{"id":"https://openalex.org/W7204098890","doi":"https://doi.org/10.46632/jmc/5/3/6","title":"Optimization Of Fibre-Reinforced Composites Using Several Objectives: Machine Learning Approaches for Improved Structural Performance","display_name":"Optimization Of Fibre-Reinforced Composites Using Several Objectives: Machine Learning Approaches for Improved Structural Performance","publication_year":2026,"publication_date":"2026-08-24","ids":{"openalex":"https://openalex.org/W7204098890","doi":"https://doi.org/10.46632/jmc/5/3/6"},"language":"en","primary_location":{"id":"doi:10.46632/jmc/5/3/6","doi":"https://doi.org/10.46632/jmc/5/3/6","is_oa":true,"landing_page_url":"https://doi.org/10.46632/jmc/5/3/6","pdf_url":"https://doi.org/10.46632/jmc/5/3/6","source":{"id":"https://openalex.org/S4387287279","display_name":"Journal on Materials and its Characterization","issn_l":"2583-6412","issn":["2583-6412"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal on Materials and its Characterization","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://doi.org/10.46632/jmc/5/3/6","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5121878661","display_name":"Vidhya Prasanth","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Vidhya Prasanth","raw_affiliation_strings":["REST Labs , Kaveripattinam , Krishnagiri , Tamil Nadu , India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"REST Labs , Kaveripattinam , Krishnagiri , Tamil Nadu , India","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5121878661"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.48323506,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"45","last_page":"45"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10221","display_name":"Composite Structure Analysis and Optimization","score":0.6054999828338623,"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/T10221","display_name":"Composite Structure Analysis and Optimization","score":0.6054999828338623,"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/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.3379000127315521,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10219","display_name":"Mechanical Behavior of Composites","score":0.02419999986886978,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/fiber-reinforced-composites","display_name":"fiber-reinforced composites","score":0.9869999885559082},{"id":"https://openalex.org/keywords/multi-objective-optimization","display_name":"multi-objective optimization","score":0.8830000162124634},{"id":"https://openalex.org/keywords/composite-laminates","display_name":"composite laminates","score":0.9459999799728394},{"id":"https://openalex.org/keywords/machine-learning-surrogate-models","display_name":"machine learning surrogate models","score":0.671999990940094},{"id":"https://openalex.org/keywords/random-forest-regression","display_name":"random forest regression","score":0.9430000185966492},{"id":"https://openalex.org/keywords/support-vector-regression","display_name":"support vector regression","score":1.0},{"id":"https://openalex.org/keywords/adaboost-regression","display_name":"AdaBoost regression","score":0.9240000247955322},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"genetic algorithm","score":0.9010000228881836},{"id":"https://openalex.org/keywords/ant-colony-optimization","display_name":"ant colony optimization","score":0.9959999918937683},{"id":"https://openalex.org/keywords/fiber-orientation","display_name":"fiber orientation","score":0.8579999804496765},{"id":"https://openalex.org/keywords/volume-fraction","display_name":"volume fraction","score":0.8429999947547913},{"id":"https://openalex.org/keywords/layer-sequence","display_name":"layer sequence","score":0.625},{"id":"https://openalex.org/keywords/weight-loss","display_name":"weight loss","score":0.8429999947547913},{"id":"https://openalex.org/keywords/stiffness-improvement","display_name":"stiffness enhancement","score":0.718999981880188},{"id":"https://openalex.org/keywords/vibration-control","display_name":"vibration control","score":0.9639999866485596},{"id":"https://openalex.org/keywords/damage-tolerance","display_name":"damage tolerance","score":0.7839999794960022},{"id":"https://openalex.org/keywords/wind-turbine-blades","display_name":"wind turbine blades","score":0.8679999709129333}],"concepts":[{"id":"https://openalex.org/C2779372316","wikidata":"https://www.wikidata.org/wiki/Q569057","display_name":"Stiffness","level":2,"score":0.5171999931335449},{"id":"https://openalex.org/C193254401","wikidata":"https://www.wikidata.org/wiki/Q2160088","display_name":"Robust