{"id":"https://openalex.org/W4400969835","doi":"https://doi.org/10.1177/09544089241263455","title":"Finite element method-enabled machine learning for analysing residual stress and plastic deformation in surface mechanical attrition-treated alloys","display_name":"Finite element method-enabled machine learning for analysing residual stress and plastic deformation in surface mechanical attrition-treated alloys","publication_year":2024,"publication_date":"2024-07-25","ids":{"openalex":"https://openalex.org/W4400969835","doi":"https://doi.org/10.1177/09544089241263455"},"language":"en","primary_location":{"id":"doi:10.1177/09544089241263455","doi":"https://doi.org/10.1177/09544089241263455","is_oa":false,"landing_page_url":"https://doi.org/10.1177/09544089241263455","pdf_url":null,"source":{"id":"https://openalex.org/S4210186341","display_name":"Proceedings of the Institution of Mechanical Engineers Part E Journal of Process Mechanical Engineering","issn_l":"0954-4089","issn":["0954-4089","2041-3009"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-d","jufo-1","ki-jl-1","norway-1","poland-70","russia-white-list-2"],"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Institution of Mechanical Engineers, Part E: Journal of Process Mechanical Engineering","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"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/A5081123966","display_name":"Biju Theruvil Sayed","orcid":"https://orcid.org/0000-0002-9675-4872","observed_orcids":["https://orcid.org/0000-0002-9675-4872"]},"institutions":[{"id":"https://openalex.org/I4210150237","display_name":"Dhofar University","ror":"https://ror.org/05d5f5m07","country_code":"OM","type":"education","lineage":["https://openalex.org/I4210150237"]}],"countries":["OM"],"is_corresponding":false,"raw_author_name":"Biju Theruvil Sayed","raw_affiliation_strings":["Dhofar University","Department of Computer Science, Dhofar University, Salalah, Oman"],"raw_orcid":"https://orcid.org/0000-0002-9675-4872","affiliations":[{"raw_affiliation_string":"Dhofar University","institution_ids":["https://openalex.org/I4210150237"]},{"raw_affiliation_string":"Department of Computer Science, Dhofar University, Salalah, Oman","institution_ids":["https://openalex.org/I4210150237"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Arif Sari","orcid":"https://orcid.org/0000-0001-9431-8009","observed_orcids":["https://orcid.org/0000-0001-9431-8009"]},"institutions":[{"id":"https://openalex.org/I73621328","display_name":"Girne American University","ror":"https://ror.org/026b8w395","country_code":"CY","type":"education","lineage":["https://openalex.org/I73621328"]}],"countries":["CY"],"is_corresponding":true,"raw_author_name":"Arif Sari","raw_affiliation_strings":["Department of Management Information Systems, Girne American University, Kyrenia, North Cyprus, via Mersin 10 Turkey"],"raw_orcid":"https://orcid.org/0000-0001-9431-8009","affiliations":[{"raw_affiliation_string":"Department of Management Information Systems, Girne American University, Kyrenia, North Cyprus, via Mersin 10 Turkey","institution_ids":["https://openalex.org/I73621328"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061536269","display_name":"Wade Ghribi","orcid":"https://orcid.org/0000-0002-1221-8010","observed_orcids":["https://orcid.org/0000-0002-1221-8010"]},"institutions":[{"id":"https://openalex.org/I82952536","display_name":"King Khalid University","ror":"https://ror.org/052kwzs30","country_code":"SA","type":"education","lineage":["https://openalex.org/I82952536"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Wade Ghribi","raw_affiliation_strings":["Department of computer Engineering, College of Computer Science, king Khalid University, Al-faraa campus, Abha, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of computer Engineering, College of Computer Science, king Khalid University, Al-faraa campus, Abha, Saudi Arabia","institution_ids":["https://openalex.org/I82952536"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110528899","display_name":"Ahmed A. H. Alkurdi","orcid":"https://orcid.org/0000-0002-8060-4087","observed_orcids":["https://orcid.org/0000-0002-8060-4087"]},"institutions":[{"id":"https://openalex.org/I4210124331","display_name":"Duhok Polytechnic University","ror":"https://ror.org/024kjbt21","country_code":"IQ","type":"education","lineage":["https://openalex.org/I4210124331"]},{"id":"https://openalex.org/I4210146391","display_name":"Nawroz