Projeto de controle e implementação de piloto automático para veículos agrícolas

Detalhes bibliográficos
Autor(a) principal: Sacco, Renan Rathis
Data de Publicação: 2023
Tipo de documento: Dissertação
Idioma: por
Título da fonte: Manancial - Repositório Digital da UFSM
Texto Completo: http://repositorio.ufsm.br/handle/1/29093
Resumo: This work presents the design and implementation of a steering autopilot for agricultural vehicles. Controllers are presented for the alignment and operation steps, which aims to take the vehicle to the path and keep it on it with the least possible error, respectively. Operation step controller is based on linear quadratic regulator (LQR) with output feedback, while the alignment controller uses the lookahead algorithm as the outer loop and a Linear Quadratic Tracker (LQT) with output feedback as an inner loop. Both LQR and LQT controllers use gain scheduling to ensure good performance at different operating speeds. Simulation results of the controllers with an analytical model of the vehicle are presented, which illustrate the expected results for the closed-loop system. For experimental validation of the controllers, a Massey Fergusson 6713 tractor was equipped with a GNSS receiver (Global Navigation Satellite System) with RTK correction (Real Time Kinematic), inertial sensors, an electric motor coupled to the steering and a microcontroller. The developed controllers were then implemented and experimentally tested, and the obtained results were compared to the simulation results. In experimental tests, a lateral error with a standard deviation of 2.67 cm was obtained for the operating stage and the system performance was similar for speeds between 4.3 km/h and 8.4 km/h.
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spelling 2023-05-16T11:48:45Z2023-05-16T11:48:45Z2023-02-15http://repositorio.ufsm.br/handle/1/29093This work presents the design and implementation of a steering autopilot for agricultural vehicles. Controllers are presented for the alignment and operation steps, which aims to take the vehicle to the path and keep it on it with the least possible error, respectively. Operation step controller is based on linear quadratic regulator (LQR) with output feedback, while the alignment controller uses the lookahead algorithm as the outer loop and a Linear Quadratic Tracker (LQT) with output feedback as an inner loop. Both LQR and LQT controllers use gain scheduling to ensure good performance at different operating speeds. Simulation results of the controllers with an analytical model of the vehicle are presented, which illustrate the expected results for the closed-loop system. For experimental validation of the controllers, a Massey Fergusson 6713 tractor was equipped with a GNSS receiver (Global Navigation Satellite System) with RTK correction (Real Time Kinematic), inertial sensors, an electric motor coupled to the steering and a microcontroller. The developed controllers were then implemented and experimentally tested, and the obtained results were compared to the simulation results. In experimental tests, a lateral error with a standard deviation of 2.67 cm was obtained for the operating stage and the system performance was similar for speeds between 4.3 km/h and 8.4 km/h.Este trabalho trata do projeto e implementação de um piloto automático de direção para veículos agrícolas. São apresentados controladores para as etapas de alinhamento e de operação, que tem por objetivo levar o veículo até a trajetória e mantê-lo nela com o menor erro