Interacting multiple model filtering for aircraft guidance modes identification from surveillance data

Accurate and reliable trajectory prediction (TP) is required in several air traffic management systems. Estimating the aircraft trajectory in a vertical plane typically requires the knowledge of a pair of operational instructions. A sequence of operational instructions specifies the aircraft intent,...

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Autores: Khaledian, Homeyra|||0000-0002-4488-2637, Sáez García, Raúl|||0000-0003-0645-3230, Vilà-Valls, Jordi, Prats Menéndez, Xavier|||0000-0003-3717-4701
Tipo de recurso: artículo
Fecha de publicación:2023
País:España
Institución:Universitat Politècnica de Catalunya (UPC)
Repositorio:UPCommons. Portal del coneixement obert de la UPC
Idioma:inglés
OAI Identifier:oai:upcommons.upc.edu:2117/389623
Acceso en línea:https://hdl.handle.net/2117/389623
https://dx.doi.org/10.2514/1.G007139
Access Level:acceso abierto
Palabra clave:Air traffic control
Air traffic management
Trànsit aeri--Control
Àrees temàtiques de la UPC::Aeronàutica i espai::Navegació aèria::Procediments operacionals
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repository_id_str
spelling Interacting multiple model filtering for aircraft guidance modes identification from surveillance dataKhaledian, Homeyra|||0000-0002-4488-2637Sáez García, Raúl|||0000-0003-0645-3230Vilà-Valls, JordiPrats Menéndez, Xavier|||0000-0003-3717-4701Air traffic controlAir traffic managementTrànsit aeri--ControlÀrees temàtiques de la UPC::Aeronàutica i espai::Navegació aèria::Procediments operacionalsAccurate and reliable trajectory prediction (TP) is required in several air traffic management systems. Estimating the aircraft trajectory in a vertical plane typically requires the knowledge of a pair of operational instructions. A sequence of operational instructions specifies the aircraft intent, information that is seldom available, besides for the ownship trajectory planning system. In the execution of the trajectory, the aircraft is directed by the (auto)pilot through a series of sequential guidance modes that might override some of the planning instructions of the aircraft intent. Therefore, having reliable guidance mode information is fundamental for the next generation of air- or ground-based TP. The main goal of this contribution is to develop a methodology able to identify in real-time the active guidance modes for both vertical climb and descent profiles, using only Automatic Dependent Surveillance-Broadcast and Enhanced Mode-S Surveillance data. The proposed solution is based on an interacting multiple model (IMM) filtering approach, which uses a bank of filters, each one matched to a possible guidance mode. The guidance mode identification performance of the IMM-based solution is validated with i) a set of simulated representative trajectories and ii) real flight data obtained from flight data recorders.This work has been partially supported by a EU ENGAGE KTN PhD Fellowship, and the DGA/AID project 2022.65.0082.20232023-06-0120232023-06-22journal articlehttp://purl.org/coar/resource_type/c_6501CVoRhttp://purl.org/coar/version/c_e19f295774971610info:eu-repo/semantics/articleapplication/pdfhttps://hdl.handle.net/2117/389623https://dx.doi.org/10.2514/1.G007139reponame:UPCommons. Portal del coneixement obert de la UPCinstname:Universitat Politècnica de Catalunya (UPC)Inglésengopen accesshttp://purl.org/coar/access_right/c_abf2Attribution-NonCommercial-NoDerivatives 4.0 Internationalhttp://creativecommons.org/licenses/by-nc-nd/4.0/info:eu-repo/semantics/openAccessoai:upcommons.upc.edu:2117/3896232026-05-27T15:37:01Z
dc.title.none.fl_str_mv Interacting multiple model filtering for aircraft guidance modes identification from surveillance data
title Interacting multiple model filtering for aircraft guidance modes identification from surveillance data
spellingShingle Interacting multiple model filtering for aircraft guidance modes identification from surveillance data
Khaledian, Homeyra|||0000-0002-4488-2637
Air traffic control
Air traffic management
Trànsit aeri--Control
Àrees temàtiques de la UPC::Aeronàutica i espai::Navegació aèria::Procediments operacionals
