{"id":"https://openalex.org/W4389630366","doi":"https://doi.org/10.12783/shm2023/36920","title":"A NOVEL NUMERICAL APPROACH FOR FATIGUE LOAD EMULATION OF OFFSHORE WIND TURBINES USING MACHINE LEARNING","display_name":"A NOVEL NUMERICAL APPROACH FOR FATIGUE LOAD EMULATION OF OFFSHORE WIND TURBINES USING MACHINE LEARNING","publication_year":2023,"publication_date":"2023-09-12","ids":{"openalex":"https://openalex.org/W4389630366","doi":"https://doi.org/10.12783/shm2023/36920"},"language":"en","primary_location":{"id":"doi:10.12783/shm2023/36920","doi":"https://doi.org/10.12783/shm2023/36920","is_oa":true,"landing_page_url":"http://dx.doi.org/10.12783/shm2023/36920","pdf_url":"https://www.dpi-proceedings.com/index.php/shm2023/article/download/36920/35496","source":{"id":"https://openalex.org/S4363608723","display_name":"International Workshop on Structural Health Monitoring (IWSHM)","issn_l":null,"issn":null,"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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 14th International Workshop on Structural Health Monitoring","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://www.dpi-proceedings.com/index.php/shm2023/article/download/36920/35496","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5093456460","display_name":"Miguel Restrepo Botero","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"MIGUEL RESTREPO BOTERO","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023756919","display_name":"Alexandros Iliopoulos","orcid":"https://orcid.org/0000-0002-5055-4824","observed_orcids":["https://orcid.org/0000-0002-5055-4824"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"ALEXANDROS ILIOPOULOS","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031228705","display_name":"Tobias Stinenbosch","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"TOBIAS STINENBOSCH","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5083691208","display_name":"Laurent Beaudet","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"LAURENT BEAUDET","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.25084234,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"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/T10680","display_name":"Wind Energy Research and Development","score":0.7914999723434448,"subfield":{"id":"https://openalex.org/subfields/2105","display_name":"Renewable Energy, Sustainability and the Environment"},"field":{"id":"https://openalex.org/fields/21","display_name":"Energy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10680","display_name":"Wind Energy Research and Development","score":0.7914999723434448,"subfield":{"id":"https://openalex.org/subfields/2105","display_name":"Renewable Energy, Sustainability and the Environment"},"field":{"id":"https://openalex.org/fields/21","display_name":"Energy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10534","display_name":"Structural Health Monitoring Techniques","score":0.12610000371932983,"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/T11250","display_name":"Wave and Wind Energy Systems","score":0.050599999725818634,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean 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/offshore-wind-turbines","display_name":"offshore wind turbines","score":0.9390000104904175},{"id":"https://openalex.org/keywords/surrogate-modeling","display_name":"surrogate models","score":0.8209999799728394},{"id":"https://openalex.org/keywords/structural-health-monitoring","display_name":"structural health monitoring","score":0.9279999732971191},{"id":"https://openalex.org/keywords/simplified-structural-model","display_name":"simplified structural model","score":0.7889999747276306},{"id":"https://openalex.org/keywords/wind-turbine-support-structures","display_name":"wind turbine support structures","score":0.515999972820282},{"id":"https://openalex.org/keywords/north-sea-wind-farms","display_name":"North Sea wind farms","score":0.5180000066757202}],"concepts":[{"id":"https://openalex.org/C149810388","wikidata":"https://www.wikidata.org/wiki/Q5374873","display_name":"Emulation","level":2,"score":0.808448076248169},{"id":"https://openalex.org/C8735168","wikidata":"https://www.wikidata.org/wiki/Q61637704","display_name":"Offshore wind power","level":3,"score":0.6736044883728027},{"id":"https://openalex.org/C78600449","wikidata":"https://www.wikidata.org/wiki/Q43302","display_name":"Wind power","level":2,"score":0.6734083294868469},{"id":"https://openalex.org/C2778449969","wikidata":"https://www.wikidata.org/wiki/Q130760","display_name":"Turbine","level":2,"score":0.6258367896080017},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.555645763874054},{"id":"https://openalex.org/C2776247918","wikidata":"https://www.wikidata.org/wiki/Q1423713","display_name":"Structural health monitoring","level":2,"score":0.5329863429069519},{"id":"https://openalex.org/C100776233","wikidata":"https://www.wikidata.org/wiki/Q2532492","display_name":"Bridge (graph theory)","level":2,"score":0.47749727964401245},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4335106611251831},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.41720446944236755},{"id":"https://openalex.org/C199104240","wikidata":"https://www.wikidata.org/wiki/Q118291","display_name":"Marine engineering","level":1,"score":0.3840188980102539},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.3631070554256439},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.32304883003234863},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.2308748960494995},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.1835547685623169},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.12783/shm2023/36920","doi":"https://doi.org/10.12783/shm2023/36920","is_oa":true,"landing_page_url":"http://dx.doi.org/10.12783/shm2023/36920","pdf_url":"https://www.dpi-proceedings.com/index.php/shm2023/article/download/36920/35496","source":{"id":"https://openalex.org/S4363608723","display_name":"International