{"id":"https://openalex.org/W4406074881","doi":"https://doi.org/10.1007/s00366-024-02082-z","title":"Elementary-level intrusive coupling of machine learning for efficient mechanical analysis of variable stiffness composite laminates: a spatially-adaptive fidelity-sensitive computational framework","display_name":"Elementary-level intrusive coupling of machine learning for efficient mechanical analysis of variable stiffness composite laminates: a spatially-adaptive fidelity-sensitive computational framework","publication_year":2025,"publication_date":"2025-01-05","ids":{"openalex":"https://openalex.org/W4406074881","doi":"https://doi.org/10.1007/s00366-024-02082-z"},"language":"en","primary_location":{"id":"doi:10.1007/s00366-024-02082-z","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00366-024-02082-z","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00366-024-02082-z.pdf","source":{"id":"https://openalex.org/S89333158","display_name":"Engineering With Computers","issn_l":"0177-0667","issn":["0177-0667","1435-5663"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Engineering with Computers","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s00366-024-02082-z.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5022575812","display_name":"Aman Garg","orcid":"https://orcid.org/0000-0003-0354-7071"},"institutions":[{"id":"https://openalex.org/I43439940","display_name":"University of Southampton","ror":"https://ror.org/01ryk1543","country_code":"GB","type":"education","lineage":["https://openalex.org/I43439940"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"A. Garg","raw_affiliation_strings":["Faculty of Engineering and Physical Sciences, University of Southampton, Southampton, UK"],"affiliations":[{"raw_affiliation_string":"Faculty of Engineering and Physical Sciences, University of Southampton, Southampton, UK","institution_ids":["https://openalex.org/I43439940"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017776301","display_name":"Susmita Naskar","orcid":"https://orcid.org/0000-0003-3294-8333"},"institutions":[{"id":"https://openalex.org/I43439940","display_name":"University of Southampton","ror":"https://ror.org/01ryk1543","country_code":"GB","type":"education","lineage":["https://openalex.org/I43439940"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"S. Naskar","raw_affiliation_strings":["Faculty of Engineering and Physical Sciences, University of Southampton, Southampton, UK"],"affiliations":[{"raw_affiliation_string":"Faculty of Engineering and Physical Sciences, University of Southampton, Southampton, UK","institution_ids":["https://openalex.org/I43439940"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023258012","display_name":"T. Mukhopadhyay","orcid":"https://orcid.org/0000-0002-0778-6515"},"institutions":[{"id":"https://openalex.org/I43439940","display_name":"University of Southampton","ror":"https://ror.org/01ryk1543","country_code":"GB","type":"education","lineage":["https://openalex.org/I43439940"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"T. Mukhopadhyay","raw_affiliation_strings":["Faculty of Engineering and Physical Sciences, University of Southampton, Southampton, UK"],"affiliations":[{"raw_affiliation_string":"Faculty of Engineering and Physical Sciences, University of Southampton, Southampton, UK","institution_ids":["https://openalex.org/I43439940"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5022575812"],"corresponding_institution_ids":["https://openalex.org/I43439940"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":5.4377,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.95504034,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"41","issue":"4","first_page":"2291","last_page":"2318"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10221","display_name":"Composite Structure Analysis and Optimization","score":0.9998000264167786,"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":0.9998000264167786,"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/T11096","display_name":"Aeroelasticity and Vibration Control","score":0.9986000061035156,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace 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/T11115","display_name":"Topology Optimization in Engineering","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural 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/fidelity","display_name":"Fidelity","score":0.7059531211853027},{"id":"https://openalex.org/keywords/composite-laminates","display_name":"Composite laminates","score":0.6921799182891846},{"id":"https://openalex.org/keywords/stiffness","display_name":"Stiffness","score":0.6686971187591553},{"id":"https://openalex.org/keywords/composite-number","display_name":"Composite number","score":0.6261654496192932},{"id":"https://openalex.org/keywords/coupling","display_name":"Coupling (piping)","score":0.6160129308700562},{"id":"https://openalex.org/keywords/variable","display_name":"Variable (mathematics)","score":0.56839919090271},{"id":"https://openalex.org/keywords/structural-engineering","display_name":"Structural engineering","score":0.47921425104141235},{"id":"https://openalex.org/keywords/high-fidelity","display_name":"High fidelity","score":0.4360882043838501},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4298306405544281},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3044664263725281},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.27085787057876587},{"id":"https://openalex.org/keywords/mechanical-engineering","display_name":"Mechanical