{"id":"https://openalex.org/W7166300147","doi":"https://doi.org/10.55056/ceur-ws.org/vol-3624/paper_11.pdf","title":"Neural Network Modeling of Helicopters Turboshaft Engines at Flight Modes Using an Approach Based on \u201cBlack Box\u201d Models","display_name":"Neural Network Modeling of Helicopters Turboshaft Engines at Flight Modes Using an Approach Based on \u201cBlack Box\u201d Models","publication_year":2022,"publication_date":"2022-01-22","ids":{"openalex":"https://openalex.org/W7166300147","doi":"https://doi.org/10.55056/ceur-ws.org/vol-3624/paper_11.pdf"},"language":null,"primary_location":{"id":"doi:10.55056/ceur-ws.org/vol-3624/paper_11.pdf","doi":"https://doi.org/10.55056/ceur-ws.org/vol-3624/paper_11.pdf","is_oa":true,"landing_page_url":"https://doi.org/10.55056/ceur-ws.org/vol-3624/paper_11.pdf","pdf_url":"https://doi.org/10.55056/ceur-ws.org/vol-3624/paper_11.pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"CEUR Workshop Proceedings, Vol-3624: Selected Papers of the X International Scientific Conference \"Information Technology and Implementation\" (IT&I-2023). Conference Proceedings","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.55056/ceur-ws.org/vol-3624/paper_11.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5083273780","display_name":"\u0412\u043b\u0430\u0434\u043e\u0432 \u0421\u0435\u0440\u0433\u0456\u0439 \u0406\u0433\u043e\u0440\u043e\u0432\u0438\u0447","orcid":"https://orcid.org/0000-0001-8009-5254","observed_orcids":["https://orcid.org/0000-0001-8009-5254"]},"institutions":[{"id":"https://openalex.org/I4210120219","display_name":"Kharkiv National University of Internal Affairs","ror":"https://ror.org/02pkshz09","country_code":"UA","type":"education","lineage":["https://openalex.org/I4210120219"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Serhii Vladov","raw_affiliation_strings":["Information Technology and Implementation","Kremenchuk Flight College of Kharkiv National University of Internal Affairs , Peremohy street 17/6 , Kremenchuk , 39605 , Ukraine"],"raw_orcid":"https://orcid.org/0000-0001-8009-5254","affiliations":[{"raw_affiliation_string":"Information Technology and Implementation","institution_ids":[]},{"raw_affiliation_string":"Kremenchuk Flight College of Kharkiv National University of Internal Affairs , Peremohy street 17/6 , Kremenchuk , 39605 , Ukraine","institution_ids":["https://openalex.org/I4210120219"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013445860","display_name":"Ruslan Yakovliev","orcid":"https://orcid.org/0000-0002-3788-2583","observed_orcids":["https://orcid.org/0000-0002-3788-2583"]},"institutions":[{"id":"https://openalex.org/I4210120219","display_name":"Kharkiv National University of Internal Affairs","ror":"https://ror.org/02pkshz09","country_code":"UA","type":"education","lineage":["https://openalex.org/I4210120219"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Ruslan Yakovliev","raw_affiliation_strings":["Kremenchuk Flight College of Kharkiv National University of Internal Affairs , Peremohy street 17/6 , Kremenchuk , 39605 , Ukraine"],"raw_orcid":"https://orcid.org/0000-0002-3788-2583","affiliations":[{"raw_affiliation_string":"Kremenchuk Flight College of Kharkiv National University of Internal Affairs , Peremohy street 17/6 , Kremenchuk , 39605 , Ukraine","institution_ids":["https://openalex.org/I4210120219"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077457136","display_name":"Oleksandr Hubachov","orcid":"https://orcid.org/0000-0002-1826-259X","observed_orcids":["https://orcid.org/0000-0002-1826-259X"]},"institutions":[{"id":"https://openalex.org/I4210120219","display_name":"Kharkiv National University of Internal Affairs","ror":"https://ror.org/02pkshz09","country_code":"UA","type":"education","lineage":["https://openalex.org/I4210120219"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Oleksandr Hubachov","raw_affiliation_strings":["Kremenchuk Flight College of Kharkiv National University of Internal Affairs , Peremohy street 17/6 , Kremenchuk , 39605 , Ukraine"],"raw_orcid":"https://orcid.org/0000-0002-1826-259X","affiliations":[{"raw_affiliation_string":"Kremenchuk Flight College of Kharkiv National University of Internal Affairs , Peremohy street 17/6 , Kremenchuk , 39605 , Ukraine","institution_ids":["https://openalex.org/I4210120219"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093346002","display_name":"Juliia Rud","orcid":"https://orcid.org/0000-0002-0328-5895","observed_orcids":["https://orcid.org/0000-0002-0328-5895","https://orcid.org/0009-0001-1427-3494"]},"institutions":[{"id":"https://openalex.org/I4210120219","display_name":"Kharkiv National University of Internal Affairs","ror":"https://ror.org/02pkshz09","country_code":"UA","type":"education","lineage":["https://openalex.org/I4210120219"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Juliia Rud","raw_affiliation_strings":["Kremenchuk Flight College of Kharkiv National University of Internal Affairs , Peremohy street 17/6 , Kremenchuk , 39605 , Ukraine","Kyiv , Ukraine"],"raw_orcid":"https://orcid.org/0000-0002-0328-5895","affiliations":[{"raw_affiliation_string":"Kremenchuk Flight College of Kharkiv National University of Internal Affairs , Peremohy street 17/6 , Kremenchuk , 39605 , Ukraine","institution_ids":["https://openalex.org/I4210120219"]},{"raw_affiliation_string":"Kyiv , Ukraine","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5152155412","display_name":"\u042e\u0440\u0456\u0439 \u0412\u0430\u0441\u0438\u043b\u044c\u043e\u0432\u0438\u0447 \u0421\u0442\u0443\u0449\u0430\u043d\u0441\u044c\u043a\u0438\u0439","orcid":"https://orcid.org/0000-0002-3021-6756","observed_orcids":["https://orcid.org/0000-0002-3021-6756"]},"institutions":[{"id":"https://openalex.org/I4210120219","display_name":"Kharkiv National University of Internal Affairs","ror":"https://ror.org/02pkshz09","country_code":"UA","type":"education","lineage":["https://openalex.org/I4210120219"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Yurii Stushchanskyi","raw_affiliation_strings":["Kremenchuk Flight College of Kharkiv National University of Internal Affairs , Peremohy street 17/6 , Kremenchuk , 39605 , Ukraine"],"raw_orcid":"https://orcid.org/0000-0002-3021-6756","affiliations":[{"raw_affiliation_string":"Kremenchuk Flight College of Kharkiv National University of Internal Affairs , Peremohy street 17/6 , Kremenchuk , 39605 , Ukraine","institution_ids":["https://openalex.org/I4210120219"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4210120219"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.41562875,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"116","last_page":"135"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13954","display_name":"Aerospace Engineering and Applications","score":0.9556000232696533,"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"}},"topics":[{"id":"https://openalex.org/T13954","display_name":"Aerospace Engineering and Applications","score":0.9556000232696533,"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"}},{"id":"https://openalex.org/T10944","display_name":"Turbomachinery Performance and Optimization","score":0.024800000712275505,"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/T13858","display_name":"Technical Engine Diagnostics and Monitoring","score":0.01080000028014183,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive 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/helicopter-turboshaft-engines","display_name":"helicopter turboshaft engines","score":0.9129999876022339},{"id":"https://openalex.org/keywords/neural-network-modeling","display_name":"neural network modeling","score":0.7639999985694885},{"id":"https://openalex.org/keywords/narx-model","display_name":"NARX model","score":0.8420000076293945},{"id":"https://openalex.org/keywords/black-box-modeling","display_name":"black-box models","score":0.9670000076293945},{"id":"https://openalex.org/keywords/fuel-consumption","display_name":"fuel consumption","score":0.7940000295639038},{"id":"https://openalex.org/keywords/flight-modes","display_name":"flight modes","score":0.49300000071525574}],"concepts":[{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6238999962806702},{"id":"https://openalex.org/C2778449969","wikidata":"https://www.wikidata.org/wiki/Q130760","display_name":"Turbine","level":2,"score":0.580299973487854},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.5368000268936157},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.503600001335144},{"id":"https://openalex.org/C131097465","wikidata":"https://www.wikidata.org/wiki/Q178898","display_name":"Gas