{"id":"https://openalex.org/W2026816962","doi":"https://doi.org/10.1109/ijcnn.2012.6252624","title":"Towards conservative helicopter loads prediction using computational intelligence techniques","display_name":"Towards conservative helicopter loads prediction using computational intelligence techniques","publication_year":2012,"publication_date":"2012-06-01","ids":{"openalex":"https://openalex.org/W2026816962","doi":"https://doi.org/10.1109/ijcnn.2012.6252624","mag":"2026816962"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn.2012.6252624","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2012.6252624","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The 2012 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://nrc-publications.canada.ca/eng/view/accepted/?id=10db696b-8a8c-4547-b93c-48837b7cb311","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5019572093","display_name":"Julio J. Vald\u00e9s","orcid":"https://orcid.org/0000-0003-2930-0325"},"institutions":[{"id":"https://openalex.org/I197604219","display_name":"National Academies of Sciences, Engineering, and Medicine","ror":"https://ror.org/02eq2w707","country_code":"US","type":"government","lineage":["https://openalex.org/I197604219"]},{"id":"https://openalex.org/I4210159778","display_name":"National Research Council Canada","ror":"https://ror.org/04mte1k06","country_code":"CA","type":"government","lineage":["https://openalex.org/I4210159778"]}],"countries":["CA","US"],"is_corresponding":true,"raw_author_name":"Julio J. Valdes","raw_affiliation_strings":["Institute for Information Technology, National Research Council Canada, Ottawa, Canada","[National Research Council Canada, Institute for Information Technology, Ottawa, Canada]"],"affiliations":[{"raw_affiliation_string":"Institute for Information Technology, National Research Council Canada, Ottawa, Canada","institution_ids":["https://openalex.org/I4210159778"]},{"raw_affiliation_string":"[National Research Council Canada, Institute for Information Technology, Ottawa, Canada]","institution_ids":["https://openalex.org/I197604219"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074623356","display_name":"Catherine Cheung","orcid":"https://orcid.org/0000-0002-4647-4119"},"institutions":[{"id":"https://openalex.org/I4210159778","display_name":"National Research Council Canada","ror":"https://ror.org/04mte1k06","country_code":"CA","type":"government","lineage":["https://openalex.org/I4210159778"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Catherine Cheung","raw_affiliation_strings":["Institute for Information Technology, National Research Council Canada, Ottawa, Canada","National Research Council Canada, Institute for Aerospace Research, Ottawa, Canada"],"affiliations":[{"raw_affiliation_string":"Institute for Information Technology, National Research Council Canada, Ottawa, Canada","institution_ids":["https://openalex.org/I4210159778"]},{"raw_affiliation_string":"National Research Council Canada, Institute for Aerospace Research, Ottawa, Canada","institution_ids":["https://openalex.org/I4210159778"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101408432","display_name":"Matthew Li","orcid":"https://orcid.org/0000-0002-8581-8586"},"institutions":[{"id":"https://openalex.org/I4210159778","display_name":"National Research Council Canada","ror":"https://ror.org/04mte1k06","country_code":"CA","type":"government","lineage":["https://openalex.org/I4210159778"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Matthew Li","raw_affiliation_strings":["Institute for Information Technology, National Research Council Canada, Ottawa, Canada","National Research Council Canada, Institute for Aerospace Research, Ottawa, Canada"],"affiliations":[{"raw_affiliation_string":"Institute for Information Technology, National Research Council Canada, Ottawa, Canada","institution_ids":["https://openalex.org/I4210159778"]},{"raw_affiliation_string":"National Research Council Canada, Institute for Aerospace Research, Ottawa, Canada","institution_ids":["https://openalex.org/I4210159778"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5019572093"],"corresponding_institution_ids":["https://openalex.org/I197604219","https://openalex.org/I4210159778"],"apc_list":null,"apc_paid":null,"fwci":0.6984,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.74637583,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"17","issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10534","display_name":"Structural