Longitudinal vehicle control with active braking using model-free controllers.
| Ano de defesa: | 2022 |
|---|---|
| Autor(a) principal: | |
| Orientador(a): | |
| Banca de defesa: | |
| Tipo de documento: | Dissertação |
| Tipo de acesso: | Acesso aberto |
| Idioma: | eng |
| Instituição de defesa: |
Biblioteca Digitais de Teses e Dissertações da USP
|
| Programa de Pós-Graduação: |
Não Informado pela instituição
|
| Departamento: |
Não Informado pela instituição
|
| País: |
Não Informado pela instituição
|
| Palavras-chave em Português: | |
| Link de acesso: | https://www.teses.usp.br/teses/disponiveis/3/3139/tde-04052023-092914/ |
Resumo: | With the advancement of automotive technology, the use of Advanced Driver- Assistance Systems (ADAS) has become increasingly common. These systems allow an increase in comfort, safety, reliability, and overall efficiency of vehicles, helping the driver in various driving-related tasks. One of these systems is the Adaptive Cruise Control (ACC) which is capable of longitudinally controlling vehicles, allowing them to maintain fixed speeds or decelerate vehicles in emergency situations. In this work, modelfree intelligent PID (iPID) control techniques are used for longitudinal control of vehicles without the need to complex mathematical models. In particular, this work uses an intelligent Proportional (iP) control to longitudinally control a simulated vehicle, replacing the driver and controlling the acceleration and braking simultaneously. The most interesting features of this controller are discussed, especially its ability to resist noise. Additional tests with an equivalent classical Proportional Integral (PI) controller are performed for comparison purposes. The work also proposes a real-time least square-based estimator for the used Model-Free Control (MFC) parameter, creating an Adaptive Model-Free Control (AMFC) family named intelligent PID with estimator (iPID). Both an iP and iP controllers are used to longitudinally control vehicles simulated in a commercial vehicle simulator capable of highly complex vehicle dynamics simulations. Several tests from the European New Car Assessment Programme (Euro NCAP) were performed to test the controllers response to emergencies, with very good results. |
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Longitudinal vehicle control with active braking using model-free controllers.Controle longitudinal veicular com frenagem ativa utilizando controladores sem modelo.Controle (Teoria de Sistemas e Controle)Discrete ImplementationIntelligent controllersIntelligent PID controllersLongitudinal vehicular controlModel-Free controlSistemas dinâmicosWith the advancement of automotive technology, the use of Advanced Driver- Assistance Systems (ADAS) has become increasingly common. These systems allow an increase in comfort, safety, reliability, and overall efficiency of vehicles, helping the driver in various driving-related tasks. One of these systems is the Adaptive Cruise Control (ACC) which is capable of longitudinally controlling vehicles, allowing them to maintain fixed speeds or decelerate vehicles in emergency situations. In this work, modelfree intelligent PID (iPID) control techniques are used for longitudinal control of vehicles without the need to complex mathematical models. In particular, this work uses an intelligent Proportional (iP) control to longitudinally control a simulated vehicle, replacing the driver and controlling the acceleration and braking simultaneously. The most interesting features of this controller are discussed, especially its ability to resist noise. Additional tests with an equivalent classical Proportional Integral (PI) controller are performed for comparison purposes. The work also proposes a real-time least square-based estimator for the used Model-Free Control (MFC) parameter, creating an Adaptive Model-Free Control (AMFC) family named intelligent PID with estimator (iPID). Both an iP and iP controllers are used to longitudinally control vehicles simulated in a commercial vehicle simulator capable of highly complex vehicle dynamics simulations. Several tests from the European New Car Assessment Programme (Euro NCAP) were performed to test the controllers response to emergencies, with very good results.Com o avanço da tecnologia automotiva a utilização de Sistemas Avançados de Assistência ao Condutor (ADAS) se tornam cada vez mais comuns. Esses sistemas permitem aumentar o conforto, segurança, confiabilidade e eficiência geral de veículos, auxiliando o condutor em diversas tarefas relacionadas a condução. Um desses sistemas é o Controle de Cruzeiro Adaptativo (ACC) que é capaz de controlar longitudinalmente veículos, permitindo manter velocidades fixas ou então desacelerar veículos em situações de emergência. Neste trabalho, são utilizadas técnicas de controle sem modelo (model-free) do tipo PID inteligente (iPID) para realizar o controle longitudinal de veículos sem que seja necessário realizar o levantamento de modelos matemáticos complexos. Em particular, esse trabalho utiliza um controle Proporcional inteligente (iP) para controlar longitudinalmente um veículo simulado, substituindo o condutor e controlando a aceleração e frenagem simultaneamente. As características mais interessantes desse controlador são discutidas, em especial sua capacidade de resistir a ruídos. Testes adicionais com um controlador Proporcional Integral (PI) clássico equivalente são realizados para propósitos de comparação. O trabalho também propõe um estimador de tempo real baseado em mínimos quadrados para o parâmetro do Controle Sem Modelo (MFC) utilizado, criando uma família de Controle Sem Modelo Adaptativo (AMFC) denominada PID inteligente com estimador (iPID). Ambos os controladores iP e iP foram usados para controlar longitudinalmente veículos simulados em um simulador veicular comercial capaz de simulações dinâmicas de veículos altamente complexas. Vários testes