{"id":"https://openalex.org/W4412431414","doi":"https://doi.org/10.1109/med64031.2025.11073527","title":"Aerodynamic Neural Network Modeling for Gradient-based Model Predictive Flight Control","display_name":"Aerodynamic Neural Network Modeling for Gradient-based Model Predictive Flight Control","publication_year":2025,"publication_date":"2025-06-10","ids":{"openalex":"https://openalex.org/W4412431414","doi":"https://doi.org/10.1109/med64031.2025.11073527"},"language":"en","primary_location":{"id":"doi:10.1109/med64031.2025.11073527","is_oa":false,"landing_page_url":"https://doi.org/10.1109/med64031.2025.11073527","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 33rd Mediterranean Conference on Control and Automation (MED)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5114263002","display_name":"Paulina Conrad","orcid":null},"institutions":[{"id":"https://openalex.org/I181369854","display_name":"Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg","ror":"https://ror.org/00f7hpc57","country_code":"DE","type":"education","lineage":["https://openalex.org/I181369854"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Paulina Conrad","raw_affiliation_strings":["Friedrich-Alexander Universit&#x00E4;t Erlangen-N&#x00FC;rnberg,Chair of Automatic Control,Erlangen,Germany"],"affiliations":[{"raw_affiliation_string":"Friedrich-Alexander Universit&#x00E4;t Erlangen-N&#x00FC;rnberg,Chair of Automatic Control,Erlangen,Germany","institution_ids":["https://openalex.org/I181369854"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5118990768","display_name":"Luis Steuter","orcid":null},"institutions":[{"id":"https://openalex.org/I181369854","display_name":"Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg","ror":"https://ror.org/00f7hpc57","country_code":"DE","type":"education","lineage":["https://openalex.org/I181369854"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Luis Steuter","raw_affiliation_strings":["Friedrich-Alexander Universit&#x00E4;t Erlangen-N&#x00FC;rnberg,Chair of Automatic Control,Erlangen,Germany"],"affiliations":[{"raw_affiliation_string":"Friedrich-Alexander Universit&#x00E4;t Erlangen-N&#x00FC;rnberg,Chair of Automatic Control,Erlangen,Germany","institution_ids":["https://openalex.org/I181369854"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087983920","display_name":"Maximilian Pierer von Esch","orcid":"https://orcid.org/0009-0009-2131-6403"},"institutions":[{"id":"https://openalex.org/I181369854","display_name":"Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg","ror":"https://ror.org/00f7hpc57","country_code":"DE","type":"education","lineage":["https://openalex.org/I181369854"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Maximilian Pierer von Esch","raw_affiliation_strings":["Friedrich-Alexander Universit&#x00E4;t Erlangen-N&#x00FC;rnberg,Chair of Automatic Control,Erlangen,Germany"],"affiliations":[{"raw_affiliation_string":"Friedrich-Alexander Universit&#x00E4;t Erlangen-N&#x00FC;rnberg,Chair of Automatic Control,Erlangen,Germany","institution_ids":["https://openalex.org/I181369854"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045319033","display_name":"Johannes Beck","orcid":null},"institutions":[{"id":"https://openalex.org/I103167339","display_name":"Airbus (Italy)","ror":"https://ror.org/00v8s1x79","country_code":"IT","type":"company","lineage":["https://openalex.org/I103167339","https://openalex.org/I4210121748"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Johannes Beck","raw_affiliation_strings":["Airbus Defence and Space GmbH,Flight Control Laws,Manching,Germany"],"affiliations":[{"raw_affiliation_string":"Airbus Defence and Space GmbH,Flight Control Laws,Manching,Germany","institution_ids":["https://openalex.org/I103167339"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021957729","display_name":"Knut Graichen","orcid":"https://orcid.org/0000-0003-2865-8093"},"institutions":[{"id":"https://openalex.org/I181369854","display_name":"Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg","ror":"https://ror.org/00f7hpc57","country_code":"DE","type":"education","lineage":["https://openalex.org/I181369854"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Knut Graichen","raw_affiliation_strings":["Friedrich-Alexander Universit&#x00E4;t Erlangen-N&#x00FC;rnberg,Chair of Automatic Control,Erlangen,Germany"],"affiliations":[{"raw_affiliation_string":"Friedrich-Alexander Universit&#x00E4;t Erlangen-N&#x00FC;rnberg,Chair of Automatic Control,Erlangen,Germany","institution_ids":["https://openalex.org/I181369854"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5114263002"],"corresponding_institution_ids":["https://openalex.org/I181369854"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.07923451,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"37","last_page":"42"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12125","display_name":"Aerospace and Aviation Technology","score":0.998199999332428,"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"}},"topics":[{"id":"https://openalex.org/T12125","display_name":"Aerospace and Aviation Technology","score":0.998199999332428,"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/T10791","display_name":"Advanced Control Systems