{"id":"https://openalex.org/W4385384788","doi":"https://doi.org/10.1515/pjbr-2022-0118","title":"Artificial neural network-based prediction assessment of wire electric discharge machining parameters for smart manufacturing","display_name":"Artificial neural network-based prediction assessment of wire electric discharge machining parameters for smart manufacturing","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4385384788","doi":"https://doi.org/10.1515/pjbr-2022-0118"},"language":"en","primary_location":{"id":"doi:10.1515/pjbr-2022-0118","is_oa":true,"landing_page_url":"https://doi.org/10.1515/pjbr-2022-0118","pdf_url":"https://www.degruyter.com/document/doi/10.1515/pjbr-2022-0118/pdf","source":{"id":"https://openalex.org/S4210226531","display_name":"Paladyn Journal of Behavioral Robotics","issn_l":"2080-9778","issn":["2080-9778","2081-4836"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320322","host_organization_name":"De Gruyter Open","host_organization_lineage":["https://openalex.org/P4310320322","https://openalex.org/P4310313990"],"host_organization_lineage_names":["De Gruyter Open","De Gruyter"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Paladyn, Journal of Behavioral Robotics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.degruyter.com/document/doi/10.1515/pjbr-2022-0118/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5112970079","display_name":"I. V. Manoj","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Itagi Vijayakumar Manoj","raw_affiliation_strings":["Department of Mechanical Engineering, Nitte Meenakshi Institute of Technology , Bengaluru 560064, Karnataka, 560064 , India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, Nitte Meenakshi Institute of Technology , Bengaluru 560064, Karnataka, 560064 , India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104149826","display_name":"SannaYellappa Narendranath","orcid":null},"institutions":[{"id":"https://openalex.org/I11880225","display_name":"National Institute of Technology Karnataka","ror":"https://ror.org/01hz4v948","country_code":"IN","type":"education","lineage":["https://openalex.org/I11880225"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"SannaYellappa Narendranath","raw_affiliation_strings":["Department of Mechanical Engineering, National Institute of Technology Karnataka Surathkal , Surathkal , 575025 , India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, National Institute of Technology Karnataka Surathkal , Surathkal , 575025 , India","institution_ids":["https://openalex.org/I11880225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025156848","display_name":"Peter Madindwa Mashinini","orcid":"https://orcid.org/0000-0001-8614-1610"},"institutions":[{"id":"https://openalex.org/I24027795","display_name":"University of Johannesburg","ror":"https://ror.org/04z6c2n17","country_code":"ZA","type":"education","lineage":["https://openalex.org/I24027795"]}],"countries":["ZA"],"is_corresponding":false,"raw_author_name":"Peter Madindwa Mashinini","raw_affiliation_strings":["Department of Mechanical & Industrial Engineering Technology, University of Johannesburg , PO Box 524 , Auckland Park , 2006 , South Africa"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical & Industrial Engineering Technology, University of Johannesburg , PO Box 524 , Auckland Park , 2006 , South Africa","institution_ids":["https://openalex.org/I24027795"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009119397","display_name":"Hargovind Soni","orcid":"https://orcid.org/0000-0001-7575-0699"},"institutions":[{"id":"https://openalex.org/I44635919","display_name":"National Institute of Technology Delhi","ror":"https://ror.org/032twef21","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210152752","https://openalex.org/I44635919"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Hargovind Soni","raw_affiliation_strings":["Department of Mechanical Engineering, National Institute of Technology Delhi , Delhi , 110036 , India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, National Institute of Technology Delhi , Delhi , 110036 , India","institution_ids":["https://openalex.org/I44635919"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020009947","display_name":"Shanay