Validation of a knee angle measurement system based on imus
Autor(a) principal: | |
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Data de Publicação: | 2018 |
Outros Autores: | , , , , , |
Idioma: | eng |
Título da fonte: | Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
Texto Completo: | http://hdl.handle.net/1822/71655 |
Resumo: | Inertial Measurements Unit (IMU) based systems are a purposeful and alternative tool to monitor human gait mainly because they are cheaper, smaller and can be used without space restrictions compared to other gait analysis methods. In the scientific community, there are well-known studies that test the accuracy and efficiency of this method compared to ground truth systems. Gait parameters such as stride length, distance, velocity, cadence, gait phases duration and detection, or joint angles are tested and validated in these studies in order to study and improve this technology. In this article, knee joint angles were calculated from IMUs’ data and they were compared with DARwIn OP knee joint angles. IMUs were attached to the left leg of the robot and left knee flexion-extension (F-E) was evaluated. The RMSE values were less than 6 when DARwIn OP was walking, and less than 5 when the robot kept the left leg stretched and performed an angle of-30 . ◦ ◦ ◦ |
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Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
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7160 |
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Validation of a knee angle measurement system based on imusInertial Measurement Unit (IMU)Joint anglesSensor fusionInertial Measurements Unit (IMU) based systems are a purposeful and alternative tool to monitor human gait mainly because they are cheaper, smaller and can be used without space restrictions compared to other gait analysis methods. In the scientific community, there are well-known studies that test the accuracy and efficiency of this method compared to ground truth systems. Gait parameters such as stride length, distance, velocity, cadence, gait phases duration and detection, or joint angles are tested and validated in these studies in order to study and improve this technology. In this article, knee joint angles were calculated from IMUs’ data and they were compared with DARwIn OP knee joint angles. IMUs were attached to the left leg of the robot and left knee flexion-extension (F-E) was evaluated. The RMSE values were less than 6 when DARwIn OP was walking, and less than 5 when the robot kept the left leg stretched and performed an angle of-30 . ◦ ◦ ◦This work is supported by the FCT Fundação para a Ciência e Tecnologia - with the scholarship reference SFRH/BD/102659/2014, the reference project UID/EEA/04436/2013, by FEDER funds through the COM PETE 2020 - Programa Operacional Competitividade e Internacionalização (POCI) - with the reference project POCI-01-0145-FEDER-006941; and the LIACC Project PEst/UID/CEC/00027/2015.World Scientific PublishingUniversidade do MinhoRibeiro, Nuno Miguel FerreteFerreira, CésarReis, L. P.Silva, Hélder David MalheiroMacedo, PedroRocha, Luís Alexandre MachadoSantos, Cristina20182018-01-01T00:00:00Zconference paperinfo:eu-repo/semantics/publishedVersionapplication/pdfhttp://hdl.handle.net/1822/71655engRibeiro, N. F., Ferreira, C., Reis, L. P., Silva, H., Macedo, P., Rocha, L. S., & Santos, C. P. (2017). Validation of a knee angle measurement system based on imus. Human-Centric Robotics (pp. 645-652): WORLD SCIENTIFIC.978981323104710.1142/9789813231047_0078https://www.worldscientific.com/doi/abs/10.1142/9789813231047_0078info:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2024-05-11T06:11:57Zoai:repositorium.sdum.uminho.pt:1822/71655Portal AgregadorONGhttps://www.rcaap.pt/oai/openairemluisa.alvim@gmail.comopendoar:71602024-05-11T06:11:57Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse |
dc.title.none.fl_str_mv |
Validation of a knee angle measurement system based on imus |
title |
Validation of a knee angle measurement system based on imus |
spellingShingle |
Validation of a knee angle measurement system based on imus Ribeiro, Nuno Miguel Ferrete Inertial Measurement Unit (IMU) Joint angles Sensor fusion |
title_short |
Validation of a knee angle measurement system based on imus |
title_full |
Validation of a knee angle measurement system based on imus |
title_fullStr |
Validation of a knee angle measurement system based on imus |
title_full_unstemmed |
Validation of a knee angle measurement system based on imus |
title_sort |
Validation of a knee angle measurement system based on imus |
author |
Ribeiro, Nuno Miguel Ferrete |
author_facet |
Ribeiro, Nuno Miguel Ferrete Ferreira, César Reis, L. P. Silva, Hélder David Malheiro Macedo, Pedro Rocha, Luís Alexandre Machado Santos, Cristina |
author_role |
author |
author2 |
Ferreira, César Reis, L. P. Silva, Hélder David Malheiro Macedo, Pedro Rocha, Luís Alexandre Machado Santos, Cristina |
author2_role |
author author author author author author |
dc.contributor.none.fl_str_mv |
Universidade do Minho |
dc.contributor.author.fl_str_mv |
Ribeiro, Nuno Miguel Ferrete Ferreira, César Reis, L. P. Silva, Hélder David Malheiro Macedo, Pedro Rocha, Luís Alexandre Machado Santos, Cristina |
dc.subject.por.fl_str_mv |
Inertial Measurement Unit (IMU) Joint angles Sensor fusion |
topic |
Inertial Measurement Unit (IMU) Joint angles Sensor fusion |
description |
Inertial Measurements Unit (IMU) based systems are a purposeful and alternative tool to monitor human gait mainly because they are cheaper, smaller and can be used without space restrictions compared to other gait analysis methods. In the scientific community, there are well-known studies that test the accuracy and efficiency of this method compared to ground truth systems. Gait parameters such as stride length, distance, velocity, cadence, gait phases duration and detection, or joint angles are tested and validated in these studies in order to study and improve this technology. In this article, knee joint angles were calculated from IMUs’ data and they were compared with DARwIn OP knee joint angles. IMUs were attached to the left leg of the robot and left knee flexion-extension (F-E) was evaluated. The RMSE values were less than 6 when DARwIn OP was walking, and less than 5 when the robot kept the left leg stretched and performed an angle of-30 . ◦ ◦ ◦ |
publishDate |
2018 |
dc.date.none.fl_str_mv |
2018 2018-01-01T00:00:00Z |
dc.type.driver.fl_str_mv |
conference paper |
dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
status_str |
publishedVersion |
dc.identifier.uri.fl_str_mv |
http://hdl.handle.net/1822/71655 |
url |
http://hdl.handle.net/1822/71655 |
dc.language.iso.fl_str_mv |
eng |
language |
eng |
dc.relation.none.fl_str_mv |
Ribeiro, N. F., Ferreira, C., Reis, L. P., Silva, H., Macedo, P., Rocha, L. S., & Santos, C. P. (2017). Validation of a knee angle measurement system based on imus. Human-Centric Robotics (pp. 645-652): WORLD SCIENTIFIC. 9789813231047 10.1142/9789813231047_0078 https://www.worldscientific.com/doi/abs/10.1142/9789813231047_0078 |
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 |
World Scientific Publishing |
publisher.none.fl_str_mv |
World Scientific Publishing |
dc.source.none.fl_str_mv |
reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação instacron:RCAAP |
instname_str |
Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação |
instacron_str |
RCAAP |
institution |
RCAAP |
reponame_str |
Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
collection |
Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
repository.name.fl_str_mv |
Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação |
repository.mail.fl_str_mv |
mluisa.alvim@gmail.com |
_version_ |
1817544887465148416 |