Myoelectric control of robotic lower limb prostheses: a review of electromyography interfaces, control paradigms, challenges and future directions

A Fleming, N Stafford, S Huang, X Hu… - Journal of neural …, 2021 - iopscience.iop.org
Objective. Advanced robotic lower limb prostheses are mainly controlled autonomously.
Although the existing control can assist cyclic movements during locomotion of amputee …

Taking both sides: seeking symbiosis between intelligent prostheses and human motor control during locomotion

HH Huang, J Si, A Brandt, M Li - Current opinion in biomedical engineering, 2021 - Elsevier
Robotic lower limb prostheses aim to replicate the power-generating capability of biological
joints during locomotion to empower individuals with lower limb loss. However, recent …

Neural prosthesis control restores near-normative neuromechanics in standing postural control

A Fleming, W Liu, H Huang - Science robotics, 2023 - science.org
Current lower-limb prostheses do not provide active assistance in postural control tasks to
maintain the user's balance, particularly in situations of perturbation. In this study, we aimed …

Subject adaptation convolutional neural network for EEG-based motor imagery classification

S Liu, J Zhang, A Wang, H Wu, Q Zhao… - Journal of Neural …, 2022 - iopscience.iop.org
Objective. Deep transfer learning has been widely used to address the nonstationarity of
electroencephalogram (EEG) data during motor imagery (MI) classification. However …

A-mode ultrasound-based prediction of transfemoral amputee prosthesis walking kinematics via an artificial neural network

J Mendez, R Murray, L Gabert, NP Fey… - … on Neural Systems …, 2023 - ieeexplore.ieee.org
Lower-limb powered prostheses can provide users with volitional control of ambulation. To
accomplish this goal, they require a sensing modality that reliably interprets user intention to …

An efficient attention-driven deep neural network approach for continuous estimation of knee joint kinematics via sEMG signals during running

AR Zangene, OW Samuel, A Abbasi… - … Signal Processing and …, 2023 - Elsevier
The smooth interaction and coordination between lower-limb amputees and their prosthetics
is crucial when performing complex tasks such as running. To address this, simultaneous …

Electromyography-based control of lower limb prostheses: a systematic review

B Ahkami, K Ahmed, A Thesleff… - IEEE transactions on …, 2023 - ieeexplore.ieee.org
Most amputations occur in lower limbs and despite improvements in prosthetic technology,
no commercially available prosthetic leg uses electromyography (EMG) information as an …

Neuro-dynamic Control of an above Knee Prosthetic Leg

Z Kibria, S Commuri - SN Computer Science, 2024 - Springer
The control of a prosthetic leg for above-knee amputees is addressed in this paper.
Simultaneous control of the knee and ankle joints is difficult because the desired gait of the …

Walking Ankle Biomechanics of Individuals With Transtibial Amputations Using a Prescribed Prosthesis and a Portable Bionic Prosthesis Under Myoelectric Control

NE Stafford, EB Gonzalez… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Individuals with transtibial amputation can activate residual limb muscles to volitionally
control robotic ankle prostheses for walking and postural control. Most continuous …

Modified motor unit properties in residual muscle following transtibial amputation

N Rubin, R Hinson, K Saul, W Filer, X Hu… - Journal of Neural …, 2024 - iopscience.iop.org
Objective. Neural signals in residual muscles of amputated limbs are frequently decoded to
control powered prostheses. Yet myoelectric controllers assume muscle activities of residual …