{"id":"https://openalex.org/W2073747186","doi":"https://doi.org/10.4018/ijmmme.2014010101","title":"Neural Network Based Modelling and GRA Coupled PCA Optimization of Hole Sinking Electro Discharge Micromachining","display_name":"Neural Network Based Modelling and GRA Coupled PCA Optimization of Hole Sinking Electro Discharge Micromachining","publication_year":2014,"publication_date":"2014-01-01","ids":{"openalex":"https://openalex.org/W2073747186","doi":"https://doi.org/10.4018/ijmmme.2014010101","mag":"2073747186"},"language":"en","primary_location":{"id":"doi:10.4018/ijmmme.2014010101","is_oa":false,"landing_page_url":"https://doi.org/10.4018/ijmmme.2014010101","pdf_url":null,"source":{"id":"https://openalex.org/S4210226236","display_name":"International Journal of Manufacturing Materials and Mechanical Engineering","issn_l":"2156-1672","issn":["2156-1672","2156-1680"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Manufacturing, Materials, and Mechanical Engineering","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/A5030928647","display_name":"Rajesh Kumar Porwal","orcid":"https://orcid.org/0000-0003-2451-2812"},"institutions":[{"id":"https://openalex.org/I152869788","display_name":"Motilal Nehru National Institute of Technology","ror":"https://ror.org/04dp7tp96","country_code":"IN","type":"education","lineage":["https://openalex.org/I152869788"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Rajesh Kumar Porwal","raw_affiliation_strings":["Department of Mechanical Engineering, Motilal Nehru National Institute of Technology, Allahabad, India","(Department of Mechanical Engineering, Motilal Nehru National Institute of Technology, Allahabad, India)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, Motilal Nehru National Institute of Technology, Allahabad, India","institution_ids":["https://openalex.org/I152869788"]},{"raw_affiliation_string":"(Department of Mechanical Engineering, Motilal Nehru National Institute of Technology, Allahabad, India)","institution_ids":["https://openalex.org/I152869788"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056689262","display_name":"Vinod Yadava","orcid":"https://orcid.org/0000-0002-0851-5725"},"institutions":[{"id":"https://openalex.org/I152869788","display_name":"Motilal Nehru National Institute of Technology","ror":"https://ror.org/04dp7tp96","country_code":"IN","type":"education","lineage":["https://openalex.org/I152869788"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Vinod Yadava","raw_affiliation_strings":["Department of Mechanical Engineering, Motilal Nehru National Institute of Technology, Allahabad, India","(Department of Mechanical Engineering, Motilal Nehru National Institute of Technology, Allahabad, India)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, Motilal Nehru National Institute of Technology, Allahabad, India","institution_ids":["https://openalex.org/I152869788"]},{"raw_affiliation_string":"(Department of Mechanical Engineering, Motilal Nehru National Institute of Technology, Allahabad, India)","institution_ids":["https://openalex.org/I152869788"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5110442632","display_name":"J. Ramkumar","orcid":null},"institutions":[{"id":"https://openalex.org/I94234084","display_name":"Indian Institute of Technology Kanpur","ror":"https://ror.org/05pjsgx75","country_code":"IN","type":"education","lineage":["https://openalex.org/I94234084"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"J. Ramkumar","raw_affiliation_strings":["Department of Mechanical Engineering, Indian Institute of Technology, Kanpur, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, Indian Institute of Technology, Kanpur, India","institution_ids":["https://openalex.org/I94234084"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.0359,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.80371221,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"4","issue":"1","first_page":"1","last_page":"21"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11451","display_name":"Advanced Machining and Optimization Techniques","score":0.9998000264167786,"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"}},"topics":[{"id":"https://openalex.org/T11451","display_name":"Advanced Machining and Optimization Techniques","score":0.9998000264167786,"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/T10188","display_name":"Advanced machining processes and optimization","score":0.9991999864578247,"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/T11301","display_name":"Advanced