Sensor-to-body calibration procedure and definition of anatomical references for gait analysis based on inertial sensors

Detalhes bibliográficos
Autor(a) principal: Valencia, Laura Susana Vargas
Data de Publicação: 2015
Tipo de documento: Dissertação
Idioma: eng
Título da fonte: Repositório Institucional da Universidade Federal do Espírito Santo (riUfes)
Texto Completo: http://repositorio.ufes.br/handle/10/9658
Resumo: Recently, inertial measurement units (IMU) are placed on the human body segments in order to estimate joints kinematics. A fundamental issue in human gait analysis based on IMUs is that sensors' local references frames are misaligned with anatomically-defined body-segments' frames. Thus, this M.Sc. Dissertation proposes the development of a calibration procedure to address the problem of sensor-to-body alignment in order to estimate joint angular kinematics during free walking. The novel, simple and fast calibration procedure provides tridimensional kinematics of hip, knee and ankle using only four IMUs, without resorting to any additional tools or predefined movements. A method for static assessment of the IMUs was conducted in order to determine the initial state of the system. The algorithms to align the sensors to the body segments, to calculate the joint angles and to detect events such as heel strike and toe off are also presented. Experiments were performed with five healthy subjects and the results were compared with similar studies found in the literature. The results presented low standard deviations, which means that estimated measures were consistent across trials. The angular patterns are coherent and consistent with those presented in the literature. This procedure also presents the potential to become an alternative to high-cost camera-based systems allowing the possibility of performing the analysis of human gait in external environments with clinical application in the near future.
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spelling Bastos Filho, Teodiano FreireFrizera Neto, AnselmoValencia, Laura Susana VargasLima, Eduardo Rocon deCôco, Klaus Fabian2018-08-02T00:01:08Z2018-08-012018-08-02T00:01:08Z2015-06-24Recently, inertial measurement units (IMU) are placed on the human body segments in order to estimate joints kinematics. A fundamental issue in human gait analysis based on IMUs is that sensors' local references frames are misaligned with anatomically-defined body-segments' frames. Thus, this M.Sc. Dissertation proposes the development of a calibration procedure to address the problem of sensor-to-body alignment in order to estimate joint angular kinematics during free walking. The novel, simple and fast calibration procedure provides tridimensional kinematics of hip, knee and ankle using only four IMUs, without resorting to any additional tools or predefined movements. A method for static assessment of the IMUs was conducted in order to determine the initial state of the system. The algorithms to align the sensors to the body segments, to calculate the joint angles and to detect events such as heel strike and toe off are also presented. Experiments were performed with five healthy subjects and the results were compared with similar studies found in the literature. The results presented low standard deviations, which means that estimated measures were consistent across trials. The angular patterns are coherent and consistent with those presented in the literature. This procedure also presents the potential to become an alternative to high-cost camera-based systems allowing the possibility of performing the analysis of human gait in external environments with clinical application in the near future.Recientemente, unidades de medición inercial (IMU) se colocan en los segmentos del cuerpo humano con el fin de estimar la cinemática de las articulaciones. Un problema fundamental en el análisis de marcha humana basado en IMUs es que los sistemas coordenados locales de los sensores no están alineados con los sistemas coordenados anatómicos de los segmentos del cuerpo. Por lo tanto, en esta tesis de Maestría se propone el desarrollo de un procedimiento de calibración para abordar el problema de alineación del sensor al cuerpo, con el fin de estimar la cinemática angular de las articulaciones durante marcha libre. El procedimiento de calibración novedoso, sencillo y rápido proporciona la cinemática tridimensional