Rab","orcid":"https://orcid.org/0000-0003-1203-6492"},"institutions":[{"id":"https://openalex.org/I71637028","display_name":"University of Brighton","ror":"https://ror.org/04kp2b655","country_code":"GB","type":"education","lineage":["https://openalex.org/I71637028"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Shanay Rab","raw_affiliation_strings":["School of Architecture, Technology, and Engineering, University of Brighton , Brighton BN2 4GJ , UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Architecture, Technology, and Engineering, University of Brighton , Brighton BN2 4GJ , UK","institution_ids":["https://openalex.org/I71637028"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073681940","display_name":"Shadab Ahmad","orcid":"https://orcid.org/0000-0001-7468-8686"},"institutions":[{"id":"https://openalex.org/I119203015","display_name":"Shandong University of Technology","ror":"https://ror.org/02mr3ar13","country_code":"CN","type":"education","lineage":["https://openalex.org/I119203015"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shadab Ahmad","raw_affiliation_strings":["School of Mechanical Engineering, Shandong University of Technology , Zibo 255000 , China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Shandong University of Technology , Zibo 255000 , China","institution_ids":["https://openalex.org/I119203015"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5019441664","display_name":"Ahatsham Hayat","orcid":null},"institutions":[{"id":"https://openalex.org/I114395901","display_name":"University of Nebraska\u2013Lincoln","ror":"https://ror.org/043mer456","country_code":"US","type":"education","lineage":["https://openalex.org/I114395901"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Ahatsham Hayat","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of Nebraska-Lincoln , Lincoln , NE , USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Nebraska-Lincoln , Lincoln , NE , USA","institution_ids":["https://openalex.org/I114395901"]}]}],"institutions":[],"countries_distinct_count":5,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5009119397","https://openalex.org/A5019441664"],"corresponding_institution_ids":["https://openalex.org/I114395901","https://openalex.org/I44635919"],"apc_list":{"value":1000,"currency":"EUR","value_usd":1078},"apc_paid":{"value":1000,"currency":"EUR","value_usd":1078},"fwci":0.813,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.71741986,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"14","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11451","display_name":"Advanced Machining and Optimization Techniques","score":1.0,"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":1.0,"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":0.9968000054359436,"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":0.9865999817848206,"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":0.8229295015335083},{"id":"https://openalex.org/keywords/machining","display_name":"Machining","score":0.7419357299804688},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6494155526161194},{"id":"https://openalex.org/keywords/fixture","display_name":"Fixture","score":0.6389162540435791},{"id":"https://openalex.org/keywords/mechanical-engineering","display_name":"Mechanical engineering","score":0.5393789410591125},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5143548250198364},{"id":"https://openalex.org/keywords/spark","display_name":"SPARK (programming language)","score":0.45485925674438477},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.3813062012195587},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.36556926369667053},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.30842697620391846}],"concepts":[{"id":"https://openalex.org/C140075996","wikidata":"https://www.wikidata.org/wiki/Q577484","display_name":"Electrical discharge