Controle de movimento com músculo pneumático através de sinais eletromiográficos de superfície
| Ano de defesa: | 2018 |
|---|---|
| Autor(a) principal: | |
| Orientador(a): | |
| Banca de defesa: | , |
| Tipo de documento: | Dissertação |
| Tipo de acesso: | Acesso aberto |
| Idioma: | por |
| Instituição de defesa: |
Universidade Estadual do Oeste do Paraná
Foz do Iguaçu |
| Programa de Pós-Graduação: |
Programa de Pós-Graduação em Engenharia Elétrica e Computação
|
| Departamento: |
Centro de Engenharias e Ciências Exatas
|
| País: |
Brasil
|
| Palavras-chave em Português: | |
| Palavras-chave em Inglês: | |
| Área do conhecimento CNPq: | |
| Link de acesso: | http://tede.unioeste.br/handle/tede/4208 |
Resumo: | This work proposes the use of pneumatic muscle, whose shape and behavior characteristics resemble the human muscle, for the continuous control of the positioning of a bench manipulator, being controlled by the intensity of the muscular effort of the user, read by surface electromyographic sensors. The association of the electromyographic signals with the pneumatic muscle aims to make the movement artificially generated as close as possible to the natural one, facilitating the user's adaptation to the use of this assistive technology. For the tests with the built bench, a geometric model for the manipulator was defined to meet the characteristics of the pneumatic muscle type actuator and to be representative in relation to the angular stroke. Based on the defined geometry, a bench was built, which has an aluminum rod representing the forearm, and a pneumatic muscle type actuator, which represents the action of the muscle needed for movement. To control the position of the manipulator through the action of the pneumatic muscle, it is necessary to control the feeding pressure of this, which is done by a manual pressure regulating valve, which has been automated, so that the control can be done electrically. For control of the automated valve, a PID controller has been tuned. In order to evaluate the characteristics of the workbench, a manipulator positioning test was performed, which allowed the observation and quantification of its proper functioning. Finally, the electromyographic signal was inserted into the control algorithm as a reference for positioning, which allows the user to control the pressure with which the actuator will be fed through the biceps muscle effort and consequently the angular position assumed by the manipulator on the bench. These tests allowed to evaluate the quality with which one can control the position of the manipulator, using surface electromyographic signals, resulting in an angular variation of less than 10 degrees around the desired position, the main origin of this variation being the characteristics of the developed bench. |
| id |
UNIOESTE-1_0443bf9ba29b4015758a56ca2fc040ff |
|---|---|
| oai_identifier_str |
oai:tede.unioeste.br:tede/4208 |
| network_acronym_str |
UNIOESTE-1 |
| network_name_str |
Biblioteca Digital de Teses e Dissertações do UNIOESTE |
| repository_id_str |
|
| spelling |
Kunz, Guilherme de Oliveirahttp://lattes.cnpq.br/8703018604279193Battistella, Sandrohttp://lattes.cnpq.br/5487197769616594Pìnheiro, Breno Carneirohttp://lattes.cnpq.br/4242825379957210http://lattes.cnpq.br/9373945752630067Viapiana, Marciel2019-04-15T19:59:07Z2018-09-24VIAPIANA, Marciel. Controle de movimento com músculo pneumático através de sinais eletromiográficos de superfície. 2018. 66 p. Dissertação (Mestrado em Engenharia Elétrica e Computação) - Universidade Estadual do Oeste do Paraná, Foz do Iguaçu, 2018.http://tede.unioeste.br/handle/tede/4208This work proposes the use of pneumatic muscle, whose shape and behavior characteristics resemble the human muscle, for the continuous control of the positioning of a bench manipulator, being controlled by the intensity of the muscular effort of the user, read by surface electromyographic sensors. The association of the electromyographic signals with the pneumatic muscle aims to make the movement artificially generated as close as possible to the natural one, facilitating the user's adaptation to the use of this assistive technology. For the tests with the built bench, a geometric model for the manipulator was defined to meet the characteristics of the pneumatic muscle type actuator and to be representative in relation to the angular stroke. Based on the defined geometry, a bench was built, which has an aluminum rod representing the forearm, and a pneumatic muscle type actuator, which represents the action of