de la cadera, la rodilla y el tobillo usando sólo cuatro IMUs, sin recurrir a herramientas adicionales o movimientos predefinidos. Inicialmente, se llevó a cabo un método de evaluación estática de los IMUs, con el fin de conocer el estado inicial del sistema. También se presentan los algoritmos para alinear los sensores a los segmentos corporales, calcular los ángulos de las articulaciones y detectar eventos tales como el contacto inicial y despegue del pie. Se realizaron los experimentos con cinco sujetos sin discapacidades de marcha y los resultados se compararon con estudios similares en la literatura. Los resultados presentaron desviación-estándar baja, lo que significa que las medidas estimadas fueron consistentes entre los ensayos. Los patrones angulares son coherentes y consistentes con los presentados en la literatura. Este procedimiento también presenta el potencial para convertirse en una alternativa a los sistemas de alto costo basados en cámaras permitiendo la posibilidad de llevar a cabo el análisis de la marcha humana en ambientes externos con aplicación clínica en un futuro cercano.Recentemente, unidades de medição inercial (IMU) são colocadas nos segmentos do corpo humano a fim de estimar a cinemática das articulações. Uma questão fundamental na análise da marcha humana baseado em IMUs é que os sistemas coordenados locais dos sensores estão desalinhados com os sistemas coordenados anatômicos dos segmentos do corpo. Assim, a presente dissertação de Mestrado propõe o desenvolvimento de um procedimento de calibração para resolver o problema de alinhamento do sensor-ao-corpo, a fim de estimar a cinemática angular das articulações durante a marcha livre. O procedimento de calibração novo, simples e rápido de executar, fornece a cinemática tridimensional do quadril, joelho e tornozelo usando apenas quatro IMUs, sem recorrer a ferramentas adicionais ou movimentos pré-definidos. Um método para a avaliação estática dos IMUS foi conduzido a fim de conhecer o estado inicial do sistema. Os algoritmos para alinhar os sensores aos segmentos corporais, calcular os ângulos de articulações e detectar eventos tais como o contato inicial e retira do pé também são apresentados. Os experimentos foram realizados com cinco sujeitos sem deficiência da marcha e os resultados foram comparados com estudos semelhantes na literatura. Os resultados apresentaram desvios padrão baixos, o que significa que as medidas estimadas foram consistentes em todos os testes. Os padrões angulares são coerentes e consistentes com aqueles apresentados na literatura. Este procedimento também apresenta potencial para se tornar uma alternativa dos sistemas baseados em câmera de alto custo, permitindo a possibilidade de realizar a análise da marcha humana em ambientes externos com aplicação clínica no futuro próximo.Texthttp://repositorio.ufes.br/handle/10/9658engUniversidade Federal do Espírito SantoMestrado em Engenharia ElétricaPrograma de Pós-Graduação em Engenharia ElétricaUFESBRCentro TecnológicoSensores inerciaisUnidade de medição inercial (IMU)Marcha humanaArticulaçõesCinemáticaCalibraçãoEngenharia Elétrica621.3Sensor-to-body calibration procedure and definition of anatomical references for gait analysis based on inertial sensorsinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesisinfo:eu-repo/semantics/openAccessreponame:Repositório Institucional da Universidade Federal do Espírito Santo (riUfes)instname:Universidade Federal do Espírito Santo (UFES)instacron:UFESORIGINALtese_8228_Dissertation_Laura_Vargas_versionFinal.pdfapplication/pdf5068977http://repositorio.ufes.br/bitstreams/7f6b8650-beb7-4cca-9e50-022006d46996/download6a0ab60ad008573d1be7879f78539eacMD5110/96582024-06-28 16:11:01.953oai:repositorio.ufes.br:10/9658http://repositorio.ufes.brRepositório InstitucionalPUBhttp://repositorio.ufes.br/oai/requestopendoar:21082024-06-28T16:11:01Repositório Institucional da Universidade Federal do Espírito Santo (riUfes) - Universidade Federal do Espírito Santo (UFES)false
dc.title.none.fl_str_mv Sensor-to-body calibration procedure and definition of anatomical references for gait analysis based on inertial sensors
title Sensor-to-body calibration procedure and definition of anatomical references for gait analysis based on inertial sensors
spellingShingle Sensor-to-body calibration procedure and definition of anatomical references for gait analysis based on inertial sensors