compressor","level":2,"score":0.47519999742507935},{"id":"https://openalex.org/C171146098","wikidata":"https://www.wikidata.org/wiki/Q124192","display_name":"Automotive engineering","level":1,"score":0.4235000014305115},{"id":"https://openalex.org/C133731056","wikidata":"https://www.wikidata.org/wiki/Q4917288","display_name":"Control engineering","level":1,"score":0.40299999713897705},{"id":"https://openalex.org/C126231374","wikidata":"https://www.wikidata.org/wiki/Q1061298","display_name":"Operability","level":2,"score":0.39169999957084656},{"id":"https://openalex.org/C42536954","wikidata":"https://www.wikidata.org/wiki/Q7049462","display_name":"Nonlinear autoregressive exogenous model","level":3,"score":0.3822999894618988},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.3653999865055084},{"id":"https://openalex.org/C25343380","wikidata":"https://www.wikidata.org/wiki/Q277521","display_name":"Relation (database)","level":2,"score":0.35019999742507935},{"id":"https://openalex.org/C2780549525","wikidata":"https://www.wikidata.org/wiki/Q723916","display_name":"Turbojet","level":2,"score":0.3391000032424927},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.33739998936653137},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.3199999928474426},{"id":"https://openalex.org/C45882903","wikidata":"https://www.wikidata.org/wiki/Q5042317","display_name":"Fuel efficiency","level":2,"score":0.3147999942302704},{"id":"https://openalex.org/C76969082","wikidata":"https://www.wikidata.org/wiki/Q486902","display_name":"Mathematical model","level":2,"score":0.3109999895095825},{"id":"https://openalex.org/C77405623","wikidata":"https://www.wikidata.org/wiki/Q598451","display_name":"System dynamics","level":2,"score":0.3066999912261963},{"id":"https://openalex.org/C204323151","wikidata":"https://www.wikidata.org/wiki/Q905424","display_name":"Range (aeronautics)","level":2,"score":0.2944999933242798},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.29190000891685486},{"id":"https://openalex.org/C119247159","wikidata":"https://www.wikidata.org/wiki/Q1366192","display_name":"System identification","level":3,"score":0.2660999894142151},{"id":"https://openalex.org/C159877910","wikidata":"https://www.wikidata.org/wiki/Q2202883","display_name":"Autoregressive model","level":2,"score":0.2549000084400177},{"id":"https://openalex.org/C110963975","wikidata":"https://www.wikidata.org/wiki/Q12070446","display_name":"Systems modeling","level":2,"score":0.2515999972820282}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.55056/ceur-ws.org/vol-3624/paper_11.pdf","doi":"https://doi.org/10.55056/ceur-ws.org/vol-3624/paper_11.pdf","is_oa":true,"landing_page_url":"https://doi.org/10.55056/ceur-ws.org/vol-3624/paper_11.pdf","pdf_url":"https://doi.org/10.55056/ceur-ws.org/vol-3624/paper_11.pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"CEUR Workshop Proceedings, Vol-3624: Selected Papers of the X International Scientific Conference \"Information Technology and Implementation\" (IT&I-2023). Conference Proceedings","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.55056/ceur-ws.org/vol-3624/paper_11.pdf","doi":"https://doi.org/10.55056/ceur-ws.org/vol-3624/paper_11.pdf","is_oa":true,"landing_page_url":"https://doi.org/10.55056/ceur-ws.org/vol-3624/paper_11.pdf","pdf_url":"https://doi.org/10.55056/ceur-ws.org/vol-3624/paper_11.pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"CEUR Workshop Proceedings, Vol-3624: Selected Papers of the X International Scientific Conference \"Information Technology and Implementation\" (IT&I-2023). Conference Proceedings","raw_type":"proceedings-article"},"sustainable_development_goals":[],"sustainable_development_goals_aurora":[{"id":"https://metadata.un.org/sdg/7","score":0.562802791595459,"display_name":"Affordable and clean