Latest research trends in gait analysis using wearable sensors and machine learning: A systematic review

A Saboor, T Kask, A Kuusik, MM Alam… - Ieee …, 2020 - ieeexplore.ieee.org
Gait is the locomotion attained through the movement of limbs and gait analysis examines
the patterns (normal/abnormal) depending on the gait cycle. It contributes to the …

Wearable inertial sensors for gait analysis in adults with osteoarthritis—A sco** review

D Kobsar, Z Masood, H Khan, N Khalil, MY Kiwan… - Sensors, 2020 - mdpi.com
Our objective was to conduct a sco** review which summarizes the growing body of
literature using wearable inertial sensors for gait analysis in lower limb osteoarthritis. We …

A neural network to predict the knee adduction moment in patients with osteoarthritis using anatomical landmarks obtainable from 2D video analysis

MA Boswell, SD Uhlrich, K Thomas, JA Kolesar… - Osteoarthritis and …, 2021 - Elsevier
Objective The knee adduction moment (KAM) can inform treatment of medial knee
osteoarthritis; however, measuring the KAM requires an expensive gait analysis laboratory …

Predicting biological joint moment during multiple ambulation tasks

J Camargo, D Molinaro, A Young - Journal of Biomechanics, 2022 - Elsevier
Combining machine learning models with wearable sensing provides a key technique for
understanding the biological effort, creating an alternative to inverse dynamics based on …

IMU and smartphone camera fusion for knee adduction and knee flexion moment estimation during walking

T Tan, D Wang, PB Shull… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Wearable sensing and computer vision could move biomechanics from specialized
laboratories to natural environments, but better algorithms are needed to extract meaningful …

[HTML][HTML] Objective gait assessment in individuals with knee osteoarthritis using inertial sensors: A systematic review and meta-analysis

RJ Boekesteijn, J Van Gerven, ACH Geurts… - Gait & posture, 2022 - Elsevier
Background Objective assessment of gait using inertial sensors has shown promising
results for functional evaluations in individuals with knee osteoarthritis (OA). However, the …

Sensor-based gait retraining lowers knee adduction moment and improves symptoms in patients with knee osteoarthritis: a randomized controlled trial

S Wang, PPK Chan, BMF Lam, ZYS Chan, JHW Zhang… - Sensors, 2021 - mdpi.com
The present study compared the effect between walking exercise and a newly developed
sensor-based gait retraining on the peaks of knee adduction moment (KAM), knee adduction …

[HTML][HTML] Osteoarthritis year in review 2020: mechanics

JLA Wilson, D Kobsar - Osteoarthritis and cartilage, 2021 - Elsevier
The mechanical environment of the joint during dynamic activity plays a significant role in
osteoarthritis processes. Understanding how the magnitude, pattern and duration of joint …

Smooth and accurate predictions of joint contact force time-series in gait using over parameterised deep neural networks

BXW Liew, D Rügamer, Q Mei, Z Altai, X Zhu… - … in Bioengineering and …, 2023 - frontiersin.org
Alterations in joint contact forces (JCFs) are thought to be important mechanisms for the
onset and progression of many musculoskeletal and orthopaedic pain disorders …

[HTML][HTML] Inertial measurement units and application for remote health care in hip and knee osteoarthritis: Narrative review

MJ Rose, KE Costello, S Eigenbrot… - JMIR Rehabilitation …, 2022 - rehab.jmir.org
Background: Measuring and modifying movement-related joint loading is integral to the
management of lower extremity osteoarthritis (OA). Although traditional approaches rely on …