engineering","score":0.27053481340408325},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.26843228936195374},{"id":"https://openalex.org/keywords/mathematical-analysis","display_name":"Mathematical analysis","score":0.1842450499534607},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.18230578303337097},{"id":"https://openalex.org/keywords/acoustics","display_name":"Acoustics","score":0.16652125120162964}],"concepts":[{"id":"https://openalex.org/C2776459999","wikidata":"https://www.wikidata.org/wiki/Q2119376","display_name":"Fidelity","level":2,"score":0.7059531211853027},{"id":"https://openalex.org/C145922259","wikidata":"https://www.wikidata.org/wiki/Q5156763","display_name":"Composite laminates","level":3,"score":0.6921799182891846},{"id":"https://openalex.org/C2779372316","wikidata":"https://www.wikidata.org/wiki/Q569057","display_name":"Stiffness","level":2,"score":0.6686971187591553},{"id":"https://openalex.org/C104779481","wikidata":"https://www.wikidata.org/wiki/Q50707","display_name":"Composite number","level":2,"score":0.6261654496192932},{"id":"https://openalex.org/C131584629","wikidata":"https://www.wikidata.org/wiki/Q4308705","display_name":"Coupling (piping)","level":2,"score":0.6160129308700562},{"id":"https://openalex.org/C182365436","wikidata":"https://www.wikidata.org/wiki/Q50701","display_name":"Variable (mathematics)","level":2,"score":0.56839919090271},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.47921425104141235},{"id":"https://openalex.org/C113364801","wikidata":"https://www.wikidata.org/wiki/Q26674","display_name":"High fidelity","level":2,"score":0.4360882043838501},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4298306405544281},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3044664263725281},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.27085787057876587},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.27053481340408325},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.26843228936195374},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.1842450499534607},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.18230578303337097},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","level":1,"score":0.16652125120162964},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s00366-024-02082-z","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00366-024-02082-z","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00366-024-02082-z.pdf","source":{"id":"https://openalex.org/S89333158","display_name":"Engineering With Computers","issn_l":"0177-0667","issn":["0177-0667","1435-5663"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Engineering with Computers","raw_type":"journal-article"},{"id":"pmh:oai:eprints.soton.ac.uk:495894","is_oa":true,"landing_page_url":"http://doi.org/10.1007/s00366-024-02082-z>).","pdf_url":"https://eprints.soton.ac.uk/495894/1/abc.pdf","source":{"id":"https://openalex.org/S4306401020","display_name":"ePrints Soton (University of Southampton)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I43439940","host_organization_name":"University of Southampton","host_organization_lineage":["https://openalex.org/I43439940"],"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":"PeerReviewed"}],"best_oa_location":{"id":"doi:10.1007/s00366-024-02082-z","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00366-024-02082-z","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00366-024-02082-z.pdf","source":{"id":"https://openalex.org/S89333158","display_name":"Engineering With Computers","issn_l":"0177-0667","issn":["0177-0667","1435-5663"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Engineering with Computers","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320320277","display_name":"University of Southampton","ror":"https://ror.org/01ryk1543"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4406074881.pdf","grobid_xml":"https://content.openalex.org/works/W4406074881.grobid-xml"},"referenced_works_count":54,"referenced_works":["https://openalex.org/W165169553","https://openalex.org/W647241075","https://openalex.org/W1794873020","https://openalex.org/W1991121077","https://openalex.org/W1991233190","https://openalex.org/W1993264453","https://openalex.org/W2003652513","https://openalex.org/W2007008305","https://openalex.org/W2032508066","https://openalex.org/W2042454348","https://openalex.org/W2053985700","https://openalex.org/W2056520051","https://openalex.org/W2058820159","https://openalex.org/W2072799184","https://openalex.org/W2076220025","https://openalex.org/W2076280850","https://openalex.org/W2085746547","https://openalex.org/W2088712815","https://openalex.org/W2102852272","https://openalex.org/W2117041134","https://openalex.org/W2133578162","https://openalex.org/W2169266683","https://openalex.org/W2253294891","https://openalex.org/W2262339025","https://openalex.org/W2337900565","https://openalex.org/W2518876340","https://openalex.org/W2582165986","https://openalex.org/W2596769197","https://openalex.org/W2608628907","https://openalex.org/W2753246113","https://openalex.org/W2895530919","https://openalex.org/W2897268032","https://openalex.org/W2898381849","https://openalex.org/W2913344915","https://openalex.org/W2946588992","https://openalex.org/W2993981283","https://openalex.org/W3000277187","https://openalex.org/W3036589005","https://openalex.org/W3083949992","