optimization","level":2,"score":0.4611999988555908},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.45660001039505005},{"id":"https://openalex.org/C104779481","wikidata":"https://www.wikidata.org/wiki/Q50707","display_name":"Composite number","level":2,"score":0.4422000050544739},{"id":"https://openalex.org/C40128228","wikidata":"https://www.wikidata.org/wiki/Q460851","display_name":"Ant colony optimization algorithms","level":2,"score":0.42879998683929443},{"id":"https://openalex.org/C189216461","wikidata":"https://www.wikidata.org/wiki/Q2443456","display_name":"Topology optimization","level":3,"score":0.40220001339912415},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.38929998874664307},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.3752000033855438},{"id":"https://openalex.org/C204323151","wikidata":"https://www.wikidata.org/wiki/Q905424","display_name":"Range (aeronautics)","level":2,"score":0.36500000953674316},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.33660000562667847},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.3345000147819519},{"id":"https://openalex.org/C34972735","wikidata":"https://www.wikidata.org/wiki/Q2920267","display_name":"Engineering design process","level":2,"score":0.3312000036239624},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.31700000166893005},{"id":"https://openalex.org/C20556612","wikidata":"https://www.wikidata.org/wiki/Q4469374","display_name":"Volume (thermodynamics)","level":2,"score":0.3156000077724457},{"id":"https://openalex.org/C68781425","wikidata":"https://www.wikidata.org/wiki/Q2052203","display_name":"Multi-objective optimization","level":2,"score":0.3133000135421753},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.3091999888420105},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.3075999915599823},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.2996000051498413},{"id":"https://openalex.org/C42003148","wikidata":"https://www.wikidata.org/wiki/Q4118949","display_name":"Specific modulus","level":3,"score":0.2971000075340271},{"id":"https://openalex.org/C200329591","wikidata":"https://www.wikidata.org/wiki/Q4686333","display_name":"Advanced composite materials","level":3,"score":0.29649999737739563},{"id":"https://openalex.org/C2778449969","wikidata":"https://www.wikidata.org/wiki/Q130760","display_name":"Turbine","level":2,"score":0.29499998688697815},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.2935999929904938},{"id":"https://openalex.org/C110850998","wikidata":"https://www.wikidata.org/wiki/Q5377895","display_name":"Engineering optimization","level":3,"score":0.29249998927116394},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.2892000079154968},{"id":"https://openalex.org/C20381859","wikidata":"https://www.wikidata.org/wiki/Q829511","display_name":"Turbine blade","level":3,"score":0.2851000130176544},{"id":"https://openalex.org/C115051666","wikidata":"https://www.wikidata.org/wiki/Q6522493","display_name":"Ranging","level":2,"score":0.2754000127315521},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.26919999718666077},{"id":"https://openalex.org/C28442783","wikidata":"https://www.wikidata.org/wiki/Q3354474","display_name":"Multidisciplinary design optimization","level":3,"score":0.2599000036716461},{"id":"https://openalex.org/C186394612","wikidata":"https://www.wikidata.org/wiki/Q7098942","display_name":"Optimal design","level":2,"score":0.2574999928474426},{"id":"https://openalex.org/C33759916","wikidata":"https://www.wikidata.org/wiki/Q903814","display_name":"Specific strength","level":3,"score":0.2558000087738037},{"id":"https://openalex.org/C133731056","wikidata":"https://www.wikidata.org/wiki/Q4917288","display_name":"Control engineering","level":1,"score":0.2526000142097473}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.46632/jmc/5/3/6","doi":"https://doi.org/10.46632/jmc/5/3/6","is_oa":true,"landing_page_url":"https://doi.org/10.46632/jmc/5/3/6","pdf_url":"https://doi.org/10.46632/jmc/5/3/6","source":{"id":"https://openalex.org/S4387287279","display_name":"Journal on Materials and its Characterization","issn_l":"2583-6412","issn":["2583-6412"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal on Materials and its Characterization","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.46632/jmc/5/3/6","doi":"https://doi.org/10.46632/jmc/5/3/6","is_oa":true,"landing_page_url":"https://doi.org/10.46632/jmc/5/3/6","pdf_url":"https://doi.org/10.46632/jmc/5/3/6","source":{"id":"https://openalex.org/S4387287279","display_name":"Journal