TY - JOUR
T1 - A phase variable approach for improved rhythmic and non-rhythmic control of a powered knee-ankle prosthesis
AU - Rezazadeh, Siavash
AU - Quintero, David
AU - Divekar, Nikhil
AU - Reznick, Emma
AU - Gray, Leslie
AU - Gregg, Robert D.
N1 - Funding Information:
This work was supported in part by the National Institute of Child Health and Human Development of the National Institute of Health (NIH) under Award DP2HD080349 and Award R01HD09477, and in part by the NSF under Award 1734600.
Funding Information:
The authors would like to thank Christopher Nesler for his help in conducting the experiments. The content is solely the responsibility of the authors and does not necessarily represent the official views of the NIH or the NSF. R. D. Gregg holds a Career Award at the Scientific Interface from the Burroughs Wellcome Fund.
Publisher Copyright:
© 2020 Association for Computing Machinery. All rights reserved.
PY - 2019
Y1 - 2019
N2 - Although there has been recent progress in control of multi-joint prosthetic legs for rhythmic tasks such as walking, control of these systems for non-rhythmic motions and general real-world maneuvers is still an open problem. In this article, we develop a new controller that is capable of both rhythmic (constant-speed) walking, transitions between speeds and/or tasks, and some common volitional leg motions. We introduce a new piecewise holonomic phase variable, which, through a finite state machine, forms the basis of our controller. The phase variable is constructed by measuring the thigh angle, and the transitions in the finite state machine are formulated through sensing foot contact along with attributes of a nominal reference gait trajectory. The controller was implemented on a powered knee-ankle prosthesis and tested with a transfemoral amputee subject, who successfully performed a wide range of rhythmic and non-rhythmic tasks, including slow and fast walking, quick start and stop, backward walking, walking over obstacles, and kicking a soccer ball. Use of the powered leg resulted in clinically significant reductions in amputee compensations for rhythmic tasks (including vaulting and hip circumduction) when compared to use of the take-home passive leg. In addition, considerable improvements were also observed in the performance for non-rhythmic tasks. The proposed approach is expected to provide a better understanding of rhythmic and non-rhythmic motions in a unified framework, which in turn can lead to more reliable control of multi-joint prostheses for a wider range of real-world tasks.
AB - Although there has been recent progress in control of multi-joint prosthetic legs for rhythmic tasks such as walking, control of these systems for non-rhythmic motions and general real-world maneuvers is still an open problem. In this article, we develop a new controller that is capable of both rhythmic (constant-speed) walking, transitions between speeds and/or tasks, and some common volitional leg motions. We introduce a new piecewise holonomic phase variable, which, through a finite state machine, forms the basis of our controller. The phase variable is constructed by measuring the thigh angle, and the transitions in the finite state machine are formulated through sensing foot contact along with attributes of a nominal reference gait trajectory. The controller was implemented on a powered knee-ankle prosthesis and tested with a transfemoral amputee subject, who successfully performed a wide range of rhythmic and non-rhythmic tasks, including slow and fast walking, quick start and stop, backward walking, walking over obstacles, and kicking a soccer ball. Use of the powered leg resulted in clinically significant reductions in amputee compensations for rhythmic tasks (including vaulting and hip circumduction) when compared to use of the take-home passive leg. In addition, considerable improvements were also observed in the performance for non-rhythmic tasks. The proposed approach is expected to provide a better understanding of rhythmic and non-rhythmic motions in a unified framework, which in turn can lead to more reliable control of multi-joint prostheses for a wider range of real-world tasks.
KW - Powered prostheses
KW - Rehabilitation robotics
KW - Transfemoral amputees
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U2 - 10.1109/ACCESS.2019.2933614
DO - 10.1109/ACCESS.2019.2933614
M3 - Article
C2 - 31656719
AN - SCOPUS:85083226888
SN - 2169-3536
VL - 7
SP - 109840
EP - 109855
JO - IEEE Access
JF - IEEE Access
M1 - 2933614
ER -