Health Monitoring Techniques","score":0.9975000023841858,"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/T10534","display_name":"Structural Health Monitoring Techniques","score":0.9975000023841858,"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/T12676","display_name":"Machine Learning and ELM","score":0.9950000047683716,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T11236","display_name":"Control Systems and Identification","score":0.992900013923645,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/particle-swarm-optimization","display_name":"Particle swarm optimization","score":0.601532518863678},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5668960809707642},{"id":"https://openalex.org/keywords/sampling","display_name":"Sampling (signal processing)","score":0.5663820505142212},{"id":"https://openalex.org/keywords/airframe","display_name":"Airframe","score":0.5579243302345276},{"id":"https://openalex.org/keywords/rotor","display_name":"Rotor (electric)","score":0.5485284924507141},{"id":"https://openalex.org/keywords/helicopter-rotor","display_name":"Helicopter rotor","score":0.4964757561683655},{"id":"https://openalex.org/keywords/control-theory","display_name":"Control theory (sociology)","score":0.4153992533683777},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.37051764130592346},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3673146367073059},{"id":"https://openalex.org/keywords/control-engineering","display_name":"Control engineering","score":0.326438307762146},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.32019156217575073},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.2937301993370056},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.15229234099388123},{"id":"https://openalex.org/keywords/aerospace-engineering","display_name":"Aerospace engineering","score":0.1354132890701294}],"concepts":[{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.601532518863678},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5668960809707642},{"id":"https://openalex.org/C140779682","wikidata":"https://www.wikidata.org/wiki/Q210868","display_name":"Sampling (signal processing)","level":3,"score":0.5663820505142212},{"id":"https://openalex.org/C205167488","wikidata":"https://www.wikidata.org/wiki/Q222946","display_name":"Airframe","level":2,"score":0.5579243302345276},{"id":"https://openalex.org/C17281054","wikidata":"https://www.wikidata.org/wiki/Q193466","display_name":"Rotor (electric)","level":2,"score":0.5485284924507141},{"id":"https://openalex.org/C177124886","wikidata":"https://www.wikidata.org/wiki/Q1343028","display_name":"Helicopter rotor","level":3,"score":0.4964757561683655},{"id":"https://openalex.org/C47446073","wikidata":"https://www.wikidata.org/wiki/Q5165890","display_name":"Control theory (sociology)","level":3,"score":0.4153992533683777},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.37051764130592346},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3673146367073059},{"id":"https://openalex.org/C133731056","wikidata":"https://www.wikidata.org/wiki/Q4917288","display_name":"Control engineering","level":1,"score":0.326438307762146},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.32019156217575073},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2937301993370056},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.15229234099388123},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.1354132890701294},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.0},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.0},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/ijcnn.2012.6252624","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2012.6252624","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The 2012 