Surface Polishing Techniques","score":0.9837999939918518,"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/electrical-discharge-machining","display_name":"Electrical discharge machining","score":0.6640875339508057},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6582669019699097},{"id":"https://openalex.org/keywords/principal-component-analysis","display_name":"Principal component analysis","score":0.590888261795044},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.554743230342865},{"id":"https://openalex.org/keywords/voltage","display_name":"Voltage","score":0.5217569470405579},{"id":"https://openalex.org/keywords/machining","display_name":"Machining","score":0.4785540699958801},{"id":"https://openalex.org/keywords/grey-relational-analysis","display_name":"Grey relational analysis","score":0.473834365606308},{"id":"https://openalex.org/keywords/capacitance","display_name":"Capacitance","score":0.46073123812675476},{"id":"https://openalex.org/keywords/surface-micromachining","display_name":"Surface micromachining","score":0.45377829670906067},{"id":"https://openalex.org/keywords/performance-prediction","display_name":"Performance prediction","score":0.41621190309524536},{"id":"https://openalex.org/keywords/process-variable","display_name":"Process variable","score":0.41186007857322693},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.36858969926834106},{"id":"https://openalex.org/keywords/mechanical-engineering","display_name":"Mechanical engineering","score":0.3666723370552063},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.34610238671302795},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.21199122071266174},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.15927842259407043},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.13371464610099792},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.10843944549560547},{"id":"https://openalex.org/keywords/electrode","display_name":"Electrode","score":0.09468331933021545}],"concepts":[{"id":"https://openalex.org/C140075996","wikidata":"https://www.wikidata.org/wiki/Q577484","display_name":"Electrical discharge machining","level":3,"score":0.6640875339508057},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6582669019699097},{"id":"https://openalex.org/C27438332","wikidata":"https://www.wikidata.org/wiki/Q2873","display_name":"Principal component analysis","level":2,"score":0.590888261795044},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.554743230342865},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.5217569470405579},{"id":"https://openalex.org/C523214423","wikidata":"https://www.wikidata.org/wiki/Q192047","display_name":"Machining","level":2,"score":0.4785540699958801},{"id":"https://openalex.org/C64734493","wikidata":"https://www.wikidata.org/wiki/Q5608296","display_name":"Grey relational analysis","level":2,"score":0.473834365606308},{"id":"https://openalex.org/C30066665","wikidata":"https://www.wikidata.org/wiki/Q164399","display_name":"Capacitance","level":3,"score":0.46073123812675476},{"id":"https://openalex.org/C145667562","wikidata":"https://www.wikidata.org/wiki/Q7646003","display_name":"Surface micromachining","level":4,"score":0.45377829670906067},{"id":"https://openalex.org/C2777115002","wikidata":"https://www.wikidata.org/wiki/Q7168246","display_name":"Performance prediction","level":2,"score":0.41621190309524536},{"id":"https://openalex.org/C93228742","wikidata":"https://www.wikidata.org/wiki/Q7247312","display_name":"Process variable","level":3,"score":0.41186007857322693},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.36858969926834106},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.3666723370552063},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.34610238671302795},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.21199122071266174},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.15927842259407043},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.13371464610099792},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.10843944549560547},{"id":"https://openalex.org/C17525397","wikidata":"https://www.wikidata.org/wiki/Q176140","display_name":"Electrode","level":2,"score":0.09468331933021545},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C147789679","wikidata":"https://www.wikidata.org/wiki/Q11372","display_name":"Physical chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C136525101","wikidata":"https://www.wikidata.org/wiki/Q5428139","display_name":"Fabrication","level":3,"score":0.0},{"id":"https://openalex.org/C144237770","wikidata":"https://www.wikidata.org/wiki/Q747534","display_name":"Mathematical