Measurement of Functional Use in Upper Extremity Prosthetic Devices Using Wearable Sensors and Machine Learning

EM Bochniewicz, G Emmer, AW Dromerick, J Barth… - Sensors, 2023 - mdpi.com
Trials for therapies after an upper limb amputation (ULA) require a focus on the real-world
use of the upper limb prosthesis. In this paper, we extend a novel method for identifying …

A machine learning classification model for monitoring the daily physical behaviour of lower-limb amputees

B Griffiths, L Diment, MH Granat - Sensors, 2021 - mdpi.com
There are currently limited data on how prosthetic devices are used to support lower-limb
prosthesis users in their free-living environment. Possessing the ability to monitor a patient's …

Using wearable sensors and machine learning models to separate functional upper extremity use from walking-associated arm movements

A McLeod, EM Bochniewicz, PS Lum, RJ Holley… - Archives of physical …, 2016 - Elsevier
Objective To improve measurement of upper extremity (UE) use in the community by
evaluating the feasibility of using body-worn sensor data and machine learning models to …

Monitoring functional capability of individuals with lower limb amputations using mobile phones

MV Albert, C McCarthy, J Valentin, M Herrmann… - PLoS …, 2013 - journals.plos.org
To be effective, a prescribed prosthetic device must match the functional requirements and
capabilities of each patient. These capabilities are usually assessed by a clinician and …

Evaluation of activities of daily living tesbeds for assessing prosthetic device usability

J Park, M Zahabi, D Kaber, J Ruiz… - 2020 IEEE International …, 2020 - ieeexplore.ieee.org
Individuals with upper limb amputations rely on prosthetic devices to perform activities of
daily living. However, these technologies are often reported as being difficult to use. Prior …

Monitoring at-home prosthesis control improvements through real-time data logging

LE Osborn, CW Moran, LD Dodd… - Journal of neural …, 2022 - iopscience.iop.org
Objective. Validating the ability for advanced prostheses to improve function beyond the
laboratory remains a critical step in enabling long-term benefits for prosthetic limb users …

Application of machine learning to the identification of joint degrees of freedom involved in abnormal movement during upper limb prosthesis use

SL Wang, C Bloomer, G Civillico, K Kontson - PloS one, 2021 - journals.plos.org
To evaluate movement quality of upper limb (UL) prosthesis users, performance-based
outcome measures have been developed that examine the normalcy of movement as …

Patient-Specific Movement Regime: Investigating the Potential of Upper-Extremity Motions for Intelligent Myoelectric Prosthetic Control

U Imran, A Waris, SO Gilani, J Iqbal, M Jamil… - IEEE …, 2024 - ieeexplore.ieee.org
Amputation can have varying impacts on amputees depending on the extent of residual
muscles left. Commercial prosthetics prioritize functional movements, neglecting patient …

Augmented reality prosthesis training setup for motor skill enhancement

A Sharma, W Niu, CL Hunt, G Levay, R Kaliki… - arXiv preprint arXiv …, 2019 - arxiv.org
Adjusting to amputation can often time be difficult for the body. Post-surgery, amputees have
to wait for up to several months before receiving a properly fitted prosthesis. In recent years …

A novel approach for predicting usability of upper limb prostheses

J Park, M Zahabi, H Huang, M Benden - Applied Ergonomics, 2024 - Elsevier
Limb amputation can lead to significant functional challenges in daily activities, prompting
amputees to use prosthetic devices (PDs). However, the cognitive demands of PDs and …