{"id":"https://openalex.org/W3014586229","doi":null,"title":"A consensus-based approach for structural resilience to earthquakes using machine learning techniques","display_name":"A consensus-based approach for structural resilience to earthquakes using machine learning techniques","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W3014586229","mag":"3014586229"},"language":"en","primary_location":{"id":"pmh:oai:https://orca.cardiff.ac.uk:130384","doi":null,"is_oa":true,"landing_page_url":"https://orca.cardiff.ac.uk/130384/1/2020CereGPhD.pdf","pdf_url":"https://orca.cardiff.ac.uk/130384/1/2020CereGPhD.pdf","source":{"id":"https://openalex.org/S4306401195","display_name":"ORCA Online Research @Cardiff (Cardiff University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I79510175","host_organization_name":"Cardiff University","host_organization_lineage":["https://openalex.org/I79510175"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Thesis"},"volume":null,"type":"dissertation","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://orca.cardiff.ac.uk/130384/1/2020CereGPhD.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5056347117","display_name":"Giulia Cer\u00e8","orcid":"https://orcid.org/0000-0002-4577-6668","observed_orcids":["https://orcid.org/0000-0002-4577-6668"]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Giulia Cer\u00e8","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0002-4577-6668","affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5056347117"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10160","display_name":"Seismic Performance and Analysis","score":0.9922000169754028,"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"}},"topics":[{"id":"https://openalex.org/T10160","display_name":"Seismic Performance and Analysis","score":0.9922000169754028,"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"}},{"id":"https://openalex.org/T11807","display_name":"Infrastructure Resilience and Vulnerability Analysis","score":0.002300000051036477,"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"}},{"id":"https://openalex.org/T11352","display_name":"Masonry and Concrete Structural Analysis","score":0.0013000000035390258,"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/structural-resilience","display_name":"structural resilience","score":0.8920000195503235},{"id":"https://openalex.org/keywords/seismic-resilience","display_name":"seismic resilience","score":0.6190000176429749},{"id":"https://openalex.org/keywords/performance-based-seismic-design","display_name":"performance-based seismic design","score":0.8299999833106995},{"id":"https://openalex.org/keywords/wenchuan-earthquake","display_name":"Wenchuan earthquake","score":0.8619999885559082},{"id":"https://openalex.org/keywords/evolutionary-computation","display_name":"evolutionary computation","score":0.6169999837875366},{"id":"https://openalex.org/keywords/disaster-management","display_name":"disaster management","score":0.6470000147819519},{"id":"https://openalex.org/keywords/reach-project","display_name":"REACH project","score":0.621999979019165}],"concepts":[{"id":"https://openalex.org/C2779585090","wikidata":"https://www.wikidata.org/wiki/Q3457762","display_name":"Resilience (materials science)","level":2,"score":0.5083410143852234},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.48252150416374207},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.45624130964279175},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.43984344601631165},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.42631763219833374},{"id":"https://openalex.org/C2781017355","wikidata":"https://www.wikidata.org/wiki/Q5462027","display_name":"Flourishing","level":2,"score":0.41568365693092346},{"id":"https://openalex.org/C107053488","wikidata":"https://www.wikidata.org/wiki/Q2674423","display_name":"Construction engineering","level":1,"score":0.3722081184387207},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32197216153144836},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.11457464098930359},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C542102704","wikidata":"https://www.wikidata.org/wiki/Q183257","display_name":"Psychotherapist","level":1,"score":0.0},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:https://orca.cardiff.ac.uk:130384","doi":null,"is_oa":true,"landing_page_url":"https://orca.cardiff.ac.uk/130384/1/2020CereGPhD.pdf","pdf_url":"https://orca.cardiff.ac.uk/130384/1/2020CereGPhD.pdf","source":{"id":"https://openalex.org/S4306401195","display_name":"ORCA Online Research @Cardiff (Cardiff University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I79510175","host_organization_name":"Cardiff