Optimization","score":0.9909999966621399,"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/T12810","display_name":"Real-time simulation and control systems","score":0.9793000221252441,"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/aerodynamics","display_name":"Aerodynamics","score":0.7942544221878052},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.7175224423408508},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6503718495368958},{"id":"https://openalex.org/keywords/model-predictive-control","display_name":"Model predictive control","score":0.5003416538238525},{"id":"https://openalex.org/keywords/control-theory","display_name":"Control theory (sociology)","score":0.3626903295516968},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.33844879269599915},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2780829071998596},{"id":"https://openalex.org/keywords/aerospace-engineering","display_name":"Aerospace engineering","score":0.2503260374069214},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1734204888343811}],"concepts":[{"id":"https://openalex.org/C13393347","wikidata":"https://www.wikidata.org/wiki/Q8424","display_name":"Aerodynamics","level":2,"score":0.7942544221878052},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.7175224423408508},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6503718495368958},{"id":"https://openalex.org/C172205157","wikidata":"https://www.wikidata.org/wiki/Q1782962","display_name":"Model predictive control","level":3,"score":0.5003416538238525},{"id":"https://openalex.org/C47446073","wikidata":"https://www.wikidata.org/wiki/Q5165890","display_name":"Control theory (sociology)","level":3,"score":0.3626903295516968},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.33844879269599915},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2780829071998596},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.2503260374069214},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1734204888343811}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/med64031.2025.11073527","is_oa":false,"landing_page_url":"https://doi.org/10.1109/med64031.2025.11073527","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 33rd Mediterranean Conference on Control and Automation (MED)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","score":0.44999998807907104,"display_name":"Affordable and clean energy"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W1998999197","https://openalex.org/W2011077139","https://openalex.org/W2065462230","https://openalex.org/W2089884926","https://openalex.org/W2109173277","https://openalex.org/W2185172318","https://openalex.org/W2964209997","https://openalex.org/W2964277698","https://openalex.org/W4292547776","https://openalex.org/W4293363567","https://openalex.org/W4312190864","https://openalex.org/W4321380998","https://openalex.org/W4400077604","https://openalex.org/W4406025934","https://openalex.org/W4412404736","https://openalex.org/W6686452448"],"related_works":["https://openalex.org/W1990079087","https://openalex.org/W3202234113","https://openalex.org/W2101188133","https://openalex.org/W4248731570","https://openalex.org/W2381210024","https://openalex.org/W2060165215","https://openalex.org/W2384015130","https://openalex.org/W4285595274","https://openalex.org/W81137451","https://openalex.org/W2556120871"],"abstract_inverted_index":{"Model":[0,76],"Predictive":[1,77],"Control":[2,79],"(MPC)":[3],"is":[4],"a":[5,21,74,82],"promising":[6],"method":[7],"for":[8,28,81],"flight":[9,47],"control,":[10],"offering":[11],"precise":[12],"stabilization":[13],"and":[14,117],"maneuvering":[15],"by":[16],"predicting":[17],"system":[18],"behavior":[19],"using":[20],"model":[22,119],"of":[23,46,89,96,101,128],"the":[24,32,43,86,90,94,97,103,113,139,143],"aircraft":[25],"dynamics.":[26],"Essential":[27],"these":[29],"dynamics":[30],"are":[31],"aerodynamic":[33,37,57,98,104],"coefficients":[34,105],"While":[35],"conventional":[36,152],"models":[38],"often":[39],"do":[40],"not":[41],"meet":[42],"real-time":[44,64],"requirements":[45],"control":[48],"applications,":[49],"neural":[50],"networks":[51],"(NN)":[52],"promise":[53],"to":[54,111],"accurately":[55],"capture":[56],"behavior.":[58],"However,":[59],"their":[60,120],"computational":[61,133],"feasibility":[62],"in":[63],"MPC":[65,91,130],"remains":[66],"an":[67,129],"active":[68],"research":[69],"area.":[70],"This":[71],"paper":[72],"presents":[73],"nonlinear":[75],"Flight":[78],"strategy":[80],"fighter":[83],"aircraft,":[84],"where":[85,138],"numerical":[87],"solution":[88],"problem":[92],"requires":[93],"gradients":[95],"tables.":[99],"Instead":[100],"modeling":[102,141],"directly":[106],"with":[107,122],"NNs,":[108],"we":[109],"propose":[110],"use":[112],"original":[114],"look-up":[115],"tables":[116],"only":[118],"derivatives":[121],"low-dimensional":[123],"feedforward":[124],"NNs.":[125],"Simulation":[126],"results":[127],"demonstrate":[131],"enhanced":[132],"efficiency":[134],"without":[135],"sacrificing":[136],"accuracy,":[137],"NN":[140],"makes":[142],"gradient":[144],"computation":[145],"more":[146],"than":[147,151],"three":[148],"times":[149],"faster":[150],"difference":[153],"quotient":[154],"calculations.":[155]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
