{"id":"https://openalex.org/W4288039295","doi":"https://doi.org/10.1080/0951192x.2022.2104462","title":"Prediction of mechanical properties for acrylonitrile-butadiene-styrene parts manufactured by fused deposition modelling using artificial neural network and genetic algorithm","display_name":"Prediction of mechanical properties for acrylonitrile-butadiene-styrene parts manufactured by fused deposition modelling using artificial neural network and genetic algorithm","publication_year":2022,"publication_date":"2022-07-26","ids":{"openalex":"https://openalex.org/W4288039295","doi":"https://doi.org/10.1080/0951192x.2022.2104462"},"language":"en","primary_location":{"id":"doi:10.1080/0951192x.2022.2104462","is_oa":false,"landing_page_url":"https://doi.org/10.1080/0951192x.2022.2104462","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/A5114026422","display_name":"Mohd Tayyab","orcid":null},"institutions":[{"id":"https://openalex.org/I863896202","display_name":"Delhi Technological University","ror":"https://ror.org/01ztcvt22","country_code":"IN","type":"education","lineage":["https://openalex.org/I863896202"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Mohd Tayyab","raw_affiliation_strings":["Department of Design, Delhi Technological University, Delhi, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Design, Delhi Technological University, Delhi, India","institution_ids":["https://openalex.org/I863896202"]}]},{"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/I863896202","display_name":"Delhi Technological University","ror":"https://ror.org/01ztcvt22","country_code":"IN","type":"education","lineage":["https://openalex.org/I863896202"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Shadab Ahmad","raw_affiliation_strings":["Department of Mechanical Engineering, Delhi Technological University, Delhi, India"],"raw_orcid":"https://orcid.org/0000-0001-7468-8686","affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, Delhi Technological University, Delhi, India","institution_ids":["https://openalex.org/I863896202"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024149324","display_name":"Md Jamil Akhtar","orcid":"https://orcid.org/0009-0006-9793-8194"},"institutions":[{"id":"https://openalex.org/I863896202","display_name":"Delhi Technological University","ror":"https://ror.org/01ztcvt22","country_code":"IN","type":"education","lineage":["https://openalex.org/I863896202"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Md Jamil Akhtar","raw_affiliation_strings":["Department of Mechanical Engineering, Delhi Technological University, Delhi, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, Delhi Technological University, Delhi, India","institution_ids":["https://openalex.org/I863896202"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023305333","display_name":"Peer M. Sathikh","orcid":null},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Peer M Sathikh","raw_affiliation_strings":["School of Art, Design, and Media, Nanyang Technological University, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Art, Design, and Media, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077901966","display_name":"Ranganath M. Singari","orcid":"https://orcid.org/0000-0003-4981-3857"},"institutions":[{"id":"https://openalex.org/I863896202","display_name":"Delhi Technological University","ror":"https://ror.org/01ztcvt22","country_code":"IN","type":"education","lineage":["https://openalex.org/I863896202"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Ranganath. M. Singari","raw_affiliation_strings":["Department of Design, Delhi Technological University, Delhi, India","Department of Mechanical Engineering, Delhi Technological University, Delhi, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Design, Delhi Technological University, Delhi, India","institution_ids":["https://openalex.org/I863896202"]},{"raw_affiliation_string":"Department of Mechanical Engineering, Delhi Technological University, Delhi, India","institution_ids":["https://openalex.org/I863896202"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5073681940"],"corresponding_institution_ids":["https://openalex.org/I863896202"],"apc_list":null,"apc_paid":null,"fwci":1.9585,"has_fulltext":false,"cited_by_count":29,"citation_normalized_percentile":{"value":0.85357493,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"36","issue":"9","first_page":"1295","last_page":"1312"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10783","display_name":"Additive