title_short Interacting multiple model filtering for aircraft guidance modes identification from surveillance data
title_full Interacting multiple model filtering for aircraft guidance modes identification from surveillance data
title_fullStr Interacting multiple model filtering for aircraft guidance modes identification from surveillance data
title_full_unstemmed Interacting multiple model filtering for aircraft guidance modes identification from surveillance data
title_sort Interacting multiple model filtering for aircraft guidance modes identification from surveillance data
dc.creator.none.fl_str_mv Khaledian, Homeyra|||0000-0002-4488-2637
Sáez García, Raúl|||0000-0003-0645-3230
Vilà-Valls, Jordi
Prats Menéndez, Xavier|||0000-0003-3717-4701
author Khaledian, Homeyra|||0000-0002-4488-2637
author_facet Khaledian, Homeyra|||0000-0002-4488-2637
Sáez García, Raúl|||0000-0003-0645-3230
Vilà-Valls, Jordi
Prats Menéndez, Xavier|||0000-0003-3717-4701
author_role author
author2 Sáez García, Raúl|||0000-0003-0645-3230
Vilà-Valls, Jordi
Prats Menéndez, Xavier|||0000-0003-3717-4701
author2_role author
author
author
dc.subject.none.fl_str_mv Air traffic control
Air traffic management
Trànsit aeri--Control
Àrees temàtiques de la UPC::Aeronàutica i espai::Navegació aèria::Procediments operacionals
topic Air traffic control
Air traffic management
Trànsit aeri--Control
Àrees temàtiques de la UPC::Aeronàutica i espai::Navegació aèria::Procediments operacionals
description Accurate and reliable trajectory prediction (TP) is required in several air traffic management systems. Estimating the aircraft trajectory in a vertical plane typically requires the knowledge of a pair of operational instructions. A sequence of operational instructions specifies the aircraft intent, information that is seldom available, besides for the ownship trajectory planning system. In the execution of the trajectory, the aircraft is directed by the (auto)pilot through a series of sequential guidance modes that might override some of the planning instructions of the aircraft intent. Therefore, having reliable guidance mode information is fundamental for the next generation of air- or ground-based TP. The main goal of this contribution is to develop a methodology able to identify in real-time the active guidance modes for both vertical climb and descent profiles, using only Automatic Dependent Surveillance-Broadcast and Enhanced Mode-S Surveillance data. The proposed solution is based on an interacting multiple model (IMM) filtering approach, which uses a bank of filters, each one matched to a possible guidance mode. The guidance mode identification performance of the IMM-based solution is validated with i) a set of simulated representative trajectories and ii) real flight data obtained from flight data recorders.
publishDate 2023
dc.date.none.fl_str_mv 2023
2023-06-01
2023
2023-06-22
dc.type.none.fl_str_mv journal article
http://purl.org/coar/resource_type/c_6501
CVoR
http://purl.org/coar/version/c_e19f295774971610
dc.type.openaire.fl_str_mv info:eu-repo/semantics/article
format article
dc.identifier.none.fl_str_mv https://hdl.handle.net/2117/389623
https://dx.doi.org/10.2514/1.G007139
url https://hdl.handle.net/2117/389623
https://dx.doi.org/10.2514/1.G007139
dc.language.none.fl_str_mv Inglés
eng
language_invalid_str_mv Inglés
language eng
dc.rights.none.fl_str_mv open access
http://purl.org/coar/access_right/c_abf2
Attribution-NonCommercial-NoDerivatives 4.0 International
http://creativecommons.org/licenses/by-nc-nd/4.0/
dc.rights.openaire.fl_str_mv info:eu-repo/semantics/openAccess
rights_invalid_str_mv open access
http://purl.org/coar/access_right/c_abf2
Attribution-NonCommercial-NoDerivatives 4.0 International
http://creativecommons.org/licenses/by-nc-nd/4.0/
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.source.none.fl_str_mv reponame:UPCommons. Portal del coneixement obert de la UPC
instname:Universitat Politècnica de Catalunya (UPC)
instname_str Universitat Politècnica de Catalunya (UPC)
reponame_str UPCommons. Portal del coneixement obert de la UPC
collection UPCommons. Portal del coneixement obert de la UPC
repository.name.fl_str_mv
repository.mail.fl_str_mv
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