University","ror":"https://ror.org/04gp75d48","country_code":"IQ","type":"education","lineage":["https://openalex.org/I4210146391"]}],"countries":["IQ"],"is_corresponding":false,"raw_author_name":"Ahmed AH Alkurdi","raw_affiliation_strings":["Department of Computer Science, College of Science, Nawroz University, Duhok, KRG-Iraq","Duhok Polytechnic University","Department of Information Technology, Duhok Technical College, Duhok Polytechnic University, Duhok, KRG-Iraq"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, College of Science, Nawroz University, Duhok, KRG-Iraq","institution_ids":["https://openalex.org/I4210146391"]},{"raw_affiliation_string":"Duhok Polytechnic University","institution_ids":["https://openalex.org/I4210124331"]},{"raw_affiliation_string":"Department of Information Technology, Duhok Technical College, Duhok Polytechnic University, Duhok, KRG-Iraq","institution_ids":["https://openalex.org/I4210124331"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014770882","display_name":"Shavan K. Askar","orcid":"https://orcid.org/0000-0002-9279-8181","observed_orcids":["https://orcid.org/0000-0002-9279-8181"]},"institutions":[{"id":"https://openalex.org/I4405253865","display_name":"Erbil Polytechnic University","ror":"https://ror.org/015m6h915","country_code":"IQ","type":"education","lineage":["https://openalex.org/I4405253865"]}],"countries":["IQ"],"is_corresponding":true,"raw_author_name":"Shavan Askar","raw_affiliation_strings":["Erbil Polytechnic University","Department of Information System Engineering, Erbil Technical Engineering College, Erbil Polytechnic University, Erbil, Iraq"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Erbil Polytechnic University","institution_ids":["https://openalex.org/I4405253865"]},{"raw_affiliation_string":"Department of Information System Engineering, Erbil Technical Engineering College, Erbil Polytechnic University, Erbil, Iraq","institution_ids":["https://openalex.org/I4405253865"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5034278027","display_name":"Karrar Hatif Mohmmed","orcid":"https://orcid.org/0000-0002-3140-8477","observed_orcids":["https://orcid.org/0000-0002-3140-8477"]},"institutions":[{"id":"https://openalex.org/I4387154453","display_name":"Al-Ayen Iraqi University","ror":"https://ror.org/02t6wt791","country_code":"IQ","type":"education","lineage":["https://openalex.org/I4387154453"]}],"countries":["IQ"],"is_corresponding":false,"raw_author_name":"Karrar Hatif Mohmmed","raw_affiliation_strings":["Scientific Research Center, Al-Ayen University, Thi-Qar, Iraq"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Scientific Research Center, Al-Ayen University, Thi-Qar, Iraq","institution_ids":["https://openalex.org/I4387154453"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5014770882"],"corresponding_institution_ids":["https://openalex.org/I4405253865","https://openalex.org/I73621328"],"apc_list":{"value":3950,"currency":"USD","value_usd":3950},"apc_paid":null,"fwci":0.5092,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.51864199,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":95},"biblio":{"volume":"240","issue":"2","first_page":"1955","last_page":"1969"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12106","display_name":"Surface Treatment and Residual Stress","score":0.9911999702453613,"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/T12106","display_name":"Surface Treatment and Residual Stress","score":0.9911999702453613,"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/T11948","display_name":"Machine Learning in Materials Science","score":0.002300000051036477,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13470","display_name":"Surface Treatment and Coatings","score":0.0006000000284984708,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/surface-mechanical-attrition-treatment","display_name":"surface mechanical attrition treatment","score":0.9909999966621399},{"id":"https://openalex.org/keywords/residual-stress","display_name":"residual stress","score":0.9729999899864197},{"id":"https://openalex.org/keywords/equivalent-plastic-strain","display_name":"equivalent plastic strain","score":0.925000011920929},{"id":"https://openalex.org/keywords/plastic-deformation","display_name":"plastic deformation","score":0.7459999918937683},{"id":"https://openalex.org/keywords/alloys","display_name":"alloys","score":0.8259999752044678},{"id":"https://openalex.org/keywords/machine-learning-prediction","display_name":"machine learning prediction","score":0.7889999747276306},{"id":"https://openalex.org/keywords/finite-element-analysis","display_name":"finite