Cargando…

Terrain Feature Estimation Method for a Lower Limb Exoskeleton Using Kinematic Analysis and Center of Pressure

While controlling a lower limb exoskeleton providing walking assistance to wearers, the walking terrain is an important factor that should be considered for meeting performance and safety requirements. Therefore, we developed a method to estimate the slope and elevation using the contact points betw...

Descripción completa

Detalles Bibliográficos
Autores principales: Shim, Myounghoon, Han, Jong In, Choi, Ho Seon, Ha, Seong Min, Kim, Jung-Hoon, Baek, Yoon Su
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6832667/
https://www.ncbi.nlm.nih.gov/pubmed/31614811
http://dx.doi.org/10.3390/s19204418
_version_ 1783466227218251776
author Shim, Myounghoon
Han, Jong In
Choi, Ho Seon
Ha, Seong Min
Kim, Jung-Hoon
Baek, Yoon Su
author_facet Shim, Myounghoon
Han, Jong In
Choi, Ho Seon
Ha, Seong Min
Kim, Jung-Hoon
Baek, Yoon Su
author_sort Shim, Myounghoon
collection PubMed
description While controlling a lower limb exoskeleton providing walking assistance to wearers, the walking terrain is an important factor that should be considered for meeting performance and safety requirements. Therefore, we developed a method to estimate the slope and elevation using the contact points between the limb exoskeleton and ground. We used the center of pressure as a contact point on the ground and calculated the location of the contact points on the walking terrain based on kinematic analysis of the exoskeleton. Then, a set of contact points collected from each step during walking was modeled as the plane that represents the surface of the walking terrain through the least-square method. Finally, by comparing the normal vectors of the modeled planes for each step, features of the walking terrain were estimated. We analyzed the estimation accuracy of the proposed method through experiments on level ground, stairs, and a ramp. Classification using the estimated features showed recognition accuracy higher than 95% for all experimental motions. The proposed method approximately analyzed the movement of the exoskeleton on various terrains even though no prior information on the walking terrain was provided. The method can enable exoskeleton systems to actively assist walking in various environments.
format Online
Article
Text
id pubmed-6832667
institution National Center for Biotechnology Information
language English
publishDate 2019
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-68326672019-11-25 Terrain Feature Estimation Method for a Lower Limb Exoskeleton Using Kinematic Analysis and Center of Pressure Shim, Myounghoon Han, Jong In Choi, Ho Seon Ha, Seong Min Kim, Jung-Hoon Baek, Yoon Su Sensors (Basel) Article While controlling a lower limb exoskeleton providing walking assistance to wearers, the walking terrain is an important factor that should be considered for meeting performance and safety requirements. Therefore, we developed a method to estimate the slope and elevation using the contact points between the limb exoskeleton and ground. We used the center of pressure as a contact point on the ground and calculated the location of the contact points on the walking terrain based on kinematic analysis of the exoskeleton. Then, a set of contact points collected from each step during walking was modeled as the plane that represents the surface of the walking terrain through the least-square method. Finally, by comparing the normal vectors of the modeled planes for each step, features of the walking terrain were estimated. We analyzed the estimation accuracy of the proposed method through experiments on level ground, stairs, and a ramp. Classification using the estimated features showed recognition accuracy higher than 95% for all experimental motions. The proposed method approximately analyzed the movement of the exoskeleton on various terrains even though no prior information on the walking terrain was provided. The method can enable exoskeleton systems to actively assist walking in various environments. MDPI 2019-10-12 /pmc/articles/PMC6832667/ /pubmed/31614811 http://dx.doi.org/10.3390/s19204418 Text en © 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Shim, Myounghoon
Han, Jong In
Choi, Ho Seon
Ha, Seong Min
Kim, Jung-Hoon
Baek, Yoon Su
Terrain Feature Estimation Method for a Lower Limb Exoskeleton Using Kinematic Analysis and Center of Pressure
title Terrain Feature Estimation Method for a Lower Limb Exoskeleton Using Kinematic Analysis and Center of Pressure
title_full Terrain Feature Estimation Method for a Lower Limb Exoskeleton Using Kinematic Analysis and Center of Pressure
title_fullStr Terrain Feature Estimation Method for a Lower Limb Exoskeleton Using Kinematic Analysis and Center of Pressure
title_full_unstemmed Terrain Feature Estimation Method for a Lower Limb Exoskeleton Using Kinematic Analysis and Center of Pressure
title_short Terrain Feature Estimation Method for a Lower Limb Exoskeleton Using Kinematic Analysis and Center of Pressure
title_sort terrain feature estimation method for a lower limb exoskeleton using kinematic analysis and center of pressure
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6832667/
https://www.ncbi.nlm.nih.gov/pubmed/31614811
http://dx.doi.org/10.3390/s19204418
work_keys_str_mv AT shimmyounghoon terrainfeatureestimationmethodforalowerlimbexoskeletonusingkinematicanalysisandcenterofpressure
AT hanjongin terrainfeatureestimationmethodforalowerlimbexoskeletonusingkinematicanalysisandcenterofpressure
AT choihoseon terrainfeatureestimationmethodforalowerlimbexoskeletonusingkinematicanalysisandcenterofpressure
AT haseongmin terrainfeatureestimationmethodforalowerlimbexoskeletonusingkinematicanalysisandcenterofpressure
AT kimjunghoon terrainfeatureestimationmethodforalowerlimbexoskeletonusingkinematicanalysisandcenterofpressure
AT baekyoonsu terrainfeatureestimationmethodforalowerlimbexoskeletonusingkinematicanalysisandcenterofpressure