Manufacturing and 3D Printing Technologies","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive 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/T10783","display_name":"Additive Manufacturing and 3D Printing Technologies","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive 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/T10705","display_name":"Additive Manufacturing Materials and Processes","score":0.9973000288009644,"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/T11159","display_name":"Manufacturing Process and Optimization","score":0.9918000102043152,"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":0.7181938886642456},{"id":"https://openalex.org/keywords/acrylonitrile-butadiene-styrene","display_name":"Acrylonitrile butadiene styrene","score":0.714692234992981},{"id":"https://openalex.org/keywords/taguchi-methods","display_name":"Taguchi methods","score":0.6554643511772156},{"id":"https://openalex.org/keywords/offset","display_name":"Offset (computer science)","score":0.5449702739715576},{"id":"https://openalex.org/keywords/flexural-strength","display_name":"Flexural strength","score":0.5125536918640137},{"id":"https://openalex.org/keywords/raster-graphics","display_name":"Raster graphics","score":0.48917868733406067},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.47200867533683777},{"id":"https://openalex.org/keywords/structural-engineering","display_name":"Structural engineering","score":0.47198158502578735},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.4655720889568329},{"id":"https://openalex.org/keywords/orthogonal-array","display_name":"Orthogonal array","score":0.4617917537689209},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.44518420100212097},{"id":"https://openalex.org/keywords/infill","display_name":"Infill","score":0.4383869469165802},{"id":"https://openalex.org/keywords/fused-deposition-modeling","display_name":"Fused deposition modeling","score":0.4316263198852539},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.33949756622314453},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.32982394099235535},{"id":"https://openalex.org/keywords/composite-material","display_name":"Composite material","score":0.2826242744922638},{"id":"https://openalex.org/keywords/3d-printing","display_name":"3D printing","score":0.2765190005302429},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.18162468075752258},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.10121172666549683}],"concepts":[{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.7181938886642456},{"id":"https://openalex.org/C2781431410","wikidata":"https://www.wikidata.org/wiki/Q143496","display_name":"Acrylonitrile butadiene styrene","level":2,"score":0.714692234992981},{"id":"https://openalex.org/C83469408","wikidata":"https://www.wikidata.org/wiki/Q2036525","display_name":"Taguchi methods","level":2,"score":0.6554643511772156},{"id":"https://openalex.org/C175291020","wikidata":"https://www.wikidata.org/wiki/Q1156822","display_name":"Offset (computer science)","level":2,"score":0.5449702739715576},{"id":"https://openalex.org/C178405089","wikidata":"https://www.wikidata.org/wiki/Q857201","display_name":"Flexural strength","level":2,"score":0.5125536918640137},{"id":"https://openalex.org/C181844469","wikidata":"https://www.wikidata.org/wiki/Q182270","display_name":"Raster graphics","level":2,"score":0.48917868733406067},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.47200867533683777},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.47198158502578735},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.4655720889568329},{"id":"https://openalex.org/C42632107","wikidata":"https://www.wikidata.org/wiki/Q2031860","display_name":"Orthogonal array","level":3,"score":0.4617917537689209},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.44518420100212097},{"id":"https://openalex.org/C2781219549","wikidata":"https://www.wikidata.org/wiki/Q811475","display_name":"Infill","level":2,"score":0.4383869469165802},{"id":"https://openalex.org/C2780329122","wikidata":"https://www.wikidata.org/wiki/Q18349149","display_name":"Fused deposition modeling","level":3,"score":0.4316263198852539},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.33949756622314453},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.32982394099235535},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.2826242744922638},{"id":"https://openalex.org/C524769229","wikidata":"https://www.wikidata.org/wiki/Q229367","display_name":"3D