the muscle needed for movement. To control the position of the manipulator through the action of the pneumatic muscle, it is necessary to control the feeding pressure of this, which is done by a manual pressure regulating valve, which has been automated, so that the control can be done electrically. For control of the automated valve, a PID controller has been tuned. In order to evaluate the characteristics of the workbench, a manipulator positioning test was performed, which allowed the observation and quantification of its proper functioning. Finally, the electromyographic signal was inserted into the control algorithm as a reference for positioning, which allows the user to control the pressure with which the actuator will be fed through the biceps muscle effort and consequently the angular position assumed by the manipulator on the bench. These tests allowed to evaluate the quality with which one can control the position of the manipulator, using surface electromyographic signals, resulting in an angular variation of less than 10 degrees around the desired position, the main origin of this variation being the characteristics of the developed bench.Este trabalho propõe a utilização de músculo pneumático, cujas características de forma e comportamento se assemelham ao músculo humano, para o controle contínuo de posicionamento de um manipulador de bancada, sendo este controlado pela intensidade do esforço muscular do usuário, lido por sensores eletromiográficos de superfície. A associação dos sinais eletromiográficos ao músculo pneumático visa tornar o movimento gerado artificialmente o mais próximo possível ao natural, facilitando a adaptação do usuário ao uso desta tecnologia assistiva. Para a realização dos testes com a bancada construída, um modelo geométrico para o manipulador foi definido, de forma a atender as características do atuador do tipo músculo pneumático e ser representativo em relação ao curso angular. Baseado na geometria definida, uma bancada foi confeccionada, a qual conta com uma haste de alumínio que representa o antebraço, e um atuador do tipo músculo pneumático, que representa a ação do músculo necessário para o movimento. Afim de controlar a posição do manipulador através da ação do músculo pneumático, torna-se necessário o controle da pressão de alimentação deste, atividade realizada por uma válvula reguladora de pressão manual, sob a qual realizou-se automatização, de forma que o controle pudesse ser realizado eletricamente. Para o controle da válvula automatizada, um controlador do tipo PID foi sintonizado. Com intuito de avaliar as características da bancada, realizou-se teste de posicionamento do manipulador, que permitiram observar e quantificar seu adequado funcionamento. Por fim inseriu-se no algoritmo de controle o sinal eletromiográfico como referência para o posicionamento, que permite ao usuário controlar através da intensidade do esforço do músculo bíceps, a pressão com a qual o atuador será alimentado, e consequentemente a posição angular assumida pelo manipulador na bancada. Estes testes permitiram avaliar a qualidade com a qual se consegue controlar a posição do manipulador, com uso dos sinais eletromiográficos de superfície, tendo como resultado uma variação angular inferior a 10° em torno da posição desejada, sendo a principal origem desta variação as características construtivas da bancada desenvolvida.Submitted by Wagner Junior (wagner.junior@unioeste.br) on 2019-04-15T19:59:07Z No. of bitstreams: 2 Marciel_Viapiana_2018.pdf: 4204013 bytes, checksum: ce658946b1adde2be5c5e501be51636a (MD5) license_rdf: 0 bytes, checksum: d41d8cd98f00b204e9800998ecf8427e (MD5)Made available in DSpace on 2019-04-15T19:59:07Z (GMT). No. of bitstreams: 2 Marciel_Viapiana_2018.pdf: 4204013 bytes, checksum: ce658946b1adde2be5c5e501be51636a (MD5) license_rdf: 0 bytes, checksum: d41d8cd98f00b204e9800998ecf8427e (MD5) Previous issue date: 2018-09-24application/pdfpor8774263440366006536500Universidade Estadual do Oeste do ParanáFoz do IguaçuPrograma de Pós-Graduação em Engenharia Elétrica e ComputaçãoUNIOESTEBrasilCentro de Engenharias e Ciências Exatashttp://creativecommons.org/licenses/by-nc-nd/4.0/info:eu-repo/semantics/openAccessEMGMúsculo pneumáticoControlador PIDAutomatização de válvulaEMGPneumatic musclePID controllerValve automationENGENHARIAS::ENGENHARIA MECANICAControle de movimento com músculo pneumático através de sinais eletromiográficos de superfícieMotion control with pneumatic muscle through electromyographic surface signalinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesis-1040084669565072649600600600-7734402124082146922-6956026795191561793reponame:Biblioteca Digital de Teses e Dissertações do UNIOESTEinstname:Universidade Estadual do Oeste do Paraná (UNIOESTE)instacron:UNIOESTEORIGINALMarciel_Viapiana_2018.pdfMarciel_Viapiana_2018.pdfapplication/pdf4204013http://tede.unioeste.br:8080/tede/bitstream/tede/4208/5/Marciel_Viapiana_2018.pdfce658946b1adde2be5c5e501be51636aMD55CC-LICENSElicense_urllicense_urltext/plain; charset=utf-849http://tede.unioeste.br:8080/tede/bitstream/tede/4208/2/license_url4afdbb8c545fd630ea7db775da747b2fMD52license_textlicense_texttext/html; charset=utf-80http://tede.unioeste.br:8080/tede/bitstream/tede/4208/3/license_textd41d8cd98f00b204e9800998ecf8427eMD53license_rdflicense_rdfapplication/rdf+xml; charset=utf-80http://tede.unioeste.br:8080/tede/bitstream/tede/4208/4/license_rdfd41d8cd98f00b204e9800998ecf8427eMD54LICENSElicense.txtlicense.txttext/plain; charset=utf-82165http://tede.unioeste.br:8080/tede/bitstream/tede/4208/1/license.txtbd3efa91386c1718a7f26a329fdcb468MD51tede/42082019-04-15 16:59:07.551oai:tede.unioeste.br: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Biblioteca Digital de Teses e Dissertaçõeshttp://tede.unioeste.br/PUBhttp://tede.unioeste.br/oai/requestbiblioteca.repositorio@unioeste.bropendoar:2019-04-15T19:59:07Biblioteca Digital de Teses e Dissertações do UNIOESTE - Universidade Estadual do Oeste do Paraná (UNIOESTE)false |
| dc.title.por.fl_str_mv |
Controle de movimento com músculo pneumático através de sinais eletromiográficos de superfície |
| dc.title.alternative.eng.fl_str_mv |
Motion control with pneumatic muscle through electromyographic surface signal |
| title |
Controle de movimento com músculo pneumático através de sinais eletromiográficos de superfície |
| spellingShingle |
Controle de movimento com músculo pneumático através de sinais eletromiográficos de superfície Viapiana, Marciel EMG Músculo pneumático Controlador PID Automatização de válvula EMG Pneumatic muscle PID controller Valve automation ENGENHARIAS::ENGENHARIA MECANICA |
| title_short |
Controle de movimento com músculo pneumático através de sinais eletromiográficos de superfície |
| title_full |
Controle de movimento com músculo pneumático através de sinais eletromiográficos de superfície |
| title_fullStr |
Controle de movimento com músculo pneumático através de sinais eletromiográficos de superfície |
| title_full_unstemmed |
Controle de movimento com músculo pneumático através de sinais eletromiográficos de superfície |
| title_sort |
Controle de movimento com músculo pneumático através de sinais eletromiográficos de superfície |
| author |
Viapiana, Marciel |
| author_facet |
Viapiana, Marciel |
| author_role |
author |
| dc.contributor.advisor1.fl_str_mv |
Kunz, Guilherme de Oliveira |
| dc.contributor.advisor1Lattes.fl_str_mv |
http://lattes.cnpq.br/8703018604279193 |
| dc.contributor.referee1.fl_str_mv |
Battistella, Sandro |
| dc.contributor.referee1Lattes.fl_str_mv |
http://lattes.cnpq.br/5487197769616594 |
| dc.contributor.referee2.fl_str_mv |
Pìnheiro, Breno Carneiro |
| dc.contributor.referee2Lattes.fl_str_mv |
http://lattes.cnpq.br/4242825379957210 |
| dc.contributor.authorLattes.fl_str_mv |
http://lattes.cnpq.br/9373945752630067 |
| dc.contributor.author.fl_str_mv |
Viapiana, Marciel |
| contributor_str_mv |
Kunz, Guilherme de Oliveira Battistella, Sandro Pìnheiro, Breno Carneiro |
| dc.subject.por.fl_str_mv |
EMG Músculo pneumático Controlador PID Automatização de válvula |
| topic |
EMG Músculo pneumático Controlador PID Automatização de válvula EMG Pneumatic muscle PID controller Valve automation ENGENHARIAS::ENGENHARIA MECANICA |
| dc.subject.eng.fl_str_mv |
EMG Pneumatic muscle PID controller Valve automation |
| dc.subject.cnpq.fl_str_mv |
ENGENHARIAS::ENGENHARIA MECANICA |
| description |
This work proposes the use of pneumatic muscle, whose shape and behavior characteristics resemble the human muscle, for the continuous control of the positioning of a bench manipulator, being controlled by the intensity of the muscular effort of the user, read by surface electromyographic sensors. The association of the electromyographic signals with the pneumatic muscle aims to make the movement artificially generated as close as possible to the natural one, facilitating the user's adaptation to the use of this assistive technology. For the tests with the built bench, a geometric model for the manipulator was defined to meet the characteristics of the pneumatic muscle type actuator and to be representative