TY - GEN
T1 - Modifying Gait
T2 - 29th International Conference on Mechatronics and Machine Vision in Practice, M2VIP 2023
AU - He, Haonan
AU - Li, Kaifeng
AU - Zhang, Jie
AU - Xie, Shengquan
AU - Zhang, Zhi Qiang
N1 - Publisher Copyright:
© 2023 IEEE.
PY - 2023
Y1 - 2023
N2 - Compared to healthy people, people with transtibial amputation (TTA) are more prone to arthritis in their intact legs, especially in hip and knee joints. The main reason is that people with TTA typically depend more on their intact legs for generating forward movements, resulting in high joint reaction forces in the intact leg. Therefore, a new gait pattern with lower joint loads is essential to people with TTA to prevent arthritis. In this paper, we use predictive simulation to generate a new gait pattern that can decrease the joint reaction forces for people with TTA. The reflex-based controller is used to control muscle excitation, which is fed into Hill muscle-based forward dynamics to generate muscle forces and thus gait movement based on the motion of the equation. To find the optimal parameters in the reflex-based controller, we then propose a cost function to minimise effort, ground reaction force and joint reaction force together by covariance matrix adaptation evolution strategy. Experimental results have indicated the new gait pattern generated by our approach can reduce the joint reaction forces for people with TTA, while the energy consumption doesn't have a significant change, which demonstrates the effectiveness of this method.
AB - Compared to healthy people, people with transtibial amputation (TTA) are more prone to arthritis in their intact legs, especially in hip and knee joints. The main reason is that people with TTA typically depend more on their intact legs for generating forward movements, resulting in high joint reaction forces in the intact leg. Therefore, a new gait pattern with lower joint loads is essential to people with TTA to prevent arthritis. In this paper, we use predictive simulation to generate a new gait pattern that can decrease the joint reaction forces for people with TTA. The reflex-based controller is used to control muscle excitation, which is fed into Hill muscle-based forward dynamics to generate muscle forces and thus gait movement based on the motion of the equation. To find the optimal parameters in the reflex-based controller, we then propose a cost function to minimise effort, ground reaction force and joint reaction force together by covariance matrix adaptation evolution strategy. Experimental results have indicated the new gait pattern generated by our approach can reduce the joint reaction forces for people with TTA, while the energy consumption doesn't have a significant change, which demonstrates the effectiveness of this method.
KW - Human gait
KW - Neuromusculoskeletal modelling
KW - Predictive simulation
KW - Prosthesis
UR - https://www.scopus.com/pages/publications/85186119139
U2 - 10.1109/M2VIP58386.2023.10413436
DO - 10.1109/M2VIP58386.2023.10413436
M3 - 会议稿件
AN - SCOPUS:85186119139
T3 - 2023 29th International Conference on Mechatronics and Machine Vision in Practice, M2VIP 2023
BT - 2023 29th International Conference on Mechatronics and Machine Vision in Practice, M2VIP 2023
PB - Institute of Electrical and Electronics Engineers Inc.
Y2 - 21 November 2023 through 24 November 2023
ER -