economics","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C204787440","wikidata":"https://www.wikidata.org/wiki/Q188504","display_name":"Alternative medicine","level":2,"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/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.4018/ijmmme.2014010101","is_oa":false,"landing_page_url":"https://doi.org/10.4018/ijmmme.2014010101","pdf_url":null,"source":{"id":"https://openalex.org/S4210226236","display_name":"International Journal of Manufacturing Materials and Mechanical Engineering","issn_l":"2156-1672","issn":["2156-1672","2156-1680"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Manufacturing, Materials, and Mechanical Engineering","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:igg:jmmme0:v:4:y:2014:i:1:p:1-21","is_oa":false,"landing_page_url":"http://services.igi-global.com/resolvedoi/resolve.aspx?doi=10.4018/ijmmme.2014010101","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W109236451","https://openalex.org/W1608292140","https://openalex.org/W1966944030","https://openalex.org/W1974888868","https://openalex.org/W1975275975","https://openalex.org/W1986890025","https://openalex.org/W1995974337","https://openalex.org/W2005413963","https://openalex.org/W2017372625","https://openalex.org/W2032082108","https://openalex.org/W2036637332","https://openalex.org/W2068823358","https://openalex.org/W2071128523","https://openalex.org/W2073141806","https://openalex.org/W2127238875","https://openalex.org/W2137268994","https://openalex.org/W2159789312","https://openalex.org/W2163167937","https://openalex.org/W2523619167","https://openalex.org/W4238805501"],"related_works":["https://openalex.org/W2049815011","https://openalex.org/W3046577693","https://openalex.org/W1970928522","https://openalex.org/W255771819","https://openalex.org/W2340656878","https://openalex.org/W3164422764","https://openalex.org/W2998574622","https://openalex.org/W2600218314","https://openalex.org/W3015736785","https://openalex.org/W4389738678"],"abstract_inverted_index":{"Determination":[0],"of":[1,27,29,51,59,73,78,94,118,120,132,139,143,178,189],"material":[2],"removal":[3],"rate":[4,8],"(MRR),":[5],"tool":[6],"wear":[7],"(TWR)":[9],"and":[10,24,32,65,102,130,145,152,167],"hole":[11,37],"taper":[12],"(Ta)":[13],"is":[14,81,161],"a":[15,89],"challenging":[16],"task":[17],"for":[18,48,76,100,113,128,192],"manufacturing":[19],"engineers":[20],"from":[21],"the":[22,30,133,146,158],"productivity":[23],"accuracy":[25,173],"point":[26],"view":[28],"symmetrical":[31],"nonsymmetrical":[33],"holes":[34],"due":[35],"to":[36,87,125,163,186],"sinking":[38],"electro":[39],"discharge":[40],"micro":[41],"machining":[42],"(HS-EDMM)":[43],"process.":[44],"Thus,":[45],"mathematical":[46,91],"models":[47],"quick":[49],"prediction":[50,70,101],"these":[52],"aspects":[53],"are":[54,62],"needed":[55],"because":[56],"experimental":[57],"determinations":[58],"process":[60,79,165,169],"performances":[61],"always":[63],"tedious":[64],"time":[66],"consuming.":[67],"Not":[68],"only":[69],"but":[71],"determination":[72],"optimum":[74],"parameter":[75],"optimization":[77,114],"performance":[80,148,170],"also":[82],"required.":[83],"This":[84],"paper":[85],"attempts":[86],"apply":[88],"hybrid":[90,159],"approach":[92,160,182],"comprising":[93],"Back":[95],"Propagation":[96],"Neural":[97],"Network":[98],"(BPNN)":[99],"Grey":[103],"Relational":[104],"Analysis":[105,111],"(GRA)":[106],"coupled":[107],"with":[108,115,171],"Principal":[109],"Component":[110],"(PCA)":[112],"multiple":[116],"responses":[117],"HS-EDMM":[119],"Invar-36.":[121],"Experiments":[122],"were":[123],"conducted":[124],"generate":[126],"dataset":[127],"training":[129],"testing":[131],"network":[134],"where":[135],"input":[136],"parameters":[137,149],"consist":[138],"gap":[140],"voltage,":[141],"capacitance":[142],"capacitor":[144],"resulting":[147],"MRR,":[150],"TWR":[151],"Ta.":[153],"The":[154,180],"results":[155],"indicate":[156],"that":[157],"capable":[162],"predict":[164],"output":[166],"optimize":[168],"reasonable":[172],"under":[174],"varied":[175],"operating":[176],"conditions":[177],"HS-EDMM.":[179],"proposed":[181],"would":[183],"be":[184],"extendable":[185],"other":[187],"configurations":[188],"EDMM":[190],"processes":[191],"different":[193],"material.":[194]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":2},{"year":2016,"cited_by_count":3}],"updated_date":"2026-06-11T06:19:23.411458","created_date":"2025-10-10T00:00:00"}