University","host_organization_lineage":["https://openalex.org/I79510175"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Thesis"},{"id":"mag:3014586229","doi":null,"is_oa":false,"landing_page_url":"https://ethos.bl.uk/OrderDetails.do?uin=uk.bl.ethos.802012","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null}],"best_oa_location":{"id":"pmh:oai:https://orca.cardiff.ac.uk:130384","doi":null,"is_oa":true,"landing_page_url":"https://orca.cardiff.ac.uk/130384/1/2020CereGPhD.pdf","pdf_url":"https://orca.cardiff.ac.uk/130384/1/2020CereGPhD.pdf","source":{"id":"https://openalex.org/S4306401195","display_name":"ORCA Online Research @Cardiff (Cardiff University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I79510175","host_organization_name":"Cardiff University","host_organization_lineage":["https://openalex.org/I79510175"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Thesis"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/11","display_name":"Sustainable cities and communities","score":0.7646999955177307},{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.7207000255584717}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3014586229.pdf","grobid_xml":"https://content.openalex.org/works/W3014586229.grobid-xml"},"referenced_works_count":201,"referenced_works":["https://openalex.org/W13613270","https://openalex.org/W27984483","https://openalex.org/W46057551","https://openalex.org/W72623770","https://openalex.org/W170897814","https://openalex.org/W182629018","https://openalex.org/W200821779","https://openalex.org/W409653503","https://openalex.org/W564399597","https://openalex.org/W568124517","https://openalex.org/W1174986785","https://openalex.org/W1249378934","https://openalex.org/W1497256448","https://openalex.org/W1516985949","https://openalex.org/W1555148682","https://openalex.org/W1561968867","https://openalex.org/W1568794265","https://openalex.org/W1581441061","https://openalex.org/W1606073035","https://openalex.org/W1608292140","https://openalex.org/W1608358988","https://openalex.org/W1676477859","https://openalex.org/W1714723801","https://openalex.org/W1731457293","https://openalex.org/W1772354533","https://openalex.org/W1965741979","https://openalex.org/W1967186060","https://openalex.org/W1968468300","https://openalex.org/W1971672833","https://openalex.org/W1974130720","https://openalex.org/W1975084684","https://openalex.org/W1975617572","https://openalex.org/W1978750043","https://openalex.org/W1979228995","https://openalex.org/W1980300379","https://openalex.org/W1982197955","https://openalex.org/W1984565264","https://openalex.org/W1985427019","https://openalex.org/W1987890873","https://openalex.org/W1988524289","https://openalex.org/W1995341919","https://openalex.org/W1997692251","https://openalex.org/W2002276505","https://openalex.org/W2002592134","https://openalex.org/W2002869265","https://openalex.org/W2004620726","https://openalex.org/W2004878847","https://openalex.org/W2007637728","https://openalex.org/W2009375005","https://openalex.org/W2009682769","https://openalex.org/W2011845855","https://openalex.org/W2011943106","https://openalex.org/W2014782452","https://openalex.org/W2015351730","https://openalex.org/W2015717507","https://openalex.org/W2015914378","https://openalex.org/W2016942076","https://openalex.org/W2017064661","https://openalex.org/W2018505677","https://openalex.org/W2019186002","https://openalex.org/W2019473446","https://openalex.org/W2019680207","https://openalex.org/W2021598020","https://openalex.org/W2022687314","https://openalex.org/W2025216328","https://openalex.org/W2025293883","https://openalex.org/W2028070629","https://openalex.org/W2031948933","https://openalex.org/W2033708618","https://openalex.org/W2033828002","https://openalex.org/W2034059333","https://openalex.org/W2035039243","https://openalex.org/W2039906750","https://openalex.org/W2040870580","https://openalex.org/W2043523945","https://openalex.org/W2045323216","https://openalex.org/W2047185972","https://openalex.org/W2048573695","https://openalex.org/W2049281650","https://openalex.org/W2050202899","https://openalex.org/W2053524761","https://openalex.org/W2054448874","https://openalex.org/W2058743073","https://openalex.org/W2059148040","https://openalex.org/W2059786309","https://openalex.org/W2060620615","https://openalex.org/W2061617209","https://openalex.org/W2063623422","https://openalex.org/W2064414361","https://openalex.org/W2066432902","https://openalex.org/W2067969169","https://openalex.org/W2069639155","https://openalex.org/W2070711991","https://openalex.org/W2070722739","https://openalex.org/W2070863555","https://openalex.org/W2071128523","https://openalex.org/W2072