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"},{"id":"pmh:oai:cisti-icist.nrc-cnrc.ca:cistinparc:20847546","is_oa":true,"landing_page_url":"https://nrc-publications.canada.ca/eng/view/object/?id=10db696b-8a8c-4547-b93c-48837b7cb311","pdf_url":"https://nrc-publications.canada.ca/eng/view/accepted/?id=10db696b-8a8c-4547-b93c-48837b7cb311","source":{"id":"https://openalex.org/S7407055245","display_name":"NPARC","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":"article"}],"best_oa_location":{"id":"pmh:oai:cisti-icist.nrc-cnrc.ca:cistinparc:20847546","is_oa":true,"landing_page_url":"https://nrc-publications.canada.ca/eng/view/object/?id=10db696b-8a8c-4547-b93c-48837b7cb311","pdf_url":"https://nrc-publications.canada.ca/eng/view/accepted/?id=10db696b-8a8c-4547-b93c-48837b7cb311","source":{"id":"https://openalex.org/S7407055245","display_name":"NPARC","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":"article"},"sustainable_development_goals":[{"display_name":"Responsible consumption and production","id":"https://metadata.un.org/sdg/12","score":0.5699999928474426}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2026816962.pdf","grobid_xml":"https://content.openalex.org/works/W2026816962.grobid-xml"},"referenced_works_count":16,"referenced_works":["https://openalex.org/W1541274513","https://openalex.org/W2035691333","https://openalex.org/W2052589403","https://openalex.org/W2096202120","https://openalex.org/W2111072639","https://openalex.org/W2112292994","https://openalex.org/W2113902808","https://openalex.org/W2118587067","https://openalex.org/W2121058804","https://openalex.org/W2137939562","https://openalex.org/W2141695047","https://openalex.org/W2150501807","https://openalex.org/W2152195021","https://openalex.org/W3198134824","https://openalex.org/W4230073927","https://openalex.org/W6678476872"],"related_works":["https://openalex.org/W2376665122","https://openalex.org/W2381606235","https://openalex.org/W2607648084","https://openalex.org/W2372539239","https://openalex.org/W2503672173","https://openalex.org/W341837047","https://openalex.org/W821355620","https://openalex.org/W2378451074","https://openalex.org/W2384616354","https://openalex.org/W2971347897"],"abstract_inverted_index":{"Airframe":[0],"structural":[1],"integrity":[2],"assessment":[3],"is":[4,18],"a":[5,37,117,170],"major":[6],"activity":[7],"for":[8,53,93,199],"all":[9],"helicopter":[10,49,71],"operators.":[11],"The":[12,162],"accurate":[13,195],"estimation":[14],"of":[15,40,47,80,164,183],"component":[16],"loads":[17,203],"an":[19,75],"important":[20],"element":[21],"in":[22,204],"life":[23,27],"cycle":[24],"management":[25],"and":[26,62,85,102,116,138,148,155,191,196],"extension":[28],"efforts.":[29],"This":[30],"paper":[31],"explores":[32],"continued":[33],"efforts":[34],"to":[35,44],"utilize":[36],"wide":[38],"variety":[39],"computational":[41],"intelligence":[42],"techniques":[43,158],"estimate":[45],"some":[46],"these":[48],"dynamic":[50],"loads.":[51],"Estimates":[52],"two":[54,94],"main":[55,201],"rotor":[56,59,202],"sensors":[57],"(main":[58],"normal":[60],"bending":[61],"pushrod":[63],"axial":[64],"load)":[65],"on":[66],"the":[67,125,144,152,176,180,184,200],"Australian":[68],"Black":[69],"Hawk":[70],"were":[72,91,111,122,159],"generated":[73],"from":[74,124],"input":[76],"set":[77],"that":[78,129,168],"consisted":[79],"thirty":[81],"standard":[82],"flight":[83,95,101,206],"state":[84],"control":[86],"system":[87],"parameters.":[88],"These":[89],"estimates":[90],"produced":[92],"conditions:":[96],"full":[97],"speed":[98],"forward":[99],"level":[100],"left":[103],"rolling":[104],"pullout":[105],"at":[106,179],"1.5g.":[107],"Two":[108],"sampling":[109,115,119,172],"schemes":[110],"attempted,":[112],"specifically":[113],"k-leaders":[114],"biased":[118,171],"scheme.":[120],"Ensembles":[121],"constructed":[123],"top":[126],"performing":[127],"models":[128,188],"used":[130],"conjugate":[131],"gradient,":[132],"Levenberg-Marquardt":[133],"(LM),":[134],"extreme":[135],"learning":[136,145,193],"machines,":[137],"particle":[139],"swarm":[140],"optimization":[141,154],"(PSO)":[142],"as":[143],"method.":[146],"Hybrid":[147,187],"memetic":[149],"approaches":[150],"combining":[151],"deterministic":[153],"evolutionary":[156],"computation":[157],"also":[160],"explored.":[161],"results":[163],"this":[165],"work":[166],"show":[167],"using":[169,189],"scheme":[173],"significantly":[174],"improved":[175],"predictions,":[177],"particularly":[178],"peak":[181],"values":[182],"target":[185],"signal.":[186],"PSO":[190],"LM":[192],"provided":[194],"correlated":[197],"predictions":[198],"both":[205],"conditions.":[207]},"counts_by_year":[{"year":2021,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2015,"cited_by_count":1}],"updated_date":"2026-03-07T16:01:11.037858","created_date":"2025-10-10T00:00:00"}