on Materials and its Characterization","issn_l":"2583-6412","issn":["2583-6412"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal on Materials and its Characterization","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7204098890.pdf","grobid_xml":"https://content.openalex.org/works/W7204098890.grobid-xml"},"referenced_works_count":33,"referenced_works":["https://openalex.org/W1969471161","https://openalex.org/W2001170295","https://openalex.org/W2006404602","https://openalex.org/W2008560003","https://openalex.org/W2019794801","https://openalex.org/W2114493992","https://openalex.org/W2121752148","https://openalex.org/W2123188286","https://openalex.org/W2170484896","https://openalex.org/W2277879768","https://openalex.org/W2287701197","https://openalex.org/W2333726094","https://openalex.org/W2534573520","https://openalex.org/W2588481341","https://openalex.org/W2765671360","https://openalex.org/W2792425024","https://openalex.org/W2887959410","https://openalex.org/W2915161250","https://openalex.org/W3087226274","https://openalex.org/W4327956219","https://openalex.org/W4389687688","https://openalex.org/W4410027000","https://openalex.org/W4410080998","https://openalex.org/W4411053690","https://openalex.org/W4411121730","https://openalex.org/W4411502876","https://openalex.org/W7118247160","https://openalex.org/W7134034793","https://openalex.org/W7160438535","https://openalex.org/W7160834277","https://openalex.org/W7160947851","https://openalex.org/W7160954670","https://openalex.org/W7161156354"],"related_works":["https://openalex.org/W4408965765","https://openalex.org/W2003213106","https://openalex.org/W7135051790","https://openalex.org/W4404533849","https://openalex.org/W2324532215","https://openalex.org/W7208812750","https://openalex.org/W2620964362","https://openalex.org/W2333726094","https://openalex.org/W2002419647","https://openalex.org/W7213461225"],"abstract_inverted_index":{"This":[0],"paper":[1],"explores":[2],"fibre-reinforced":[3],"composite":[4,26,44,160],"material":[5,161],"optimization":[6,41,102,141,167],"with":[7],"many":[8],"objectives":[9],"in":[10,32,131,183],"a":[11],"range":[12],"of":[13,17,42,79,159],"engineering":[14],"uses.":[15],"Because":[16],"their":[18,51,129],"adjustable":[19],"mechanical":[20,178],"qualities":[21],"and":[22,37,54,63,98,110,122,151,180],"high":[23],"strength-to-weight":[24],"ratios,":[25],"materials":[27],"have":[28,69],"gained":[29],"widespread":[30],"acceptance":[31],"the":[33,77,84,157],"automobile,":[34],"marine,":[35],"aerospace,":[36],"defining":[38],"sectors.":[39],"The":[40,136,153],"laminated":[43],"structures":[45],"presents":[46],"unique":[47],"challenges":[48],"due":[49],"to":[50,156,190],"anisotropic":[52],"behaviour":[53],"numerous":[55],"design":[56,134,162],"variables,":[57],"including":[58,104],"fibre":[59],"orientation,":[60],"volume":[61],"fraction,":[62],"layer":[64],"sequence.":[65],"While":[66],"traditional":[67],"approaches":[68,113],"focused":[70],"on":[71],"single-objective":[72],"optimization,":[73,109],"this":[74],"research":[75,154],"emphasizes":[76],"importance":[78],"multi-objective":[80],"techniques":[81],"that":[82],"address":[83],"inherent":[85],"trade-offs":[86],"between":[87],"competing":[88],"factors":[89],"such":[90,114],"as":[91,115],"weight":[92],"reduction,":[93],"cost":[94],"efficiency,":[95],"stiffness":[96],"enhancement,":[97],"vibration":[99],"control.":[100],"Various":[101],"methods,":[103],"genetic":[105],"algorithms,":[106],"ant":[107],"colony":[108],"machine":[111],"learning":[112],"random":[116],"forest":[117],"regression,":[118,121,125],"support":[119],"vector":[120],"ada":[123],"boost":[124],"are":[126],"explored":[127],"for":[128],"effectiveness":[130],"navigating":[132],"complex":[133],"spaces.":[135],"review":[137],"highlights":[138],"how":[139,165],"proper":[140],"can":[142,171],"significantly":[143],"improve":[144],"structural":[145],"performance":[146,174],"while":[147],"maintaining":[148],"damage":[149],"tolerance":[150],"cost-effectiveness.":[152],"contributes":[155],"advancement":[158],"by":[163],"demonstrating":[164],"systematic":[166],"across":[168],"multiple":[169],"parameters":[170],"yield":[172],"significant":[173],"improvements,":[175],"addressing":[176],"both":[177],"requirements":[179],"stability":[181],"goals":[182],"critical":[184],"applications":[185],"ranging":[186],"from":[187],"aircraft":[188],"frames":[189],"wind":[191],"turbine":[192],"blades.":[193]},"counts_by_year":[],"updated_date":"2026-10-28T10:33:24.094632","created_date":"2026-08-25T00:00:00"}
