{"id":"https://openalex.org/W2339725699","doi":"https://doi.org/10.1177/0021998315617998","title":"Failure load prediction of adhesively bonded pultruded composites using artificial neural network","display_name":"Failure load prediction of adhesively bonded pultruded composites using artificial neural network","publication_year":2015,"publication_date":"2015-11-30","ids":{"openalex":"https://openalex.org/W2339725699","doi":"https://doi.org/10.1177/0021998315617998","mag":"2339725699"},"language":"en","primary_location":{"id":"doi:10.1177/0021998315617998","doi":"https://doi.org/10.1177/0021998315617998","is_oa":false,"landing_page_url":"https://doi.org/10.1177/0021998315617998","pdf_url":null,"source":{"id":"https://openalex.org/S21859746","display_name":"Journal of Composite Materials","issn_l":"0021-9983","issn":["0021-9983","1530-793X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-d","jufo-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":"Journal of Composite Materials","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/A5018982232","display_name":"H. Ersen Balc\u0131o\u011flu","orcid":"https://orcid.org/0000-0002-8579-5142","observed_orcids":["https://orcid.org/0000-0002-8579-5142"]},"institutions":[{"id":"https://openalex.org/I204585392","display_name":"Usak University","ror":"https://ror.org/05es91y67","country_code":"TR","type":"education","lineage":["https://openalex.org/I204585392"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"H Ersen Balc\u0131o\u011flu","raw_affiliation_strings":["Department of Mechanical Engineering, Usak University, Usak, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, Usak University, Usak, Turkey","institution_ids":["https://openalex.org/I204585392"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058802524","display_name":"Ahmet \u00c7a\u011fda\u015f Se\u00e7kin","orcid":"https://orcid.org/0000-0002-9849-3338","observed_orcids":["https://orcid.org/0000-0002-9849-3338"]},"institutions":[{"id":"https://openalex.org/I204585392","display_name":"Usak University","ror":"https://ror.org/05es91y67","country_code":"TR","type":"education","lineage":["https://openalex.org/I204585392"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"A \u00c7a\u011fda\u015f Se\u00e7kin","raw_affiliation_strings":["Vocational High School of Technical Sciences, Usak University, Usak, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Vocational High School of Technical Sciences, Usak University, Usak, Turkey","institution_ids":["https://openalex.org/I204585392"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5073130301","display_name":"Mehmet Akta\u015f","orcid":"https://orcid.org/0000-0003-1552-9946","observed_orcids":["https://orcid.org/0000-0003-1552-9946"]},"institutions":[{"id":"https://openalex.org/I204585392","display_name":"Usak University","ror":"https://ror.org/05es91y67","country_code":"TR","type":"education","lineage":["https://openalex.org/I204585392"]}],"countries":["TR"],"is_corresponding":true,"raw_author_name":"Mehmet Akta\u015f","raw_affiliation_strings":["Department of Mechanical Engineering, Usak University, Usak, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, Usak University, Usak, Turkey","institution_ids":["https://openalex.org/I204585392"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5073130301"],"corresponding_institution_ids":["https://openalex.org/I204585392"],"apc_list":{"value":4150,"currency":"USD","value_usd":4150},"apc_paid":null,"fwci":1.217,"has_fulltext":false,"cited_by_count":27,"citation_normalized_percentile":{"value":0.73974884,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":98},"biblio":{"volume":"50","issue":"23","first_page":"3267","last_page":"3281"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10219","display_name":"Mechanical Behavior of Composites","score":0.9965999722480774,"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"}},"topics":[{"id":"https://openalex.org/T10219","display_name":"Mechanical Behavior of Composites","score":0.9965999722480774,"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"}},{"id":"https://openalex.org/T10479","display_name":"Structural Behavior of Reinforced Concrete","score":0.0007999999797903001,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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/T11664","display_name":"Fiber-reinforced polymer composites","score":0.00039999998989515007,"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/failure-load-prediction","display_name":"failure load prediction","score":0.8809999823570251},{"id":"https://openalex.org/keywords/pultruded-composites","display_name":"pultruded composites","score":0.9919999837875366},{"id":"https://openalex.org/keywords/tensile-loading","display_name":"tensile loading","score":0.8190000057220459},{"id":"https://openalex.org/keywords/neural-network","display_name":"artificial neural networks","score":0.8579999804496765},{"id":"https://openalex.org/keywords/bayesian-regularization","display_name":"Bayesian regularization","score":0.9800000190734863},{"id":"https://openalex.org/keywords/levenberg-marquardt-algorithm","display_name":"Levenberg-Marquardt