element analysis","score":0.8320000171661377},{"id":"https://openalex.org/keywords/ss-316l","display_name":"SS316L","score":0.7889999747276306},{"id":"https://openalex.org/keywords/nickel-titanium-alloys","display_name":"NiTi","score":0.9890000224113464},{"id":"https://openalex.org/keywords/ti64","display_name":"Ti64","score":0.9850000143051147},{"id":"https://openalex.org/keywords/al7075","display_name":"Al7075","score":0.9980000257492065},{"id":"https://openalex.org/keywords/az31-magnesium-alloy","display_name":"AZ31 magnesium alloy","score":0.9980000257492065},{"id":"https://openalex.org/keywords/process-parameter-optimization","display_name":"process parameter optimization","score":0.7009999752044678}],"concepts":[{"id":"https://openalex.org/C37292000","wikidata":"https://www.wikidata.org/wiki/Q1257918","display_name":"Residual stress","level":2,"score":0.7316433787345886},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.6756868362426758},{"id":"https://openalex.org/C2780553607","wikidata":"https://www.wikidata.org/wiki/Q684868","display_name":"Attrition","level":2,"score":0.5924252867698669},{"id":"https://openalex.org/C135628077","wikidata":"https://www.wikidata.org/wiki/Q220184","display_name":"Finite element method","level":2,"score":0.5266675353050232},{"id":"https://openalex.org/C79186407","wikidata":"https://www.wikidata.org/wiki/Q472074","display_name":"Plasticity","level":2,"score":0.506004273891449},{"id":"https://openalex.org/C155512373","wikidata":"https://www.wikidata.org/wiki/Q287450","display_name":"Residual","level":2,"score":0.48640182614326477},{"id":"https://openalex.org/C204366326","wikidata":"https://www.wikidata.org/wiki/Q3027650","display_name":"Deformation (meteorology)","level":2,"score":0.47152814269065857},{"id":"https://openalex.org/C21036866","wikidata":"https://www.wikidata.org/wiki/Q181767","display_name":"Stress (linguistics)","level":2,"score":0.46134573221206665},{"id":"https://openalex.org/C160798091","wikidata":"https://www.wikidata.org/wiki/Q5459028","display_name":"Nickel titanium","level":3,"score":0.4205020070075989},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3865540325641632},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.3601419925689697},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.3428398370742798},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32276296615600586},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.3212208151817322},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.313938170671463},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.25170913338661194},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11514043807983398},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C49097943","wikidata":"https://www.wikidata.org/wiki/Q898455","display_name":"Shape-memory alloy","level":2,"score":0.0},{"id":"https://openalex.org/C199343813","wikidata":"https://www.wikidata.org/wiki/Q12128","display_name":"Dentistry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1177/09544089241263455","doi":"https://doi.org/10.1177/09544089241263455","is_oa":false,"landing_page_url":"https://doi.org/10.1177/09544089241263455","pdf_url":null,"source":{"id":"https://openalex.org/S4210186341","display_name":"Proceedings of the Institution of Mechanical Engineers Part E Journal of Process Mechanical Engineering","issn_l":"0954-4089","issn":["0954-4089","2041-3009"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-d","jufo-1","ki-jl-1","norway-1","poland-70","russia-white-list-2"],"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Institution of Mechanical Engineers, Part E: Journal of Process Mechanical Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320324433","display_name":"King Khalid University","ror":"https://ror.org/052kwzs30"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":66,"referenced_works":["https://openalex.org/W2005192175","https://openalex.org/W2028070629","https://openalex.org/W2147800946","https://openalex.org/W2471790512","https://openalex.org/W2567378916","https://openalex.org/W2760187005","https://openalex.org/W2789290525","https://openalex.org/W2797928606","https://openalex.org/W2800722845","https://openalex.org/W2902390267","https://openalex.org/W2922446073","https://openalex.org/W2954980752","https://openalex.org/W2963486664","https://openalex.org/W2964152396","https://openalex.org/W2964643411","https://openalex.org/W2972059270","https://openalex.org/W2981679558","https://openalex.