https://doi.org/10.1080/0951192x.2024.2372252","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","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"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/G7603198922","display_name":null,"funder_award_id":"PU2022-1-A-01","funder_id":"https://openalex.org/F5925195388","funder_display_name":"Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc PHENIKAA"}],"funders":[{"id":"https://openalex.org/F5925195388","display_name":"Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc PHENIKAA","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":69,"referenced_works":["https://openalex.org/W578954146","https://openalex.org/W637247117","https://openalex.org/W814451477","https://openalex.org/W1518009476","https://openalex.org/W1678356000","https://openalex.org/W1831729862","https://openalex.org/W1965230605","https://openalex.org/W1995429244","https://openalex.org/W2000289007","https://openalex.org/W2003754890","https://openalex.org/W2005852722","https://openalex.org/W2018275824","https://openalex.org/W2034546412","https://openalex.org/W2040975718","https://openalex.org/W2063830586","https://openalex.org/W2074522109","https://openalex.org/W2077742863","https://openalex.org/W2090615187","https://openalex.org/W2104284406","https://openalex.org/W2123829621","https://openalex.org/W2159742573","https://openalex.org/W2172359987","https://openalex.org/W2212490184","https://openalex.org/W2254162534","https://openalex.org/W2492071980","https://openalex.org/W2744930953","https://openalex.org/W2770322578","https://openalex.org/W2773444615","https://openalex.org/W2911455822","https://openalex.org/W2911964244","https://openalex.org/W2953627834","https://openalex.org/W2962862931","https://openalex.org/W2992302336","https://openalex.org/W3000692034","https://openalex.org/W3015285407","https://openalex.org/W3037433592","https://openalex.org/W3038447340","https://openalex.org/W3126503617","https://openalex.org/W3127184296","https://openalex.org/W3130780349","https://openalex.org/W3138583169","https://openalex.org/W3174058747","https://openalex.org/W3192159963","https://openalex.org/W3193962426","https://openalex.org/W3198463281","https://openalex.org/W3202278063","https://openalex.org/W4200150857","https://openalex.org/W4200160320","https://openalex.org/W4206321988","https://openalex.org/W4225812656","https://openalex.org/W4246245469","https://openalex.org/W4248475076","https://openalex.org/W4281649841","https://openalex.org/W4281884833","https://openalex.org/W4283593236","https://openalex.org/W4294365377","https://openalex.org/W4296861589","https://openalex.org/W4300636828","https://openalex.org/W4311133098","https://openalex.org/W4313194380","https://openalex.org/W4313478509","https://openalex.org/W4313824269","https://openalex.org/W4319079759","https://openalex.org/W4360846774","https://openalex.org/W4361004453","https://openalex.org/W4385440637","https://openalex.org/W4387587500","https://openalex.org/W6616678009","https://openalex.org/W6622121267"],"related_works":["https://openalex.org/W2386922414","https://openalex.org/W4313638943","https://openalex.org/W1966522691","https://openalex.org/W4304014137","https://openalex.org/W3034740403","https://openalex.org/W2032025132","https://openalex.org/W4297916609","https://openalex.org/W2349732462","https://openalex.org/W2783679862","https://openalex.org/W2081951157"],"abstract_inverted_index":{"This":[0,166],"study":[1,167],"investigates":[2],"the":[3,70,108,121,129,157],"use":[4],"of":[5,22,136,140,144],"machine":[6,47,197],"learning":[7,48],"models":[8,122],"to":[9,68,81,106,119],"predict":[10],"surface":[11,189],"roughness":[12],"(Ra)":[13],"in":[14,177,183],"milling":[15,28],"multi-grade":[16],"aluminum":[17,38,178],"alloys":[18],"without":[19],"prior":[20],"knowledge":[21],"optimal":[23],"cutting":[24,34,91,151],"parameters.":[25],"A":[26],"diverse":[27],"dataset":[29,74],"encompassing":[30],"material":[31,88],"properties":[32,89],"and":[33,61,78,90,102,123,142,150,192],"parameters":[35,92],"from":[36,43],"various":[37],"alloy":[39,179],"grades":[40],"was":[41,117],"compiled":[42],"research":[44],"articles.":[45],"Four":[46],"algorithms,":[49],"Extreme":[50],"Gradient":[51,58,62],"Boosting":[52,59,63],"(XGB),":[53],"Random":[54],"Forest":[55],"(RFR),":[56],"Catalogical":[57],"(CAT),":[60],"Regression":[64],"(GBR),":[65],"were":[66,104,153],"employed":[67,118],"develop":[69],"predictive":[71],"model.":[72],"The":[73,111],"underwent":[75],"cleaning,":[76],"imputation,":[77],"outlier":[79],"removal":[80],"ensure":[82],"data":[83],"quality.":[84],"Feature":[85],"engineering":[86],"incorporated":[87],"for":[93,173],"model":[94,172],"training.":[95],"Performance":[96],"metrics":[97],"such":[98],"as":[99,156],"RMSE,":[100],"MAPE,":[101],"R2":[103,143],"used":[105],"assess":[107],"models\u2019":[109],"accuracy.":[110],"SHapley":[112],"Additive":[113],"exPlanations":[114],"(SHAP)":[115],"technique":[116],"interpret":[120],"identify":[124],"influential":[125,159],"features.":[126],"GBR":[127,171],"achieved":[128],"highest":[130],"prediction":[131,176,191],"accuracy":[132],"with":[133],"an":[134],"RMSE":[135],"0.2507":[137],"\u00b5m,":[138],"MAPE":[139],"23.36%,":[141],"0.8709.":[145],"Thermal":[146],"conductivity,":[147],"feed":[148],"rate,":[149],"speed":[152],"consistently":[154],"identified":[155],"most":[158],"factors,":[160],"although":[161],"their":[162],"rankings":[163],"differed":[164],"slightly.":[165],"successfully":[168],"developed":[169],"a":[170],"effective":[174],"Ra":[175],"milling,":[180],"supporting":[181],"advancements":[182],"smart":[184],"manufacturing":[185],"by":[186],"enabling":[187],"accurate":[188],"quality":[190],"data-driven":[193],"process":[194],"optimization":[195],"through":[196],"learning.":[198]},"counts_by_year":[{"year":2026,"cited_by_count":8},{"year":2025,"cited_by_count":8}],"updated_date":"2026-08-15T07:11:24.734988","created_date":"2025-10-10T00:00:00"}