Fault-tolerant predictive control with trajectory planning in the presence of obstacles

Detalhes bibliográficos
Autor(a) principal: Rubens Junqueira Magalhães Afonso
Data de Publicação: 2015
Tipo de documento: Tese
Idioma: eng
Título da fonte: Biblioteca Digital de Teses e Dissertações do ITA
Texto Completo: http://www.bd.bibl.ita.br/tde_busca/arquivo.php?codArquivo=3212
Resumo: This work addresses the problem of trajectory planning in the context of predictive control. Initially, planners in the literature using predictive control techniques with binary variables are extended to consider situations in which it is necessary that the vehicle visits multiple targets featuring a limited amount of fuel. A reward for visiting each target set is included to tune the compromise between saving fuel and visiting as many targets as possible. The second part brings contributions aimed at reducing computational complexity of the problem of planning and execution of trajectories. For this purpose, techniques for reducing the number of binary variables necessary to implement obstacle avoidance constraints are studied. In this context, a more economical procedure for encoding the problem is presented. Moreover, a method is proposed for generation of waypoints to be traversed by the vehicle in order to complete the mission. The resulting waypoints are passed to the control layer responsible for guiding the vehicle through them. The advantage of this dual-layer approach is that the online computational effort for determining the control signal is significantly reduced. With the approach of multiple sets and rewards, it is possible to accommodate a fault which causes a reduction in the amount of fuel available. Moreover, using the waypoint planning technique, the online computational load is reduced, making it viable to deal with problems involving more stringent control constraints possibly arising from actuator faults.
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spelling Fault-tolerant predictive control with trajectory planning in the presence of obstaclesTolerância a falhasControle de vooAeronavesTrajetórias de vooControle preditivoEngenharia aeronáuticaControleThis work addresses the problem of trajectory planning in the context of predictive control. Initially, planners in the literature using predictive control techniques with binary variables are extended to consider situations in which it is necessary that the vehicle visits multiple targets featuring a limited amount of fuel. A reward for visiting each target set is included to tune the compromise between saving fuel and visiting as many targets as possible. The second part brings contributions aimed at reducing computational complexity of the problem of planning and execution of trajectories. For this purpose, techniques for reducing the number of binary variables necessary to implement obstacle avoidance constraints are studied. In this context, a more economical procedure for encoding the problem is presented. Moreover, a method is proposed for generation of waypoints to be traversed by the vehicle in order to complete the mission. The resulting waypoints are passed to the control layer responsible for guiding the vehicle through them. The advantage of this dual-layer approach is that the online computational effort for determining the control signal is significantly reduced. With the approach of multiple sets and rewards, it is possible to accommodate a fault which causes a reduction in the amount of fuel available. Moreover, using the waypoint planning technique, the online computational load is reduced, making it viable to deal with problems involving more stringent control constraints possibly arising from actuator faults.Instituto Tecnológico de AeronáuticaRoberto Kawakami Harrop GalvãoKarl Heinz KienitzRubens Junqueira Magalhães Afonso2015-03-13info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/doctoralThesishttp://www.bd.bibl.ita.br/tde_busca/arquivo.php?codArquivo=3212reponame:Biblioteca Digital de Teses e Dissertações do ITAinstname:Instituto Tecnológico de Aeronáuticainstacron:ITAenginfo:eu-repo/semantics/openAccessapplication/pdf2019-02-02T14:05:08Zoai:agregador.ibict.br.BDTD_ITA:oai:ita.br:3212http://oai.bdtd.ibict.br/requestopendoar:null2020-05-28 19:41:24.903Biblioteca Digital de Teses e Dissertações do ITA - Instituto Tecnológico de Aeronáuticatrue
dc.title.none.fl_str_mv Fault-tolerant predictive control with trajectory planning in the presence of obstacles
title Fault-tolerant predictive control with trajectory planning in the presence of obstacles
spellingShingle Fault-tolerant predictive control with trajectory planning in the presence of obstacles
Rubens Junqueira Magalhães Afonso
Tolerância a falhas
Controle de voo
Aeronaves
Trajetórias de voo
Controle preditivo
Engenharia aeronáutica
Controle
title_short Fault-tolerant predictive control with trajectory planning in the presence of obstacles
title_full Fault-tolerant predictive control with trajectory planning in the presence of obstacles
title_fullStr Fault-tolerant predictive control with trajectory planning in the presence of obstacles