https://openalex.org/W3084276559","https://openalex.org/W3085411580","https://openalex.org/W3088823676","https://openalex.org/W3093449505","https://openalex.org/W3096117114","https://openalex.org/W3167714391","https://openalex.org/W3171459552","https://openalex.org/W3195500848","https://openalex.org/W3202104111","https://openalex.org/W4211049957","https://openalex.org/W4213308215","https://openalex.org/W4220738523","https://openalex.org/W4290964092","https://openalex.org/W4311779876","https://openalex.org/W4318757140"],"related_works":["https://openalex.org/W4313443006","https://openalex.org/W2945374968","https://openalex.org/W4293777179","https://openalex.org/W4385452045","https://openalex.org/W2164070813","https://openalex.org/W2135608140","https://openalex.org/W2895525995","https://openalex.org/W2332512904","https://openalex.org/W4224231624","https://openalex.org/W2319626700"],"abstract_inverted_index":{"Abstract":[0],"Mechanical":[1],"analysis":[2,76,203,242,311],"of":[3,7,30,68,77,94,100,118,136,175,222,233,261,265,293,312,320,332,343,349,362,386,400],"the":[4,21,53,116,131,134,137,152,164,173,199,202,238,241,271,279,309,317,341,347,366,375,384,392],"complex":[5],"configurations":[6,372],"composite":[8,106,313,363,371],"laminates":[9,107,314,364],"can":[10],"be":[11,47],"computationally":[12,125],"prohibitive":[13],"based":[14,80,273,373],"on":[15,81,156,274,374],"accurate":[16,74],"higher-order":[17,141,250],"theories,":[18],"especially":[19],"when":[20],"analyses":[22],"involve":[23],"multiple":[24,57],"realizations":[25],"corresponding":[26],"to":[27,60,172,184,196,209,248,302,306,346],"different":[28],"sets":[29],"input":[31],"parameters":[32],"such":[33,50,157,286],"as":[34,186],"uncertainty":[35],"quantification,":[36],"optimization,":[37],"reliability":[38],"and":[39,102,145,213,225,298,359,397],"sensitivity":[40],"analysis.":[41],"Efficient":[42],"lower-order":[43,119],"theories":[44],"should":[45],"not":[46,194],"adopted":[48],"in":[49,105,133,201,215,258,308,330],"situations":[51],"since":[52],"error":[54],"accumulates":[55],"with":[56,86,115],"realizations,":[58],"leading":[59],"poor":[61],"outcomes.":[62],"We":[63],"propose":[64,229],"an":[65,112,219,303],"elementary-level":[66,121,379],"coupling":[67,232],"machine":[69,127,158,234,377],"learning":[70,128],"for":[71,110,140,237,356,368],"efficient,":[72],"yet":[73],"mechanical":[75,310],"laminated":[78],"composites":[79],"finite":[82],"element":[83],"simulations":[84],"coupled":[85],"gaussian":[87],"process":[88],"regression.":[89],"The":[90,124,252,322],"generic":[91],"parameter":[92],"space":[93],"material":[95],"properties,":[96],"mesh":[97],"size,":[98],"number":[99],"layers,":[101],"ply":[103],"angle":[104],"are":[108,283,354],"accounted":[109],"forming":[111],"efficient":[113,126,376],"mapping":[114],"augmentation":[117,254],"theory-based":[120],"structural":[122,281],"matrices.":[123],"models":[129],"predict":[130],"difference":[132,160],"elements":[135,200,239,294,338],"stiffness":[138,166,370],"matrix":[139],"zigzag":[142],"theory":[143,149,177,276],"(HOZT)":[144],"first-order":[146],"shear":[147],"deformation":[148],"(FSDT)":[150],"at":[151,316],"first":[153],"stage.":[154],"Based":[155],"learning-based":[159],"mapping,":[161],"we":[162,227],"augment":[163,197],"elementary":[165],"matrices":[167,282],"obtained":[168],"using":[169,296],"FSDT":[170,297],"efficiently":[171],"equivalent":[174,305],"HOZT":[176,307],"without":[178],"any":[179],"additional":[180],"computational":[181,211,223,318,333,381,395],"expenses":[182,212],"(referred":[183],"here":[185],"augmented":[187],"FSDT,":[188],"or":[189],"aFSDT).":[190],"However,":[191],"it":[192,245],"is":[193,246,389],"necessary":[195,247],"all":[198],"domain":[204,243],"which":[205,300],"might":[206],"otherwise":[207],"lead":[208],"unnecessary":[210],"loss":[214,342],"accuracy.":[216,401],"To":[217],"achieve":[218],"optimal":[220,328],"level":[221,399],"efficiency":[224,334,396],"accuracy,":[226],"further":[228],"spatially-adaptive":[230,324],"fidelity-sensitive":[231,325],"learning,":[235],"only":[236],"within":[240],"where":[244],"adopt":[249],"theories.":[251],"selective":[253,337],"strategy":[255],"essentially":[256],"brings":[257],"a":[259,290],"scope":[260],"integrating":[262],"physics-based":[263],"insights":[264],"critical":[266],"stress":[267],"resultant":[268],"distribution":[269],"into":[270],"algorithm":[272],"best":[275],"diagram.":[277],"Subsequently,":[278],"global":[280],"computed":[284],"exploiting":[285],"adaptive":[287],"criteria":[288],"containing":[289],"mixed":[291],"set":[292],"formed":[295],"aFSDT,":[299],"leads":[301],"accuracy":[304,344],"almost":[315],"expense":[319],"FSDT.":[321],"proposed":[323],"scheme":[326],"ensures":[327],"performance":[329],"terms":[331],"by":[335],"augmenting":[336],"while":[339],"minimizing":[340],"due":[345],"involvement":[348],"surrogates.":[350],"Detailed":[351],"numerical":[352],"results":[353],"presented":[355],"static,":[357],"dynamic":[358],"stability":[360],"characterization":[361],"including":[365],"demonstration":[367],"variable":[369],"learning-assisted":[378],"intrusive":[380],"framework,":[382],"wherein":[383],"notion":[385],"engineering":[387],"judgement":[388],"introduced":[390],"concerning":[391],"trade-off":[393],"between":[394],"required":[398]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":5}],"updated_date":"2026-04-21T08:09:41.155169","created_date":"2025-10-10T00:00:00"}