energy"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7166300147.pdf","grobid_xml":"https://content.openalex.org/works/W7166300147.grobid-xml"},"referenced_works_count":38,"referenced_works":["https://openalex.org/W1147226389","https://openalex.org/W2519049480","https://openalex.org/W2768089979","https://openalex.org/W2774046096","https://openalex.org/W2896949198","https://openalex.org/W3005115843","https://openalex.org/W3015193338","https://openalex.org/W3041091733","https://openalex.org/W3118035673","https://openalex.org/W3153115384","https://openalex.org/W3182954817","https://openalex.org/W3186058232","https://openalex.org/W3193484239","https://openalex.org/W4200556607","https://openalex.org/W4206038464","https://openalex.org/W4213425895","https://openalex.org/W4224266010","https://openalex.org/W4229016305","https://openalex.org/W4283078629","https://openalex.org/W4283688501","https://openalex.org/W4285604295","https://openalex.org/W4288776215","https://openalex.org/W4292474506","https://openalex.org/W4313427997","https://openalex.org/W4313560892","https://openalex.org/W4315702374","https://openalex.org/W4316659863","https://openalex.org/W4316660282","https://openalex.org/W4324324643","https://openalex.org/W4327639529","https://openalex.org/W4365459173","https://openalex.org/W4378190561","https://openalex.org/W4381950882","https://openalex.org/W4383851868","https://openalex.org/W4385462310","https://openalex.org/W4385773066","https://openalex.org/W4386368079","https://openalex.org/W4386434946"],"related_works":[],"abstract_inverted_index":{"The":[0,178],"work":[1,179],"is":[2,60,168,218,263],"devoted":[3],"to":[4,52,110,162,189],"further":[5],"research":[6],"in":[7,106,133,160,195,199,211,215],"the":[8,49,63,97,107,117,134,142,154,163,171,175,184,196,200,212,221,225,255],"field":[9],"of":[10,14,30,73,84,122,141,153,170,174,186,193,224],"creation":[11],"and":[12,48],"modernization":[13],"an":[15,41],"on-":[16],"board":[17],"monitoring":[18],"system":[19],"for":[20,67,227,254,267],"helicopters":[21,31,74,85,123,228],"turboshaft":[22,32,75,86,124,165,229],"engines.":[23],"In":[24],"this":[25],"work,":[26],"neural":[27,70,139,155,238],"network":[28,71,140,156,239],"modeling":[29,53,111],"engines":[33,87,90,125,128,230],"at":[34],"flight":[35],"modes":[36],"was":[37,158],"carried":[38],"out":[39],"using":[40,236],"approach":[42],"based":[43],"on":[44],"\u201cblack":[45],"box\u201d":[46],"models,":[47],"main":[50],"approaches":[51,109],"complex":[54,112],"dynamic":[55,113],"systems":[56],"are":[57,103],"described.":[58],"It":[59,217],"shown":[61,219],"that":[62,220],"developed":[64,119],"universal":[65,81],"diagram":[66],"training":[68],"a":[69,80,92,130,138,181,237],"model":[72,83,121,147,157],"engines,":[76],"as":[77,79],"well":[78],"mathematical":[82,120],"(gas":[88,126],"turbine":[89,127,203,207],"with":[91,129,148],"free":[93,131],"turbine),":[94],"which":[95,167,187],"establishes":[96],"relation":[98,161],"between":[99],"all":[100],"thermogas-dynamic":[101,233,260],"parameters,":[102,252],"fully":[104],"implemented":[105],"described":[108],"systems.":[114],"Having":[115],"introduced":[116],"previously":[118],"turbine)":[132],"Matlab/Simulink":[135],"program":[136],"into":[137],"NARX":[143,241],"type":[144],"(nonlinear":[145],"autoregression":[146],"exogenous":[149],"inputs),":[150],"its":[151],"performance":[152],"assessed":[159],"TV3-117":[164],"engine,":[166],"part":[169],"power":[172],"installation":[173],"Mi-8MTV":[176],"helicopter.":[177],"involved":[180],"computational":[182],"experiment,":[183],"results":[185],"were":[188],"obtain":[190],"values":[191],"degree":[192],"increase":[194],"total":[197],"pressure":[198],"compressor,":[201],"compressor":[202,206],"shaft":[204],"power,":[205],"operation,":[208],"fuel":[209],"consumption":[210],"combustion":[213],"chamber":[214],"dynamics.":[216],"implementation":[222],"error":[223],"method":[226,257],"working":[231],"process":[232],"parameters":[234],"identification":[235],"\u2013":[240],"model,":[242],"did":[243],"not":[244],"exceed":[245],"0.43":[246],"%":[247,266],"when":[248],"calculating":[249],"individual":[250],"engine":[251,269],"while":[253],"classical":[256],"(helicopters":[258],"TE":[259],"model)":[261],"it":[262],"about":[264],"1.96":[265],"considered":[268],"parameters.":[270]},"counts_by_year":[],"updated_date":"2026-10-14T16:39:01.820549","created_date":"2026-06-28T00:00:00"}