title_full_unstemmed Fault-tolerant predictive control with trajectory planning in the presence of obstacles
title_sort Fault-tolerant predictive control with trajectory planning in the presence of obstacles
author Rubens Junqueira Magalhães Afonso
author_facet Rubens Junqueira Magalhães Afonso
author_role author
dc.contributor.none.fl_str_mv Roberto Kawakami Harrop Galvão
Karl Heinz Kienitz
dc.contributor.author.fl_str_mv Rubens Junqueira Magalhães Afonso
dc.subject.por.fl_str_mv Tolerância a falhas
Controle de voo
Aeronaves
Trajetórias de voo
Controle preditivo
Engenharia aeronáutica
Controle
topic Tolerância a falhas
Controle de voo
Aeronaves
Trajetórias de voo
Controle preditivo
Engenharia aeronáutica
Controle
dc.description.none.fl_txt_mv This work addresses the problem of trajectory planning in the context of predictive control. Initially, planners in the literature using predictive control techniques with binary variables are extended to consider situations in which it is necessary that the vehicle visits multiple targets featuring a limited amount of fuel. A reward for visiting each target set is included to tune the compromise between saving fuel and visiting as many targets as possible. The second part brings contributions aimed at reducing computational complexity of the problem of planning and execution of trajectories. For this purpose, techniques for reducing the number of binary variables necessary to implement obstacle avoidance constraints are studied. In this context, a more economical procedure for encoding the problem is presented. Moreover, a method is proposed for generation of waypoints to be traversed by the vehicle in order to complete the mission. The resulting waypoints are passed to the control layer responsible for guiding the vehicle through them. The advantage of this dual-layer approach is that the online computational effort for determining the control signal is significantly reduced. With the approach of multiple sets and rewards, it is possible to accommodate a fault which causes a reduction in the amount of fuel available. Moreover, using the waypoint planning technique, the online computational load is reduced, making it viable to deal with problems involving more stringent control constraints possibly arising from actuator faults.
description This work addresses the problem of trajectory planning in the context of predictive control. Initially, planners in the literature using predictive control techniques with binary variables are extended to consider situations in which it is necessary that the vehicle visits multiple targets featuring a limited amount of fuel. A reward for visiting each target set is included to tune the compromise between saving fuel and visiting as many targets as possible. The second part brings contributions aimed at reducing computational complexity of the problem of planning and execution of trajectories. For this purpose, techniques for reducing the number of binary variables necessary to implement obstacle avoidance constraints are studied. In this context, a more economical procedure for encoding the problem is presented. Moreover, a method is proposed for generation of waypoints to be traversed by the vehicle in order to complete the mission. The resulting waypoints are passed to the control layer responsible for guiding the vehicle through them. The advantage of this dual-layer approach is that the online computational effort for determining the control signal is significantly reduced. With the approach of multiple sets and rewards, it is possible to accommodate a fault which causes a reduction in the amount of fuel available. Moreover, using the waypoint planning technique, the online computational load is reduced, making it viable to deal with problems involving more stringent control constraints possibly arising from actuator faults.
publishDate 2015
dc.date.none.fl_str_mv 2015-03-13
dc.type.driver.fl_str_mv info:eu-repo/semantics/publishedVersion
info:eu-repo/semantics/doctoralThesis
status_str publishedVersion
format doctoralThesis
dc.identifier.uri.fl_str_mv http://www.bd.bibl.ita.br/tde_busca/arquivo.php?codArquivo=3212
url http://www.bd.bibl.ita.br/tde_busca/arquivo.php?codArquivo=3212
dc.language.iso.fl_str_mv eng
language eng
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Instituto Tecnológico de Aeronáutica
publisher.none.fl_str_mv Instituto Tecnológico de Aeronáutica
dc.source.none.fl_str_mv reponame:Biblioteca Digital de Teses e Dissertações do ITA
instname:Instituto Tecnológico de Aeronáutica
instacron:ITA
reponame_str Biblioteca Digital de Teses e Dissertações do ITA
collection Biblioteca Digital de Teses e Dissertações do ITA
instname_str Instituto Tecnológico de Aeronáutica
instacron_str ITA
institution ITA
repository.name.fl_str_mv Biblioteca Digital de Teses e Dissertações do ITA - Instituto Tecnológico de Aeronáutica
repository.mail.fl_str_mv
subject_por_txtF_mv Tolerância a falhas
Controle de voo
Aeronaves
Trajetórias de voo
Controle preditivo
Engenharia aeronáutica
Controle
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