Valencia, Laura Susana Vargas
Sensores inerciais
Unidade de medição inercial (IMU)
Engenharia Elétrica
Marcha humana
Articulações
Cinemática
Calibração
621.3
title_short Sensor-to-body calibration procedure and definition of anatomical references for gait analysis based on inertial sensors
title_full Sensor-to-body calibration procedure and definition of anatomical references for gait analysis based on inertial sensors
title_fullStr Sensor-to-body calibration procedure and definition of anatomical references for gait analysis based on inertial sensors
title_full_unstemmed Sensor-to-body calibration procedure and definition of anatomical references for gait analysis based on inertial sensors
title_sort Sensor-to-body calibration procedure and definition of anatomical references for gait analysis based on inertial sensors
author Valencia, Laura Susana Vargas
author_facet Valencia, Laura Susana Vargas
author_role author
dc.contributor.advisor-co1.fl_str_mv Bastos Filho, Teodiano Freire
dc.contributor.advisor1.fl_str_mv Frizera Neto, Anselmo
dc.contributor.author.fl_str_mv Valencia, Laura Susana Vargas
dc.contributor.referee1.fl_str_mv Lima, Eduardo Rocon de
dc.contributor.referee2.fl_str_mv Côco, Klaus Fabian
contributor_str_mv Bastos Filho, Teodiano Freire
Frizera Neto, Anselmo
Lima, Eduardo Rocon de
Côco, Klaus Fabian
dc.subject.por.fl_str_mv Sensores inerciais
Unidade de medição inercial (IMU)
topic Sensores inerciais
Unidade de medição inercial (IMU)
Engenharia Elétrica
Marcha humana
Articulações
Cinemática
Calibração
621.3
dc.subject.cnpq.fl_str_mv Engenharia Elétrica
dc.subject.br-rjbn.none.fl_str_mv Marcha humana
Articulações
Cinemática
Calibração
dc.subject.udc.none.fl_str_mv 621.3
description Recently, inertial measurement units (IMU) are placed on the human body segments in order to estimate joints kinematics. A fundamental issue in human gait analysis based on IMUs is that sensors' local references frames are misaligned with anatomically-defined body-segments' frames. Thus, this M.Sc. Dissertation proposes the development of a calibration procedure to address the problem of sensor-to-body alignment in order to estimate joint angular kinematics during free walking. The novel, simple and fast calibration procedure provides tridimensional kinematics of hip, knee and ankle using only four IMUs, without resorting to any additional tools or predefined movements. A method for static assessment of the IMUs was conducted in order to determine the initial state of the system. The algorithms to align the sensors to the body segments, to calculate the joint angles and to detect events such as heel strike and toe off are also presented. Experiments were performed with five healthy subjects and the results were compared with similar studies found in the literature. The results presented low standard deviations, which means that estimated measures were consistent across trials. The angular patterns are coherent and consistent with those presented in the literature. This procedure also presents the potential to become an alternative to high-cost camera-based systems allowing the possibility of performing the analysis of human gait in external environments with clinical application in the near future.
publishDate 2015
dc.date.issued.fl_str_mv 2015-06-24
dc.date.accessioned.fl_str_mv 2018-08-02T00:01:08Z
dc.date.available.fl_str_mv 2018-08-01
2018-08-02T00:01:08Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/masterThesis
format masterThesis
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dc.identifier.uri.fl_str_mv http://repositorio.ufes.br/handle/10/9658
url http://repositorio.ufes.br/handle/10/9658
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 Text
dc.publisher.none.fl_str_mv Universidade Federal do Espírito Santo
Mestrado em Engenharia Elétrica
dc.publisher.program.fl_str_mv Programa de Pós-Graduação em Engenharia Elétrica
dc.publisher.initials.fl_str_mv UFES
dc.publisher.country.fl_str_mv BR
dc.publisher.department.fl_str_mv Centro Tecnológico
publisher.none.fl_str_mv Universidade Federal do Espírito Santo
Mestrado em Engenharia Elétrica
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institution UFES
reponame_str Repositório Institucional da Universidade Federal do Espírito Santo (riUfes)
collection Repositório Institucional da Universidade Federal do Espírito Santo (riUfes)
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