642080","https://openalex.org/W2072875363","https://openalex.org/W2078161768","https://openalex.org/W2081639005","https://openalex.org/W2082966062","https://openalex.org/W2083621998","https://openalex.org/W2083919264","https://openalex.org/W2085036944","https://openalex.org/W2085362608","https://openalex.org/W2086675846","https://openalex.org/W2092552911","https://openalex.org/W2093527018","https://openalex.org/W2093723046","https://openalex.org/W2094324239","https://openalex.org/W2095498734","https://openalex.org/W2098334262","https://openalex.org/W2099193292","https://openalex.org/W2099739542","https://openalex.org/W2108052450","https://openalex.org/W2109563136","https://openalex.org/W2110013894","https://openalex.org/W2118662626","https://openalex.org/W2123005344","https://openalex.org/W2127028501","https://openalex.org/W2127265206","https://openalex.org/W2127569725","https://openalex.org/W2128084896","https://openalex.org/W2128144881","https://openalex.org/W2131566738","https://openalex.org/W2133097426","https://openalex.org/W2133785951","https://openalex.org/W2136897491","https://openalex.org/W2141720125","https://openalex.org/W2143395338","https://openalex.org/W2144714294","https://openalex.org/W2146884475","https://openalex.org/W2147241601","https://openalex.org/W2150957204","https://openalex.org/W2153735293","https://openalex.org/W2154155660","https://openalex.org/W2156264138","https://openalex.org/W2156287497","https://openalex.org/W2158839053","https://openalex.org/W2160085528","https://openalex.org/W2161477551","https://openalex.org/W2168841879","https://openalex.org/W2187597009","https://openalex.org/W2187699853","https://openalex.org/W2188428358","https://openalex.org/W2222447337","https://openalex.org/W2267263066","https://openalex.org/W2275233088","https://openalex.org/W2292185748","https://openalex.org/W2294798173","https://openalex.org/W2316672685","https://openalex.org/W2325850416","https://openalex.org/W2338047848","https://openalex.org/W2394951807","https://openalex.org/W2407515274","https://openalex.org/W2465229954","https://openalex.org/W2507789957","https://openalex.org/W2523391926","https://openalex.org/W2527716016","https://openalex.org/W2540548357","https://openalex.org/W2541039355","https://openalex.org/W2560210208","https://openalex.org/W2564701447","https://openalex.org/W2571022944","https://openalex.org/W2577547526","https://openalex.org/W2585684434","https://openalex.org/W2587190936","https://openalex.org/W2593965501","https://openalex.org/W2596907056","https://openalex.org/W2605300842","https://openalex.org/W2607511159","https://openalex.org/W2613897372","https://openalex.org/W2627127414","https://openalex.org/W2738124146","https://openalex.org/W2748271905","https://openalex.org/W2752459121","https://openalex.org/W2763685548","https://openalex.org/W2767557420","https://openalex.org/W2775484290","https://openalex.org/W2775754950","https://openalex.org/W2781536637","https://openalex.org/W2791886564","https://openalex.org/W2793734850","https://openalex.org/W2799880978","https://openalex.org/W2803235424","https://openalex.org/W2805914758","https://openalex.org/W2888812312","https://openalex.org/W2888987468","https://openalex.org/W2892768750","https://openalex.org/W2896190161","https://openalex.org/W2897136072","https://openalex.org/W2911889106","https://openalex.org/W2937450986","https://openalex.org/W2939139118","https://openalex.org/W3000605208","https://openalex.org/W3023540311","https://openalex.org/W3080473768","https://openalex.org/W3099514962","https://openalex.org/W3123200641","https://openalex.org/W3139553455","https://openalex.org/W4245777492"],"related_works":["https://openalex.org/W4302292904","https://openalex.org/W2949725783","https://openalex.org/W3080509414","https://openalex.org/W4408328442","https://openalex.org/W4414834694","https://openalex.org/W4280539549","https://openalex.org/W7098359978","https://openalex.org/W4406166631","https://openalex.org/W3200824729","https://openalex.org/W7098518089"],"abstract_inverted_index":{"Seismic":[0],"hazards":[1,281,372],"represent":[2],"a":[3,38,54,102,161,174,244,255,266,274,295,304,327,406,427,473],"constant":[4],"threat":[5],"for":[6,13,42,173,198],"both":[7,185],"the":[8,22,28,33,51,61,67,70,122,132,155,171,186,192,199,204,222,237,240,258,263,285,301,314,331,339,346,355,358,363,374,377,413,452,457,478],"built":[9,286,364],"environment":[10],"but":[11,76],"mainly":[12],"human":[14,83],"lives.":[15,84],"Past":[16],"approaches":[17,37,150],"to":[18,27,32,56,66,72,87,115,151,213,272,312,319,337,419,425,431,436,442,451,476],"seismic":[19,43,485],"engineering":[20],"considered":[21],"building":[23,55,71,156,187,205,246,315