in relation to the angular stroke. Based on the defined geometry, a bench was built, which has an aluminum rod representing the forearm, and a pneumatic muscle type actuator, which represents the action of the muscle needed for movement. To control the position of the manipulator through the action of the pneumatic muscle, it is necessary to control the feeding pressure of this, which is done by a manual pressure regulating valve, which has been automated, so that the control can be done electrically. For control of the automated valve, a PID controller has been tuned. In order to evaluate the characteristics of the workbench, a manipulator positioning test was performed, which allowed the observation and quantification of its proper functioning. Finally, the electromyographic signal was inserted into the control algorithm as a reference for positioning, which allows the user to control the pressure with which the actuator will be fed through the biceps muscle effort and consequently the angular position assumed by the manipulator on the bench. These tests allowed to evaluate the quality with which one can control the position of the manipulator, using surface electromyographic signals, resulting in an angular variation of less than 10 degrees around the desired position, the main origin of this variation being the characteristics of the developed bench. |
| publishDate |
2018 |
| dc.date.issued.fl_str_mv |
2018-09-24 |
| dc.date.accessioned.fl_str_mv |
2019-04-15T19:59:07Z |
| 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.citation.fl_str_mv |
VIAPIANA, Marciel. Controle de movimento com músculo pneumático através de sinais eletromiográficos de superfície. 2018. 66 p. Dissertação (Mestrado em Engenharia Elétrica e Computação) - Universidade Estadual do Oeste do Paraná, Foz do Iguaçu, 2018. |
| dc.identifier.uri.fl_str_mv |
http://tede.unioeste.br/handle/tede/4208 |
| identifier_str_mv |
VIAPIANA, Marciel. Controle de movimento com músculo pneumático através de sinais eletromiográficos de superfície. 2018. 66 p. Dissertação (Mestrado em Engenharia Elétrica e Computação) - Universidade Estadual do Oeste do Paraná, Foz do Iguaçu, 2018. |
| url |
http://tede.unioeste.br/handle/tede/4208 |
| dc.language.iso.fl_str_mv |
por |
| language |
por |
| dc.relation.program.fl_str_mv |
-1040084669565072649 |
| dc.relation.confidence.fl_str_mv |
600 600 600 |
| dc.relation.department.fl_str_mv |
-7734402124082146922 |
| dc.relation.cnpq.fl_str_mv |
-6956026795191561793 |
| dc.rights.driver.fl_str_mv |
http://creativecommons.org/licenses/by-nc-nd/4.0/ info:eu-repo/semantics/openAccess |
| rights_invalid_str_mv |
http://creativecommons.org/licenses/by-nc-nd/4.0/ |
| eu_rights_str_mv |
openAccess |
| dc.format.none.fl_str_mv |
application/pdf |
| dc.publisher.none.fl_str_mv |
Universidade Estadual do Oeste do Paraná Foz do Iguaçu |
| dc.publisher.program.fl_str_mv |
Programa de Pós-Graduação em Engenharia Elétrica e Computação |
| dc.publisher.initials.fl_str_mv |
UNIOESTE |
| dc.publisher.country.fl_str_mv |
Brasil |
| dc.publisher.department.fl_str_mv |
Centro de Engenharias e Ciências Exatas |
| publisher.none.fl_str_mv |
Universidade Estadual do Oeste do Paraná Foz do Iguaçu |
| dc.source.none.fl_str_mv |
reponame:Biblioteca Digital de Teses e Dissertações do UNIOESTE instname:Universidade Estadual do Oeste do Paraná (UNIOESTE) instacron:UNIOESTE |
| instname_str |
Universidade Estadual do Oeste do Paraná (UNIOESTE) |
| instacron_str |
UNIOESTE |
| institution |
UNIOESTE |
| reponame_str |
Biblioteca Digital de Teses e Dissertações do UNIOESTE |
| collection |
Biblioteca Digital de Teses e Dissertações do UNIOESTE |
| bitstream.url.fl_str_mv |
http://tede.unioeste.br:8080/tede/bitstream/tede/4208/5/Marciel_Viapiana_2018.pdf http://tede.unioeste.br:8080/tede/bitstream/tede/4208/2/license_url http://tede.unioeste.br:8080/tede/bitstream/tede/4208/3/license_text http://tede.unioeste.br:8080/tede/bitstream/tede/4208/4/license_rdf http://tede.unioeste.br:8080/tede/bitstream/tede/4208/1/license.txt |
| bitstream.checksum.fl_str_mv |
ce658946b1adde2be5c5e501be51636a 4afdbb8c545fd630ea7db775da747b2f d41d8cd98f00b204e9800998ecf8427e d41d8cd98f00b204e9800998ecf8427e bd3efa91386c1718a7f26a329fdcb468 |
| bitstream.checksumAlgorithm.fl_str_mv |
MD5 MD5 MD5 MD5 MD5 |
| repository.name.fl_str_mv |
Biblioteca Digital de Teses e Dissertações do UNIOESTE - Universidade Estadual do Oeste do Paraná (UNIOESTE) |
| repository.mail.fl_str_mv |
biblioteca.repositorio@unioeste.br |
| _version_ |
1851949196377063424 |