possível, respectivamente. O controlador da etapa de operação é baseado no regulador linear quadrático (LQR - Linear Quadratic Regulator) com realimentação das saídas, enquanto o controlador de alinhamento utiliza o algoritmo lookahead como malha externa e um rastreador linear quadrático (LQT - Linear Quadratic Tracker ) com realimentação das saídas como malha interna. Ambos os controladores LQR e LQT utilizam mapa de ganhos para garantir boa performance em diferentes velocidades de operação. São apresentados resultados de simulação dos controladores projetados com um modelo analítico do veículo, que ilustram os resultados esperados para o sistema em malha fechada. Para validação experimental dos controladores, um trator Massey Fergusson 6713 foi equipado com receptor GNSS (Global Navigation Sattelite System) com correção RTK (Real Time Kinematic), sensores inerciais, um motor elétrico acoplado à direção e um microcontrolador. Os controladores desenvolvidos foram então implementados e testados experimentalmente, e os resultados obtidos foram comparados aos resultados de simulação. Em ensaios experimentais, obteve-se um erro lateral com desvio padrão de 2, 67 cm para a etapa de operação e o desempenho do sistema se mostrou semelhante para velocidades entre 4, 3 km/h a 8, 4 km/h.porUniversidade Federal de Santa MariaCentro de TecnologiaPrograma de Pós-Graduação em Engenharia ElétricaUFSMBrasilEngenharia ElétricaAttribution-NonCommercial-NoDerivatives 4.0 Internationalhttp://creativecommons.org/licenses/by-nc-nd/4.0/info:eu-repo/semantics/openAccessPiloto automático de direçãoRegulador linear quadráticoRastreador linear quadráticoAlgoritmo lookaheadSteering autopilotLinear quadratic regulatorLinear quadratic trackerLookahead algorithmCNPQ::ENGENHARIAS::ENGENHARIA ELETRICAProjeto de controle e implementação de piloto automático para veículos agrícolasAutopilot control and implementation project for agricultural vehiclesinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesisBisogno, Fábio Eckehttp://lattes.cnpq.br/6267716868501584Silva, André Luis daPaglione, Pedrohttp://lattes.cnpq.br/6964053135660442Sacco, Renan Rathis30040000000760060060060060051234c7f-c599-43e8-8158-d7c5097d9f6e7e2083fc-0562-4582-ad69-ed4bf167cfdadaa5a055-5736-4b60-84dd-18925c4b86596b5070d0-6e2c-4fa5-9268-7972d9c3916creponame:Manancial - Repositório Digital da UFSMinstname:Universidade Federal de Santa Maria (UFSM)instacron:UFSMORIGINALDIS_PPGEE_2023_SACCO_RENAN.pdfDIS_PPGEE_2023_SACCO_RENAN.pdfDissertaçãoapplication/pdf4461980http://repositorio.ufsm.br/bitstream/1/29093/1/DIS_PPGEE_2023_SACCO_RENAN.pdf5d6cb47b0fe25be3275e1df92d7f9e3cMD51CC-LICENSElicense_rdflicense_rdfapplication/rdf+xml; charset=utf-8805http://repositorio.ufsm.br/bitstream/1/29093/2/license_rdf4460e5956bc1d1639be9ae6146a50347MD52LICENSElicense.txtlicense.txttext/plain; charset=utf-81956http://repositorio.ufsm.br/bitstream/1/29093/3/license.txt2f0571ecee68693bd5cd3f17c1e075dfMD531/290932023-05-16 08:48:45.862oai:repositorio.ufsm.br:1/29093TElDRU7Dh0EgREUgRElTVFJJQlVJw4fDg08gTsODTy1FWENMVVNJVkEKCkNvbSBhIGFwcmVzZW50YcOnw6NvIGRlc3RhIGxpY2Vuw6dhLCB2b2PDqiAobyBhdXRvciAoZXMpIG91IG8gdGl0dWxhciBkb3MgZGlyZWl0b3MgZGUgYXV0b3IpIGNvbmNlZGUgw6AgVW5pdmVyc2lkYWRlCkZlZGVyYWwgZGUgU2FudGEgTWFyaWEgKFVGU00pIG8gZGlyZWl0byBuw6NvLWV4Y2x1c2l2byBkZSByZXByb2R1emlyLCAgdHJhZHV6aXIgKGNvbmZvcm1lIGRlZmluaWRvIGFiYWl4byksIGUvb3UKZGlzdHJpYnVpciBhIHN1YSB0ZXNlIG91IGRpc3NlcnRhw6fDo28gKGluY2x1aW5kbyBvIHJlc3VtbykgcG9yIHRvZG8gbyBtdW5kbyBubyBmb3JtYXRvIGltcHJlc3NvIGUgZWxldHLDtG5pY28gZQplbSBxdWFscXVlciBtZWlvLCBpbmNsdWluZG8gb3MgZm9ybWF0b3Mgw6F1ZGlvIG91IHbDrWRlby4KClZvY8OqIGNvbmNvcmRhIHF1ZSBhIFVGU00gcG9kZSwgc2VtIGFsdGVyYXIgbyBjb250ZcO6ZG8sIHRyYW5zcG9yIGEgc3VhIHRlc2Ugb3UgZGlzc2VydGHDp8OjbwpwYXJhIHF1YWxxdWVyIG1laW8gb3UgZm9ybWF0byBwYXJhIGZpbnMgZGUgcHJlc2VydmHDp8Ojby4KClZvY8OqIHRhbWLDqW0gY29uY29yZGEgcXVlIGEgVUZTTSBwb2RlIG1hbnRlciBtYWlzIGRlIHVtYSBjw7NwaWEgYSBzdWEgdGVzZSBvdQpkaXNzZXJ0YcOnw6NvIHBhcmEgZmlucyBkZSBzZWd1cmFuw6dhLCBiYWNrLXVwIGUgcHJlc2VydmHDp8Ojby4KClZvY8OqIGRlY2xhcmEgcXVlIGEgc3VhIHRlc2Ugb3UgZGlzc2VydGHDp8OjbyDDqSBvcmlnaW5hbCBlIHF1ZSB2b2PDqiB0ZW0gbyBwb2RlciBkZSBjb25jZWRlciBvcyBkaXJlaXRvcyBjb250aWRvcwpuZXN0YSBsaWNlbsOnYS4gVm9jw6ogdGFtYsOpbSBkZWNsYXJhIHF1ZSBvIGRlcMOzc2l0byBkYSBzdWEgdGVzZSBvdSBkaXNzZXJ0YcOnw6NvIG7Do28sIHF1ZSBzZWphIGRlIHNldQpjb25oZWNpbWVudG8sIGluZnJpbmdlIGRpcmVpdG9zIGF1dG9yYWlzIGRlIG5pbmd1w6ltLgoKQ2FzbyBhIHN1YSB0ZXNlIG91IGRpc3NlcnRhw6fDo28gY29udGVuaGEgbWF0ZXJpYWwgcXVlIHZvY8OqIG7Do28gcG9zc3VpIGEgdGl0dWxhcmlkYWRlIGRvcyBkaXJlaXRvcyBhdXRvcmFpcywgdm9jw6oKZGVjbGFyYSBxdWUgb2J0ZXZlIGEgcGVybWlzc8OjbyBpcnJlc3RyaXRhIGRvIGRldGVudG9yIGRvcyBkaXJlaXRvcyBhdXRvcmFpcyBwYXJhIGNvbmNlZGVyIMOgIFVGU00Kb3MgZGlyZWl0b3MgYXByZXNlbnRhZG9zIG5lc3RhIGxpY2Vuw6dhLCBlIHF1ZSBlc3NlIG1hdGVyaWFsIGRlIHByb3ByaWVkYWRlIGRlIHRlcmNlaXJvcyBlc3TDoSBjbGFyYW1lbnRlCmlkZW50aWZpY2FkbyBlIHJlY29uaGVjaWRvIG5vIHRleHRvIG91IG5vIGNvbnRlw7pkbyBkYSB0ZXNlIG91IGRpc3NlcnRhw6fDo28gb3JhIGRlcG9zaXRhZGEuCgpDQVNPIEEgVEVTRSBPVSBESVNTRVJUQcOHw4NPIE9SQSBERVBPU0lUQURBIFRFTkhBIFNJRE8gUkVTVUxUQURPIERFIFVNIFBBVFJPQ8ONTklPIE9VCkFQT0lPIERFIFVNQSBBR8OKTkNJQSBERSBGT01FTlRPIE9VIE9VVFJPIE9SR0FOSVNNTyBRVUUgTsODTyBTRUpBIEEgVUZTTQosIFZPQ8OKIERFQ0xBUkEgUVVFIFJFU1BFSVRPVSBUT0RPUyBFIFFVQUlTUVVFUiBESVJFSVRPUyBERSBSRVZJU8ODTyBDT01PClRBTULDiU0gQVMgREVNQUlTIE9CUklHQcOHw5VFUyBFWElHSURBUyBQT1IgQ09OVFJBVE8gT1UgQUNPUkRPLgoKQSBVRlNNIHNlIGNvbXByb21ldGUgYSBpZGVudGlmaWNhciBjbGFyYW1lbnRlIG8gc2V1IG5vbWUgKHMpIG91IG8ocykgbm9tZShzKSBkbyhzKQpkZXRlbnRvcihlcykgZG9zIGRpcmVpdG9zIGF1dG9yYWlzIGRhIHRlc2Ugb3UgZGlzc2VydGHDp8OjbywgZSBuw6NvIGZhcsOhIHF1YWxxdWVyIGFsdGVyYcOnw6NvLCBhbMOpbSBkYXF1ZWxhcwpjb25jZWRpZGFzIHBvciBlc3RhIGxpY2Vuw6dhLgoKRepositório Institucionalhttp://repositorio.ufsm.br/PUBhttp://repositorio.ufsm.br/oai/requestopendoar:39132023-05-16T11:48:45Manancial - Repositório Digital da UFSM - Universidade Federal de Santa Maria (UFSM)false
dc.title.por.fl_str_mv Projeto de controle e implementação de piloto automático para veículos agrícolas
dc.title.alternative.eng.fl_str_mv Autopilot control and implementation project for agricultural vehicles
title Projeto de controle e implementação de piloto automático para veículos agrícolas
spellingShingle Projeto de controle e implementação de piloto automático para veículos agrícolas
Sacco, Renan Rathis
Piloto automático de direção
Regulador linear quadrático
Rastreador linear quadrático
Algoritmo lookahead
Steering autopilot
Linear quadratic regulator
Linear quadratic tracker
Lookahead algorithm
CNPQ::ENGENHARIAS::ENGENHARIA ELETRICA
title_short Projeto de controle e implementação de piloto automático para veículos agrícolas
title_full Projeto de controle e implementação de piloto automático para veículos agrícolas
title_fullStr Projeto de controle e implementação de piloto automático para veículos agrícolas
title_full_unstemmed Projeto de controle e implementação de piloto automático para veículos agrícolas
title_sort Projeto de controle e implementação de piloto automático para veículos agrícolas
author Sacco, Renan Rathis
author_facet Sacco, Renan Rathis
author_role author
dc.contributor.advisor1.fl_str_mv Bisogno, Fábio Ecke