machining","level":3,"score":0.8229295015335083},{"id":"https://openalex.org/C523214423","wikidata":"https://www.wikidata.org/wiki/Q192047","display_name":"Machining","level":2,"score":0.7419357299804688},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6494155526161194},{"id":"https://openalex.org/C2781122048","wikidata":"https://www.wikidata.org/wiki/Q15983064","display_name":"Fixture","level":2,"score":0.6389162540435791},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.5393789410591125},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5143548250198364},{"id":"https://openalex.org/C2781215313","wikidata":"https://www.wikidata.org/wiki/Q3493345","display_name":"SPARK (programming language)","level":2,"score":0.45485925674438477},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3813062012195587},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.36556926369667053},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.30842697620391846},{"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/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1515/pjbr-2022-0118","is_oa":true,"landing_page_url":"https://doi.org/10.1515/pjbr-2022-0118","pdf_url":"https://www.degruyter.com/document/doi/10.1515/pjbr-2022-0118/pdf","source":{"id":"https://openalex.org/S4210226531","display_name":"Paladyn Journal of Behavioral Robotics","issn_l":"2080-9778","issn":["2080-9778","2081-4836"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320322","host_organization_name":"De Gruyter Open","host_organization_lineage":["https://openalex.org/P4310320322","https://openalex.org/P4310313990"],"host_organization_lineage_names":["De Gruyter Open","De Gruyter"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Paladyn, Journal of Behavioral Robotics","raw_type":"journal-article"},{"id":"pmh:oai:pure.atira.dk:publications/3cf8c182-3d94-4b2d-849a-5769bc6190e1","is_oa":true,"landing_page_url":"https://research.brighton.ac.uk/en/publications/3cf8c182-3d94-4b2d-849a-5769bc6190e1","pdf_url":"https://cris.brighton.ac.uk/ws/files/41103433/PJBR-14-1-10.1515_pjbr-2022-0118.pdf","source":{"id":"https://openalex.org/S4306401758","display_name":"University of Brighton Repository (University of Brighton)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I71637028","host_organization_name":"University of Brighton","host_organization_lineage":["https://openalex.org/I71637028"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Manoj, I V, Narendranath, S, Mashinini, P M, Soni, H, Shanay Rab, S R, Ahmad, S & Hayat, A 2023, 'Artificial neural network-based prediction assessment of wire electric discharge machining parameters for smart manufacturing', Paladyn, Journal of Behavioral Robotics, vol. 14, no. 1, 20220118. https://doi.org/10.1515/pjbr-2022-0118","raw_type":"article"},{"id":"pmh:oai:digitalcommons.unl.edu:electricalengineeringfacpub-1734","is_oa":false,"landing_page_url":"https://digitalcommons.unl.edu/electricalengineeringfacpub/734","pdf_url":null,"source":{"id":"https://openalex.org/S4306513441","display_name":"Insecta mundi","issn_l":"0749-6737","issn":["0749-6737","1942-1354","1942-1362"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310316217","host_organization_name":"Center for Systematic Entomology","host_organization_lineage":["https://openalex.org/P4310316217"],"host_organization_lineage_names":["Center for Systematic Entomology"],"type":"journal"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Department of Electrical and Computer Engineering: Faculty Publications","raw_type":"text"},{"id":"pmh:oai:doaj.org/article:fc296abe9b49461e9e56afc12e4856cc","is_oa":true,"landing_page_url":"https://doaj.org/article/fc296abe9b49461e9e56afc12e4856cc","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Paladyn, Vol 14, Iss 1, Pp pp. 183-199 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1515/pjbr-2022-0118","is_oa":true,"landing_page_url":"https://doi.org/10.1515/pjbr-2022-0118","pdf_url":"https://www.degruyter.com/document/doi/10.1515/pjbr-2022-0118/pdf","source":{"id":"https://openalex.org/S4210226531","display_name":"Paladyn Journal of Behavioral Robotics","issn_l":"2080-9778","issn":["2080-9778","2081-4836"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320322","host_organization_name":"De Gruyter Open","host_organization_lineage":["https://openalex.org/P4310320322","https://openalex.org/P4310313990"],"host_organization_lineage_names":["De Gruyter Open","De