Fault-tolerant predictive control with trajectory planning in the presence of obstacles
Autor(a) principal: | |
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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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Biblioteca Digital de Teses e Dissertações do ITA |
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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 |
_version_ |
1706809297380311040 |