Walk distance estimation using an ankle-mounted inertial measurement unit

Detalhes bibliográficos
Autor(a) principal: Silva, Hélder David Malheiro
Data de Publicação: 2017
Outros Autores: Afonso, José A., Rocha, Luís Alexandre Machado
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/1822/46570
Resumo: This work proposes walk distance estimation methods suitable for low power, low computational capability devices, using an ankle-mounted inertial measurement unit. A stride detection method using gyroscope data was implemented, and two stride length estimation methods were developed using the stride cycle information: a simple method, which estimates the leg angle during the forward swing of the leg; and an improved method, which uses the inverted pendulum model to provide the initial conditions for integration of the gyroscope and accelerometer signals in the three-dimensional space. The proposed methods were compared with a two-dimensional stride length estimation method, highlighting the importance of misalignments during sensor placement. Compared to the two-dimensional method, the simple method proposed in this paper achieved approximately the same level of performance with lower computational costs, whereas the three-dimensional method achieved 67% to 78% improvement in performance.
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spelling Walk distance estimation using an ankle-mounted inertial measurement unitWalk DistanceStride DetectionStride Length EstimationInertial Measurement UnitLow Computational CapabilityEngenharia e Tecnologia::Engenharia Eletrotécnica, Eletrónica e InformáticaThis work proposes walk distance estimation methods suitable for low power, low computational capability devices, using an ankle-mounted inertial measurement unit. A stride detection method using gyroscope data was implemented, and two stride length estimation methods were developed using the stride cycle information: a simple method, which estimates the leg angle during the forward swing of the leg; and an improved method, which uses the inverted pendulum model to provide the initial conditions for integration of the gyroscope and accelerometer signals in the three-dimensional space. The proposed methods were compared with a two-dimensional stride length estimation method, highlighting the importance of misalignments during sensor placement. Compared to the two-dimensional method, the simple method proposed in this paper achieved approximately the same level of performance with lower computational costs, whereas the three-dimensional method achieved 67% to 78% improvement in performance.This work was supported by FCT with the reference project UID/EEA/04436/2013, COMPETE 2020 with the code POCI-01-0145-FEDER-006941. Helder D. Silva was supported by FCT under the grant SFRBD/78018/2011.info:eu-repo/semantics/publishedVersionInternational Association of Engineers (IAENG)Universidade do MinhoSilva, Hélder David MalheiroAfonso, José A.Rocha, Luís Alexandre Machado2017-072017-07-01T00:00:00Zconference paperinfo:eu-repo/semantics/publishedVersionapplication/pdfhttp://hdl.handle.net/1822/46570engHelder D. Silva, Jose A. Afonso, and Luis A. Rocha, “Walk Distance Estimation Using an Ankle-mounted Inertial Measurement Unit,” Lecture Notes in Engineering and Computer Science: Proceedings of The World Congress on Engineering 2017, 5-7 July, 2017, London, U.K., pp. 312-316.978-988-14047-4-92078-0958info: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:RCAAP2024-05-11T05:10:13Zoai:repositorium.sdum.uminho.pt:1822/46570Portal AgregadorONGhttps://www.rcaap.pt/oai/openairemluisa.alvim@gmail.comopendoar:71602024-05-11T05:10:13Repositório 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 Walk distance estimation using an ankle-mounted inertial measurement unit
title Walk distance estimation using an ankle-mounted inertial measurement unit
spellingShingle Walk distance estimation using an ankle-mounted inertial measurement unit
Silva, Hélder David Malheiro
Walk Distance
Stride Detection
Stride Length Estimation
Inertial Measurement Unit
Low Computational Capability
Engenharia e Tecnologia::Engenharia Eletrotécnica, Eletrónica e Informática
title_short Walk distance estimation using an ankle-mounted inertial measurement unit
title_full Walk distance estimation using an ankle-mounted inertial measurement unit
title_fullStr Walk distance estimation using an ankle-mounted inertial measurement unit
title_full_unstemmed Walk distance estimation using an ankle-mounted inertial measurement unit
title_sort Walk distance estimation using an ankle-mounted inertial measurement unit
author Silva, Hélder David Malheiro
author_facet Silva, Hélder David Malheiro
Afonso, José A.
Rocha, Luís Alexandre Machado
author_role author
author2 Afonso, José A.
Rocha, Luís Alexandre Machado
author2_role author
author
dc.contributor.none.fl_str_mv Universidade do Minho
dc.contributor.author.fl_str_mv Silva, Hélder David Malheiro
Afonso, José A.
Rocha, Luís Alexandre Machado
dc.subject.por.fl_str_mv Walk Distance
Stride Detection
Stride Length Estimation
Inertial Measurement Unit
Low Computational Capability
Engenharia e Tecnologia::Engenharia Eletrotécnica, Eletrónica e Informática
topic Walk Distance
Stride Detection
Stride Length Estimation
Inertial Measurement Unit
Low Computational Capability
Engenharia e Tecnologia::Engenharia Eletrotécnica, Eletrónica e Informática
description This work proposes walk distance estimation methods suitable for low power, low computational capability devices, using an ankle-mounted inertial measurement unit. A stride detection method using gyroscope data was implemented, and two stride length estimation methods were developed using the stride cycle information: a simple method, which estimates the leg angle during the forward swing of the leg; and an improved method, which uses the inverted pendulum model to provide the initial conditions for integration of the gyroscope and accelerometer signals in the three-dimensional space. The proposed methods were compared with a two-dimensional stride length estimation method, highlighting the importance of misalignments during sensor placement. Compared to the two-dimensional method, the simple method proposed in this paper achieved approximately the same level of performance with lower computational costs, whereas the three-dimensional method achieved 67% to 78% improvement in performance.
publishDate 2017
dc.date.none.fl_str_mv 2017-07
2017-07-01T00:00:00Z
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/1822/46570
url http://hdl.handle.net/1822/46570
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Helder D. Silva, Jose A. Afonso, and Luis A. Rocha, “Walk Distance Estimation Using an Ankle-mounted Inertial Measurement Unit,” Lecture Notes in Engineering and Computer Science: Proceedings of The World Congress on Engineering 2017, 5-7 July, 2017, London, U.K., pp. 312-316.
978-988-14047-4-9
2078-0958
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 International Association of Engineers (IAENG)
publisher.none.fl_str_mv International Association of Engineers (IAENG)
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
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