algorithm","score":0.8939999938011169},{"id":"https://openalex.org/keywords/scaled-conjugate-gradient","display_name":"scaled conjugate gradient","score":0.9169999957084656},{"id":"https://openalex.org/keywords/mechanical-joining","display_name":"mechanical joining","score":0.43799999356269836}],"concepts":[{"id":"https://openalex.org/C52359486","wikidata":"https://www.wikidata.org/wiki/Q2140481","display_name":"Pultrusion","level":3,"score":0.9242926836013794},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.8115812540054321},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.7449057698249817},{"id":"https://openalex.org/C104779481","wikidata":"https://www.wikidata.org/wiki/Q50707","display_name":"Composite number","level":2,"score":0.6740891933441162},{"id":"https://openalex.org/C68928338","wikidata":"https://www.wikidata.org/wiki/Q131790","display_name":"Adhesive","level":3,"score":0.6522500514984131},{"id":"https://openalex.org/C2779278059","wikidata":"https://www.wikidata.org/wiki/Q352525","display_name":"Adhesive bonding","level":4,"score":0.601664662361145},{"id":"https://openalex.org/C112950240","wikidata":"https://www.wikidata.org/wiki/Q76005","display_name":"Ultimate tensile strength","level":2,"score":0.488338440656662},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.34611642360687256},{"id":"https://openalex.org/C2779227376","wikidata":"https://www.wikidata.org/wiki/Q6505497","display_name":"Layer (electronics)","level":2,"score":0.06029340624809265},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1177/0021998315617998","doi":"https://doi.org/10.1177/0021998315617998","is_oa":false,"landing_page_url":"https://doi.org/10.1177/0021998315617998","pdf_url":null,"source":{"id":"https://openalex.org/S21859746","display_name":"Journal of Composite Materials","issn_l":"0021-9983","issn":["0021-9983","1530-793X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-d","jufo-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":"Journal of Composite Materials","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W1841125838","https://openalex.org/W1969384704","https://openalex.org/W1969748098","https://openalex.org/W1975339470","https://openalex.org/W1976909571","https://openalex.org/W1991246690","https://openalex.org/W2009054660","https://openalex.org/W2010776634","https://openalex.org/W2020322847","https://openalex.org/W2026413494","https://openalex.org/W2029885494","https://openalex.org/W2038037715","https://openalex.org/W2041317903","https://openalex.org/W2047426139","https://openalex.org/W2053174802","https://openalex.org/W2061915122","https://openalex.org/W2063176583","https://openalex.org/W2069859187","https://openalex.org/W2071577452","https://openalex.org/W2076434355","https://openalex.org/W2096206742","https://openalex.org/W2137505113","https://openalex.org/W2146799411","https://openalex.org/W2326869626"],"related_works":["https://openalex.org/W3104153263","https://openalex.org/W4368373606","https://openalex.org/W3025384674","https://openalex.org/W2345505119","https://openalex.org/W4388848549","https://openalex.org/W4385342397","https://openalex.org/W4414224248","https://openalex.org/W4321792593","https://openalex.org/W4313409170","https://openalex.org/W3136252105"],"abstract_inverted_index":{"Mechanical":[0],"joining":[1,27],"and":[2,43,46,78,80,96,142],"adhesive":[3,29],"bonding":[4,37,72,83],"provide":[5],"convenience":[6],"for":[7,151],"manufacturing":[8],"of":[9,14,25,36,111,117,138],"complex":[10],"structures,":[11],"which":[12,67],"made":[13],"composite":[15,58,65,120],"materials.":[16],"Failure":[17],"load":[18,52],"is":[19],"directly":[20],"related":[21],"with":[22,69],"process":[23],"parameters":[24],"mechanical":[26],"or":[28],"bonding.":[30],"In":[31,108],"this":[32,61],"study,":[33],"the":[34,50,56,63,109,114,149],"effects":[35],"angle,":[38],"patching":[39,47],"type":[40],"(single":[41],"side":[42],"double":[44],"side)":[45],"structure":[48],"on":[49],"failure":[51,115],"were":[53,100,122,146],"investigated":[54],"in":[55,148],"pultruded":[57,64,119],"specimens.":[59],"For":[60],"aim,":[62],"specimens,":[66],"bonded":[68,118],"five":[70,81],"different":[71,82,127],"angles":[73],"(45\u00b0,":[74],"51\u00b0,":[75],"59\u00b0,":[76],"68\u00b0":[77],"90\u00b0)":[79],"types":[84],"as":[85],"unpatched,":[86],"single-side":[87,90],"woven":[88,94],"patch,":[89,92],"knitting":[91,98],"double-side":[93,97],"patch":[95,99],"exposed":[101],"to":[102],"tensile":[103],"loads":[104,116],"at":[105],"room":[106],"temperature.":[107],"view":[110],"experimental":[112],"results,":[113],"specimens":[121],"predicted":[123],"by":[124],"training":[125],"six":[126],"artificial":[128],"neural":[129],"network":[130],"algorithms.":[131],"The":[132],"only":[133],"three":[134],"best":[135],"prediction":[136],"results":[137],"Bayesian":[139],"regularization,":[140],"Levenberg\u2013Marquardt":[141],"scaled":[143],"conjugate":[144],"gradient":[145],"given":[147],"figures":[150],"better":[152],"understanding.":[153]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":7},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":3},{"year":2016,"cited_by_count":1}],"updated_date":"2026-10-08T09:06:37.294493","created_date":"2016-06-24T00:00:00"}