printing","level":2,"score":0.2765190005302429},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.18162468075752258},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.10121172666549683},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1080/0951192x.2022.2104462","is_oa":false,"landing_page_url":"https://doi.org/10.1080/0951192x.2022.2104462","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":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":46,"referenced_works":["https://openalex.org/W45346846","https://openalex.org/W1537794297","https://openalex.org/W1578464216","https://openalex.org/W1595498733","https://openalex.org/W1967246171","https://openalex.org/W1991946597","https://openalex.org/W2019688696","https://openalex.org/W2021883569","https://openalex.org/W2027137968","https://openalex.org/W2034689076","https://openalex.org/W2041254261","https://openalex.org/W2053874495","https://openalex.org/W2059505949","https://openalex.org/W2064299621","https://openalex.org/W2093500299","https://openalex.org/W2095576930","https://openalex.org/W2270481686","https://openalex.org/W2298880421","https://openalex.org/W2418453408","https://openalex.org/W2467694619","https://openalex.org/W2471475523","https://openalex.org/W2480674777","https://openalex.org/W2525864463","https://openalex.org/W2578231357","https://openalex.org/W2726300080","https://openalex.org/W2775205940","https://openalex.org/W2803168613","https://openalex.org/W2803464962","https://openalex.org/W2807819267","https://openalex.org/W2900416720","https://openalex.org/W2909978788","https://openalex.org/W2921781781","https://openalex.org/W2948497252","https://openalex.org/W2959700072","https://openalex.org/W2969965975","https://openalex.org/W3003327326","https://openalex.org/W3034879125","https://openalex.org/W3039264554","https://openalex.org/W3042612252","https://openalex.org/W3108462833","https://openalex.org/W3117465300","https://openalex.org/W3130103167","https://openalex.org/W3135683683","https://openalex.org/W3175550104","https://openalex.org/W4249545506","https://openalex.org/W4388297464"],"related_works":["https://openalex.org/W2943512834","https://openalex.org/W2566441408","https://openalex.org/W4318588105","https://openalex.org/W4387404234","https://openalex.org/W3216515864","https://openalex.org/W4286728610","https://openalex.org/W3152656127","https://openalex.org/W4220773096","https://openalex.org/W4376850961","https://openalex.org/W2075756453"],"abstract_inverted_index":{"This":[0,98,117],"paper":[1],"aims":[2],"to":[3,24,42,62],"model":[4,78,84],"and":[5,39,66,81,100,111],"predict":[6],"the":[7,26,57,67,83,86],"mechanical":[8],"properties":[9],"of":[10,85,146],"acrylonitrile-butadiene-styrene":[11],"parts":[12],"manufactured":[13],"by":[14,90,95],"fused":[15,114],"deposition":[16,115],"modelling.":[17,116],"An":[18,72],"L27":[19],"Taguchi":[20],"array":[21],"was":[22,49,79,93],"used":[23],"associate":[25],"peculiar":[27],"parameters":[28,109],"(nozzle":[29],"diameter,":[30],"layer":[31],"height,":[32],"fill":[33],"density,":[34],"printing":[35],"velocity,":[36],"raster":[37],"orientation":[38],"infill":[40],"pattern)":[41],"perform":[43],"experiments.":[44],"A":[45],"three-point":[46],"bending":[47],"test":[48],"executed":[50],"on":[51],"all":[52],"samples":[53],"in":[54,133],"accordance":[55],"with":[56],"ASTM":[58],"D7264":[59],"standard,":[60],"aimed":[61],"obtain":[63],"Flexural":[64],"strength":[65],"0.2%":[68],"offset":[69],"yield":[70],"strength.":[71,135],"artificial":[73],"neural":[74],"network":[75,92],"multi-parameter":[76],"regression":[77],"formed":[80],"then":[82],"input-output":[87],"relations":[88],"developed":[89],"this":[91],"optimised":[94],"genetic":[96],"algorithm.":[97],"modelling":[99],"optimisation":[101],"suggest":[102],"a":[103,130],"direct":[104],"relation":[105],"between":[106],"choosing":[107],"process":[108],"correctly":[110],"enhancing":[112],"performance":[113],"method":[118],"provides":[119],"optimal":[120],"solutions":[121],"for":[122,141],"getting":[123],"allotted":[124],"output":[125,143],"values.":[126],"Infill":[127,136],"pattern":[128],"plays":[129],"critical":[131],"role":[132],"providing":[134],"patterns":[137],"can":[138],"be":[139],"recommended":[140],"desired":[142],"within":[144],"constraints":[145],"input":[147],"factors.":[148]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":11},{"year":2023,"cited_by_count":5}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