org/W2997895926","https://openalex.org/W3005332168","https://openalex.org/W3008647172","https://openalex.org/W3015600948","https://openalex.org/W3022530152","https://openalex.org/W3025969450","https://openalex.org/W3026094172","https://openalex.org/W3028991364","https://openalex.org/W3033494729","https://openalex.org/W3036029971","https://openalex.org/W3037581314","https://openalex.org/W3081752294","https://openalex.org/W3084134041","https://openalex.org/W3096720728","https://openalex.org/W3124832815","https://openalex.org/W3143996417","https://openalex.org/W3154908394","https://openalex.org/W3156066262","https://openalex.org/W3170736916","https://openalex.org/W3174199603","https://openalex.org/W3178892379","https://openalex.org/W3194875533","https://openalex.org/W4200480891","https://openalex.org/W4200529520","https://openalex.org/W4210339829","https://openalex.org/W4210448281","https://openalex.org/W4221058311","https://openalex.org/W4225158137","https://openalex.org/W4225261916","https://openalex.org/W4283323386","https://openalex.org/W4285498321","https://openalex.org/W4292582305","https://openalex.org/W4293032996","https://openalex.org/W4309299368","https://openalex.org/W4312080583","https://openalex.org/W4320878984","https://openalex.org/W4320912697","https://openalex.org/W4377695308","https://openalex.org/W4378377350","https://openalex.org/W4379112937","https://openalex.org/W4379644310","https://openalex.org/W4382202056","https://openalex.org/W4382600402","https://openalex.org/W4382775441","https://openalex.org/W4384298641","https://openalex.org/W4390452403","https://openalex.org/W4391066208","https://openalex.org/W4392104100","https://openalex.org/W7170171407"],"related_works":["https://openalex.org/W4400348937","https://openalex.org/W3151403060","https://openalex.org/W3096720728","https://openalex.org/W7168169942","https://openalex.org/W7203955685","https://openalex.org/W7093821442","https://openalex.org/W4396898493","https://openalex.org/W4393336384","https://openalex.org/W4385588372","https://openalex.org/W2072774422"],"abstract_inverted_index":{"This":[0],"paper":[1],"presents":[2],"a":[3,170,181],"novel":[4],"machine":[5,132],"learning":[6,133],"model":[7,56,165],"designed":[8],"to":[9,148,152],"predict":[10],"residual":[11,69,110,156],"stress":[12,70,111,157],"and":[13,48,71,87,100,112,126,158,196],"equivalent":[14,75],"plastic":[15,76,113,159],"deformation":[16],"in":[17,107,115,199],"metallic":[18],"alloys":[19],"undergoing":[20],"surface":[21,35,155],"mechanical":[22,36],"attrition":[23,37],"treatment.":[24],"The":[25,50],"dataset":[26],"used":[27],"for":[28,68,73,173,184,194],"training":[29],"was":[30,141],"generated":[31],"by":[32],"numerically":[33],"simulating":[34],"treatment":[38],"on":[39,139],"various":[40],"alloys,":[41],"such":[42],"as":[43,169,180],"SS316L,":[44],"NiTi,":[45],"Ti64,":[46],"Al7075,":[47],"AZ31.":[49],"regression":[51],"analysis":[52],"of":[53,66,85,94,109,123],"the":[54,91,95,105,131,145,163,174,186,192],"proposed":[55,164],"exhibits":[57],"exceptional":[58],"predictive":[59],"capabilities,":[60],"with":[61,119],"high":[62],"R":[63],"\u00b2":[64],"values":[65,84,108],"0.959":[67],"0.911":[72],"average":[74],"strain,":[77],"alongside":[78],"low":[79],"root":[80],"mean":[81],"square":[82],"error":[83,197],"0.035":[86],"0.088,":[88],"respectively.":[89],"Furthermore,":[90],"detailed":[92],"examination":[93],"correlation":[96],"between":[97],"input":[98],"features":[99],"output":[101,175],"targets":[102,176],"revealed":[103],"that":[104],"increase":[106],"strain":[114,160],"treated":[116],"samples":[117],"corresponded":[118],"heightened":[120],"weight":[121],"functions":[122,179],"processing":[124],"parameters":[125,150],"material":[127],"properties,":[128],"respectively,":[129],"within":[130],"model.":[134],"A":[135],"case":[136],"study":[137],"focusing":[138],"Al7075":[140],"also":[142,178],"provided,":[143],"demonstrating":[144],"model's":[146],"ability":[147],"adjust":[149],"effectively":[151],"achieve":[153],"specific":[154],"outcomes.":[161],"Ultimately,":[162],"not":[166],"only":[167],"serves":[168],"reliable":[171],"predictor":[172],"but":[177],"valuable":[182],"tool":[183],"characterizing":[185],"complex":[187],"input\u2013output":[188],"relationships,":[189],"thereby":[190],"reducing":[191],"need":[193],"trial":[195],"experimentation":[198],"real-world":[200],"scenarios.":[201]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1}],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2024-07-26T00:00:00"}