dc.contributor.advisor1Lattes.fl_str_mv http://lattes.cnpq.br/6267716868501584
dc.contributor.referee1.fl_str_mv Silva, André Luis da
dc.contributor.referee2.fl_str_mv Paglione, Pedro
dc.contributor.authorLattes.fl_str_mv http://lattes.cnpq.br/6964053135660442
dc.contributor.author.fl_str_mv Sacco, Renan Rathis
contributor_str_mv Bisogno, Fábio Ecke
Silva, André Luis da
Paglione, Pedro
dc.subject.por.fl_str_mv Piloto automático de direção
Regulador linear quadrático
Rastreador linear quadrático
Algoritmo lookahead
topic Piloto automático de direção
Regulador linear quadrático
Rastreador linear quadrático
Algoritmo lookahead
Steering autopilot
Linear quadratic regulator
Linear quadratic tracker
Lookahead algorithm
CNPQ::ENGENHARIAS::ENGENHARIA ELETRICA
dc.subject.eng.fl_str_mv Steering autopilot
Linear quadratic regulator
Linear quadratic tracker
Lookahead algorithm
dc.subject.cnpq.fl_str_mv CNPQ::ENGENHARIAS::ENGENHARIA ELETRICA
description This work presents the design and implementation of a steering autopilot for agricultural vehicles. Controllers are presented for the alignment and operation steps, which aims to take the vehicle to the path and keep it on it with the least possible error, respectively. Operation step controller is based on linear quadratic regulator (LQR) with output feedback, while the alignment controller uses the lookahead algorithm as the outer loop and a Linear Quadratic Tracker (LQT) with output feedback as an inner loop. Both LQR and LQT controllers use gain scheduling to ensure good performance at different operating speeds. Simulation results of the controllers with an analytical model of the vehicle are presented, which illustrate the expected results for the closed-loop system. For experimental validation of the controllers, a Massey Fergusson 6713 tractor was equipped with a GNSS receiver (Global Navigation Satellite System) with RTK correction (Real Time Kinematic), inertial sensors, an electric motor coupled to the steering and a microcontroller. The developed controllers were then implemented and experimentally tested, and the obtained results were compared to the simulation results. In experimental tests, a lateral error with a standard deviation of 2.67 cm was obtained for the operating stage and the system performance was similar for speeds between 4.3 km/h and 8.4 km/h.
publishDate 2023
dc.date.accessioned.fl_str_mv 2023-05-16T11:48:45Z
dc.date.available.fl_str_mv 2023-05-16T11:48:45Z
dc.date.issued.fl_str_mv 2023-02-15
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/masterThesis
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dc.identifier.uri.fl_str_mv http://repositorio.ufsm.br/handle/1/29093
url http://repositorio.ufsm.br/handle/1/29093
dc.language.iso.fl_str_mv por
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dc.rights.driver.fl_str_mv Attribution-NonCommercial-NoDerivatives 4.0 International
http://creativecommons.org/licenses/by-nc-nd/4.0/
info:eu-repo/semantics/openAccess
rights_invalid_str_mv Attribution-NonCommercial-NoDerivatives 4.0 International
http://creativecommons.org/licenses/by-nc-nd/4.0/
eu_rights_str_mv openAccess
dc.publisher.none.fl_str_mv Universidade Federal de Santa Maria
Centro de Tecnologia
dc.publisher.program.fl_str_mv Programa de Pós-Graduação em Engenharia Elétrica
dc.publisher.initials.fl_str_mv UFSM
dc.publisher.country.fl_str_mv Brasil
dc.publisher.department.fl_str_mv Engenharia Elétrica
publisher.none.fl_str_mv Universidade Federal de Santa Maria
Centro de Tecnologia
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