do Programa Europeu de Avaliação de Carros Novos (Euro NCAP) foram realizados para testar a resposta do controlador a emergências, com resultados muito bons.Biblioteca Digitais de Teses e Dissertações da USPAngelico, Bruno AugustoFrança, Rodrigo de Marca2022-12-05info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesisapplication/pdfhttps://www.teses.usp.br/teses/disponiveis/3/3139/tde-04052023-092914/reponame:Biblioteca Digital de Teses e Dissertações da USPinstname:Universidade de São Paulo (USP)instacron:USPLiberar o conteúdo para acesso público.info:eu-repo/semantics/openAccesseng2023-05-05T10:59:04Zoai:teses.usp.br:tde-04052023-092914Biblioteca Digital de Teses e Dissertaçõeshttp://www.teses.usp.br/PUBhttp://www.teses.usp.br/cgi-bin/mtd2br.plvirginia@if.usp.br|| atendimento@aguia.usp.br||virginia@if.usp.bropendoar:27212023-05-05T10:59:04Biblioteca Digital de Teses e Dissertações da USP - Universidade de São Paulo (USP)false |
| dc.title.none.fl_str_mv |
Longitudinal vehicle control with active braking using model-free controllers. Controle longitudinal veicular com frenagem ativa utilizando controladores sem modelo. |
| title |
Longitudinal vehicle control with active braking using model-free controllers. |
| spellingShingle |
Longitudinal vehicle control with active braking using model-free controllers. França, Rodrigo de Marca Controle (Teoria de Sistemas e Controle) Discrete Implementation Intelligent controllers Intelligent PID controllers Longitudinal vehicular control Model-Free control Sistemas dinâmicos |
| title_short |
Longitudinal vehicle control with active braking using model-free controllers. |
| title_full |
Longitudinal vehicle control with active braking using model-free controllers. |
| title_fullStr |
Longitudinal vehicle control with active braking using model-free controllers. |
| title_full_unstemmed |
Longitudinal vehicle control with active braking using model-free controllers. |
| title_sort |
Longitudinal vehicle control with active braking using model-free controllers. |
| author |
França, Rodrigo de Marca |
| author_facet |
França, Rodrigo de Marca |
| author_role |
author |
| dc.contributor.none.fl_str_mv |
Angelico, Bruno Augusto |
| dc.contributor.author.fl_str_mv |
França, Rodrigo de Marca |
| dc.subject.por.fl_str_mv |
Controle (Teoria de Sistemas e Controle) Discrete Implementation Intelligent controllers Intelligent PID controllers Longitudinal vehicular control Model-Free control Sistemas dinâmicos |
| topic |
Controle (Teoria de Sistemas e Controle) Discrete Implementation Intelligent controllers Intelligent PID controllers Longitudinal vehicular control Model-Free control Sistemas dinâmicos |
| description |
With the advancement of automotive technology, the use of Advanced Driver- Assistance Systems (ADAS) has become increasingly common. These systems allow an increase in comfort, safety, reliability, and overall efficiency of vehicles, helping the driver in various driving-related tasks. One of these systems is the Adaptive Cruise Control (ACC) which is capable of longitudinally controlling vehicles, allowing them to maintain fixed speeds or decelerate vehicles in emergency situations. In this work, modelfree intelligent PID (iPID) control techniques are used for longitudinal control of vehicles without the need to complex mathematical models. In particular, this work uses an intelligent Proportional (iP) control to longitudinally control a simulated vehicle, replacing the driver and controlling the acceleration and braking simultaneously. The most interesting features of this controller are discussed, especially its ability to resist noise. Additional tests with an equivalent classical Proportional Integral (PI) controller are performed for comparison purposes. The work also proposes a real-time least square-based estimator for the used Model-Free Control (MFC) parameter, creating an Adaptive Model-Free Control (AMFC) family named intelligent PID with estimator (iPID). Both an iP and iP controllers are used to longitudinally control vehicles simulated in a commercial vehicle simulator capable of highly complex vehicle dynamics simulations. Several tests from the European New Car Assessment Programme (Euro NCAP) were performed to test the controllers response to emergencies, with very good results. |
| publishDate |
2022 |
| dc.date.none.fl_str_mv |
2022-12-05 |
| dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
| dc.type.driver.fl_str_mv |
info:eu-repo/semantics/masterThesis |
| format |
masterThesis |
| status_str |
publishedVersion |
| dc.identifier.uri.fl_str_mv |
https://www.teses.usp.br/teses/disponiveis/3/3139/tde-04052023-092914/ |
| url |
https://www.teses.usp.br/teses/disponiveis/3/3139/tde-04052023-092914/ |
| dc.language.iso.fl_str_mv |
eng |
| language |
eng |
| dc.relation.none.fl_str_mv |
|
| dc.rights.driver.fl_str_mv |
Liberar o conteúdo para acesso público. info:eu-repo/semantics/openAccess |
| rights_invalid_str_mv |
Liberar o conteúdo para acesso público. |
| eu_rights_str_mv |
openAccess |
| dc.format.none.fl_str_mv |
application/pdf |
| dc.coverage.none.fl_str_mv |
|
| dc.publisher.none.fl_str_mv |
Biblioteca Digitais de Teses e Dissertações da USP |
| publisher.none.fl_str_mv |
Biblioteca Digitais de Teses e Dissertações da USP |
| dc.source.none.fl_str_mv |
reponame:Biblioteca Digital de Teses e Dissertações da USP instname:Universidade de São Paulo (USP) instacron:USP |
| instname_str |
Universidade de São Paulo (USP) |
| instacron_str |
USP |
| institution |
USP |
| reponame_str |
Biblioteca Digital de Teses e Dissertações da USP |
| collection |
Biblioteca Digital de Teses e Dissertações da USP |
| repository.name.fl_str_mv |
Biblioteca Digital de Teses e Dissertações da USP - Universidade de São Paulo (USP) |
| repository.mail.fl_str_mv |
virginia@if.usp.br|| atendimento@aguia.usp.br||virginia@if.usp.br |
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1815257851928510464 |