,444,458],"deformability":[24,59],"as":[25,254],"limited":[26],"elastic":[29],"behaviour.":[30],"Following":[31],"introduction":[34],"of":[35,53,69,125,134,166,168,194,201,224,239,257,279,330,333,341,345,357,369,376,403,409,415,454,480,484],"performance-based":[36,388],"whole":[39,103],"new":[40,104],"methodology":[41,180,210,242,269],"design":[44],"and":[45,80,91,137,157,188,217,229,282,294,316,395],"assessment":[46],"was":[47],"proposed,":[48],"relying":[49],"on":[50,144,243],"ability":[52,68],"extend":[57],"its":[58],"in":[60,131,139,164,247,277,310,354,367,373,381,440,482],"plastic":[62],"domain.":[63],"This":[64,85,233],"links":[65],"undergo":[73],"large":[74],"deformations":[75,93],"still":[77],"withstand":[78],"it":[79,434],"therefore":[81,181,465],"safeguard":[82],"allowed":[86],"distinguish":[88],"between":[89],"transient":[90],"permanent":[92],"when":[94,446],"undergoing":[95],"dynamic":[96],"(e.g.,":[97],"seismic)":[98],"stresses.":[99],"In":[100,411],"parallel,":[101,121],"discipline":[105,124],"is":[106,211,234,270,292,297,307,335,464,472],"flourishing,":[107],"which":[108,250],"sees":[109],"traditional":[110,215,393,421,447],"structural":[111,140,218],"analysis":[112,394],"methods":[113,448],"coupled":[114],"Artificial":[116],"Intelligence":[117],"(AI)":[118],"strategies.":[119],"\\nIn":[120],"emerging":[123],"resilience":[126,275,366,479],"has":[127,351],"been":[128,352],"widely":[129],"implemented":[130],"domain":[133],"disaster":[135,152],"management":[136,153],"also":[138],"engineering.":[141],"However,":[142],"grounding":[143],"an":[145,207,386,399],"extensive":[146],"literature":[147],"review,":[148],"current":[149],"at":[154,183],"district":[158,189,264],"level":[159],"exhibit":[160],"significant":[162],"fragmentation":[163],"terms":[165],"strategies":[167,220],"objectives,":[169],"highlighting":[170],"urge":[172],"more":[175],"holistic":[176],"conceptualization.":[177],"The":[178,349],"proposed":[179,212,241,271,309],"aims":[182],"addressing":[184],"levels,":[190],"by":[191,221],"adoption":[193],"scale-specific":[195],"methodologies":[196],"suitable":[197],"scale":[200],"analysis.":[202],"\\nAt":[203,262],"level,":[206],"analytical":[208],"three-stage":[209],"enhance":[214,392,477],"investigation":[216,396,438],"optimization":[219],"utilization":[223,414],"object-oriented":[225],"programming,":[226],"evolutionary":[227],"computing":[228],"deep":[230,416],"learning":[231,417],"techniques.":[232],"validated":[235],"throughout":[236],"application":[238],"real":[245],"Old":[248],"Beichuan,":[249],"underwent":[251],"seismically-triggered":[252,370],"damages":[253],"result":[256,428],"2008":[259,378],"Wenchuan":[260,379],"Earthquake.":[261],"scale,":[265],"so-called":[267],"qualitative":[268],"attain":[273,426],"evaluation":[276],"face":[278,368,483],"geo-environmental":[280,371],"specifically":[283],"targeting":[284],"environment.":[287],"A":[288],"Delphi":[289],"expert":[290],"consultation":[291],"adopted":[293],"framework":[296],"presented.":[298],"\\nTo":[299],"combine":[300],"two":[302],"scales,":[303],"high-level":[305],"strategy":[306],"ultimately":[308],"order":[311],"interlace":[313],"district-scale":[317],"simulations":[318],"make":[320],"them":[321],"organically":[322],"interlinked.":[323],"To":[324],"this":[325],"respect,":[326],"multi-dimensional":[328],"mapping":[329],"area":[332],"Old-Beichuan":[334],"presented":[336],"aid":[338],"identification":[340],"some":[342],"key":[343],"indicators":[344],"district-level":[347],"framework.":[348],"research":[350],"conducted":[353],"context":[356,375],"REACH":[359],"project,":[360],"\\n`vi":[361],"\\ninvestigating":[362],"environment\u2019s":[365],"Earthquake":[380],"China.":[382],"\\nResults":[383],"show":[384],"that":[385],"optimized":[387],"approach":[389],"would":[390],"significantly":[391],"strategies,":[397],"providing":[398],"approximate":[400],"damage":[401],"reduction":[402],"25%":[404],"with":[405],"cost":[407],"increase":[408],"20%.":[410],"addition,":[412],"techniques":[418],"replace":[420],"simulation":[422],"engine":[423],"proved":[424],"precision":[429],"up":[430],"98%,":[432],"making":[433],"reliable":[435],"conduct":[437],"campaign":[439],"relation":[441],"specific":[443],"features":[445],"fail":[449],"due":[450],"impossibility":[453],"either":[455],"accessing":[456],"or":[459],"tracing":[460],"pertinent":[461],"documentation.":[462],"It":[463],"demonstrated":[466],"how":[467],"sometimes":[468],"challenging":[469],"regulatory":[470],"frameworks":[471],"necessary":[474],"step":[475],"buildings":[481],"hazards.":[486]},"counts_by_year":[],"updated_date":"2026-10-12T09:40:04.860316","created_date":"2020-04-10T00:00:00"}