Gruyter"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Paladyn, Journal of Behavioral Robotics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4385384788.pdf"},"referenced_works_count":26,"referenced_works":["https://openalex.org/W1778636881","https://openalex.org/W1997510452","https://openalex.org/W2003171201","https://openalex.org/W2033249244","https://openalex.org/W2074582460","https://openalex.org/W2189956673","https://openalex.org/W2533917103","https://openalex.org/W2580323690","https://openalex.org/W2769694412","https://openalex.org/W2800944987","https://openalex.org/W2896571396","https://openalex.org/W2901728380","https://openalex.org/W2908152068","https://openalex.org/W2913320820","https://openalex.org/W2942711315","https://openalex.org/W2966476281","https://openalex.org/W2978139930","https://openalex.org/W3039974938","https://openalex.org/W3142002427","https://openalex.org/W3189237016","https://openalex.org/W3211655717","https://openalex.org/W4207042480","https://openalex.org/W4213349281","https://openalex.org/W4286252278","https://openalex.org/W4306149450","https://openalex.org/W4313357340"],"related_works":["https://openalex.org/W2076018311","https://openalex.org/W2019405232","https://openalex.org/W2005666013","https://openalex.org/W2146543028","https://openalex.org/W2161732477","https://openalex.org/W2155691174","https://openalex.org/W1969262486","https://openalex.org/W2803477885","https://openalex.org/W2024755091","https://openalex.org/W2947294510"],"abstract_inverted_index":{"Abstract":[0],"Artificial":[1],"intelligence":[2],"(AI),":[3],"robotics,":[4],"cybersecurity,":[5],"the":[6,16,63,84,148,154,160,163,172,183,187,190,194,197,210],"Industrial":[7],"Internet":[8],"of":[9,15,88,150,159,189,196,212],"Things,":[10],"and":[11,18,69,94,122,130,157,219],"blockchain":[12],"are":[13,21,72,79],"some":[14],"technologies":[17],"solutions":[19],"that":[20,54,71],"combined":[22],"to":[23,30,74,109,138,209],"produce":[24],"\u201csmart":[25],"manufacturing,\u201d":[26],"which":[27],"is":[28,51,60,105,169],"used":[29],"optimize":[31],"manufacturing":[32,198,217],"processes":[33,218],"by":[34,81],"creating":[35],"and/or":[36],"accepting":[37],"data.":[38],"In":[39,83],"manufacturing,":[40],"spark":[41],"erosion":[42],"technique":[43,168],"such":[44,112],"as":[45,62,113,206,220],"wire":[46,114,116,118],"electric":[47],"discharge":[48],"machining":[49,76],"(WEDM)":[50],"a":[52,106,135,207,221],"process":[53,108],"machines":[55],"different":[56,89,142],"hard-to-cut":[57],"alloys.":[58],"It":[59],"regarded":[61],"solution":[64],"for":[65,171,193],"cutting":[66],"intricate":[67],"parts":[68],"materials":[70],"resistant":[73],"conventional":[75],"techniques":[77],"or":[78],"required":[80],"design.":[82],"present":[85],"study,":[86],"holes":[87,140],"radii,":[90],"i.e.":[91],"1,":[92],"3,":[93],"5":[95],"mm,":[96],"have":[97],"been":[98],"cut":[99],"on":[100,153],"Nickelvac-HX.":[101],"Tapering":[102],"in":[103,179,202,215,224],"WEDM":[104],"delicate":[107],"avoid":[110],"disadvantages":[111],"break,":[115],"bend,":[117],"friction,":[119],"guide":[120],"wear,":[121],"insufficient":[123],"flushing.":[124],"Taper":[125],"angles":[126,152],"viz.":[127],"0\u00b0,":[128],"15\u00b0,":[129],"30\u00b0":[131],"were":[132,178],"obtained":[133],"from":[134],"unique":[136],"fixture":[137],"get":[139],"at":[141],"angles.":[143],"The":[144,176,200],"study":[145],"also":[146],"shows":[147],"influence":[149],"taper":[151],"part":[155],"geometry":[156],"area":[158],"holes.":[161],"Next,":[162],"artificial":[164],"neural":[165],"network":[166],"(ANN)":[167],"implemented":[170],"parametric":[173],"result":[174],"prediction.":[175],"findings":[177,201],"good":[180],"agreement":[181],"with":[182],"experimental":[184],"data,":[185],"supporting":[186],"viability":[188],"ANN":[191],"approach":[192],"evaluation":[195],"process.":[199],"this":[203],"research":[204],"provide":[205],"reference":[208],"potential":[211],"AI-based":[213],"assessment":[214],"smart":[216],"design":[222],"tool":[223],"many":[225],"manufacturing-related":[226],"fields.":[227]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":4}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}