Wearables for running gait analysis: A systematic review

R Mason, LT Pearson, G Barry, F Young, O Lennon… - Sports Medicine, 2023 - Springer
Background Running gait assessment has traditionally been performed using subjective
observation or expensive laboratory-based objective technologies, such as three …

Does site matter? impact of inertial measurement unit placement on the validity and reliability of stride variables during running: a systematic review and meta-analysis

BJ Horsley, PJ Tofari, SL Halson, JG Kemp, J Dickson… - Sports Medicine, 2021 - Springer
Abstract Background Inertial measurement units (IMUs) are used for running gait analysis in
a variety of sports. These sensors have been attached at various locations to capture stride …

Estimating lower extremity running gait kinematics with a single accelerometer: A deep learning approach

M Gholami, C Napier, C Menon - Sensors, 2020 - mdpi.com
Abnormal running kinematics are associated with an increased incidence of lower extremity
injuries among runners. Accurate and unobtrusive running kinematic measurement plays an …

Estimation of vertical ground reaction force during running using neural network model and uniaxial accelerometer

KJH Ngoh, D Gouwanda, AA Gopalai, YZ Chong - Journal of biomechanics, 2018 - Elsevier
Wearable technology has been viewed as one of the plausible alternatives to capture
human motion in an unconstrained environment, especially during running. However …

Estimation of gait events and kinetic waveforms with wearable sensors and machine learning when running in an unconstrained environment

SR Donahue, ME Hahn - Scientific Reports, 2023 - nature.com
Wearable sensors and machine learning algorithms are becoming a viable alternative for
biomechanical analysis outside of the laboratory. The purpose of this work was to estimate …

Automated accelerometer-based gait event detection during multiple running conditions

LC Benson, CA Clermont, R Watari, T Exley, R Ferber - Sensors, 2019 - mdpi.com
The identification of the initial contact (IC) and toe off (TO) events are crucial components of
running gait analyses. To evaluate running gait in real-world settings, robust gait event …

Agreement between the spatiotemporal gait parameters from two different wearable devices and high-speed video analysis

F García-Pinillos, PÁ Latorre-Román… - PLoS …, 2019 - journals.plos.org
This study aimed to evaluate the concurrent validity of two different inertial measurement
units for measuring spatiotemporal parameters during running on a treadmill, by comparing …

Concurrent validity of walking speed measured by a wearable sensor and a stopwatch during the 10-meter walk test in individuals with stroke

BT Cleland, T Alex, S Madhavan - Gait & Posture, 2024 - Elsevier
Background Walking speed is often measured with a stopwatch throughout stroke recovery.
Wearable sensors also have been used recently to measure walking speed and provide …

A single sacral-mounted inertial measurement unit to estimate peak vertical ground reaction force, contact time, and flight time in running

A Patoz, T Lussiana, B Breine, C Gindre, D Malatesta - Sensors, 2022 - mdpi.com
Peak vertical ground reaction force (F z, max), contact time (tc), and flight time (tf) are key
variables of running biomechanics. The gold standard method (GSM) to measure these …

Drift-free foot orientation estimation in running using wearable IMU

M Falbriard, F Meyer, B Mariani, GP Millet… - … in bioengineering and …, 2020 - frontiersin.org
This study aimed to introduce and validate a new method to estimate and correct the
orientation drift measured from foot-worn inertial sensors. A modified strap-down integration …