Workshop on Structural Health Monitoring (IWSHM)","issn_l":null,"issn":null,"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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 14th International Workshop on Structural Health Monitoring","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.12783/shm2023/36920","doi":"https://doi.org/10.12783/shm2023/36920","is_oa":true,"landing_page_url":"http://dx.doi.org/10.12783/shm2023/36920","pdf_url":"https://www.dpi-proceedings.com/index.php/shm2023/article/download/36920/35496","source":{"id":"https://openalex.org/S4363608723","display_name":"International Workshop on Structural Health Monitoring (IWSHM)","issn_l":null,"issn":null,"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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 14th International Workshop on Structural Health Monitoring","raw_type":"proceedings-article"},"sustainable_development_goals":[{"score":0.75,"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy"},{"score":0.651199996471405,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4389630366.pdf","grobid_xml":"https://content.openalex.org/works/W4389630366.grobid-xml"},"referenced_works_count":9,"referenced_works":["https://openalex.org/W2092477351","https://openalex.org/W2102636708","https://openalex.org/W2438090396","https://openalex.org/W2508149605","https://openalex.org/W2756288820","https://openalex.org/W2898596872","https://openalex.org/W4225922084","https://openalex.org/W4297838856","https://openalex.org/W4318336230"],"related_works":["https://openalex.org/W7162656554","https://openalex.org/W4390063947","https://openalex.org/W4399490562","https://openalex.org/W4318336230","https://openalex.org/W4392301526","https://openalex.org/W7162662522","https://openalex.org/W3087806865","https://openalex.org/W2768701693","https://openalex.org/W7196929643","https://openalex.org/W4399490765"],"abstract_inverted_index":{"During":[0],"their":[1],"lifetime,":[2],"offshore":[3,254,324],"wind":[4,46,187,218,255],"turbines":[5,62],"are":[6,266,277],"subjected":[7],"to":[8,49,65,79,104,155,172,174,180,216,251,268,279],"complex":[9],"loading":[10,14],"conditions.":[11],"Understanding":[12],"the":[13,17,24,28,45,68,72,81,105,132,157,163,185,233,246,259,275,281,290,295,302,306,311,315,327],"history":[15],"of":[16,20,60,134,184,235,243,245,318],"support":[18,73],"structure":[19],"these":[21],"structures":[22],"and":[23,110,248,274],"long-term":[25],"implications":[26],"on":[27,91],"structural":[29,32,237,264],"integrity":[30],"renders":[31],"health":[33],"monitoring":[34],"(SHM)":[35],"imperative.":[36],"In":[37],"that":[38,204,257],"direction,":[39],"it":[40],"is":[41,205,287,298],"common":[42],"practice":[43],"in":[44,56,71,168,211,228,326],"turbine":[47,219,320],"industry":[48],"use":[50,234],"only":[51,80],"a":[52,57,92,140,175,181,192,197,212,221],"few":[53],"physical":[54],"sensors":[55],"small":[58],"number":[59],"intelligent":[61],"per":[63],"fleet":[64],"directly":[66],"measure":[67],"load":[69,144,201],"levels":[70],"structure,":[74],"implying":[75],"SHM":[76],"insights":[77],"limited":[78],"instrumented":[82],"turbines.":[83],"This":[84,189],"often":[85],"leaves":[86],"stakeholders":[87],"with":[88,131],"insufficient":[89],"information":[90],"farm":[93],"level,":[94],"not":[95],"facilitating":[96],"important":[97],"decisions":[98],"regarding":[99],"project":[100],"lifetime":[101],"or":[102,178],"adjustments":[103],"trade-off":[106],"between":[107],"energy":[108],"harvest":[109],"fatigue":[111,137,209],"damage":[112],"accumulation":[113],"through":[114,139],"upgraded":[115],"controller":[116],"behavior.":[117],"To":[118],"bridge":[119],"this":[120],"gap,":[121],"machine":[122,158,199,282],"learning":[123,159,200,283],"models":[124,130,238,265,321],"have":[125,149],"been":[126],"used":[127,150,267,278],"as":[128,143],"surrogate":[129,165,296],"purpose":[133],"virtually":[135],"sensing":[136],"loads":[138,210,304,313],"process":[141],"known":[142],"emulation.":[145],"However,":[146],"previous":[147],"applications":[148],"site-specific,":[151],"position-specific":[152],"training":[153],"data":[154],"develop":[156],"models.":[160],"As":[161],"such,":[162],"resulting":[164],"model":[166,297],"decreases":[167],"performance":[169],"when":[170],"asked":[171],"extrapolate":[173],"different":[176,182],"site,":[177],"even":[179],"position":[183],"same":[186],"farm.":[188],"research":[190],"presents":[191],"novel":[193,307],"methodology":[194,231],"for":[195,207],"constructing":[196],"single":[198],"emulation":[202,286],"object":[203],"useful":[206],"emulating":[208],"generic":[213],"concept,":[214],"applicable":[215],"any":[217],"within":[220],"wide,":[222],"pre-defined":[223],"solution":[224,261],"space":[225],"without":[226],"loss":[227],"accuracy.":[229],"The":[230],"introduces":[232],"simplified":[236,308],"which":[239],"preserve":[240],"key":[241],"degrees":[242],"freedom":[244],"geometric":[247],"dynamic":[249],"properties":[250],"represent":[252],"potential":[253],"sites":[256,325],"cover":[258],"desired":[260],"space.":[262],"These":[263],"run":[269],"10-minute,":[270],"hydro-servo-aeroelastic":[271],"numerical":[272,316],"simulations":[273],"results":[276],"train":[280],"model.":[284],"Load":[285],"performed":[288],"at":[289,322],"foundation-tower":[291],"interface":[292],"level.":[293],"Finally,":[294],"validated":[299],"by":[300],"comparing":[301],"emulated":[303],"from":[305,314],"approach":[309],"against":[310],"detailed":[312],"assessment":[317],"site-specific":[319],"two":[323],"North":[328],"Sea.":[329]},"counts_by_year":[],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2023-12-13T00:00:00"}
