A Comparison of Three Neural Network Approaches for Estimating Joint Angles and Moments from Inertial Measurement Units

Estimation of kinematics from inertial measurement units using a combined deep learning and optimization framework

(2021) Eric Rapp et al.   JOURNAL OF BIOMECHANICS

Analysis of the Accuracy of Ten Algorithms for Orientation Estimation Using Inertial and Magnetic Sensing under Optimal Conditions: One Size Does Not Fit All

(2021) Marco Caruso et al.   SENSORS

Estimation of Gait Mechanics Based on Simulated and Measured IMU Data Using an Artificial Neural Network

(2020) Marion Mundt et al.   Frontiers in Bioengineering and Biotechnology

A Machine Learning and Wearable Sensor Based Approach to Estimate External Knee Flexion and Adduction Moments During Various Locomotion Tasks

(2020) Bernd J. Stetter et al.   Frontiers in Bioengineering and Biotechnology

Validity and reliability of wearable inertial sensors in healthy adult walking: a systematic review and meta-analysis

(2020) Dylan Kobsar et al.   Journal of NeuroEngineering and Rehabilitation

Determining anatomical frames via inertial motion capture: A survey of methods

(2020) Rachel V. Vitali et al.   JOURNAL OF BIOMECHANICS

CNN-Based Estimation of Sagittal Plane Walking and Running Biomechanics From Measured and Simulated Inertial Sensor Data

(2020) Eva Dorschky et al.   Frontiers in Bioengineering and Biotechnology

Artificial Neural Networks in Motion Analysis—Applications of Unsupervised and Heuristic Feature Selection Techniques

(2020) Marion Mundt et al.   SENSORS

Multidimensional Ground Reaction Forces and Moments From Wearable Sensor Accelerations via Deep Learning

(2020) William R. Johnson et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Prediction of ground reaction force and joint moments based on optical motion capture data during gait

(2020) Marion Mundt et al.   MEDICAL ENGINEERING & PHYSICS

Exploring the Role of Wearable Technology in Sport Kinematics and Kinetics: A Systematic Review

(2019) Yewande Adesida et al.   SENSORS

An efficient Monte Carlo strategy for elasto-plastic structures based on recurrent neural networks

(2019) Arnd Koeppe et al.   ACTA MECHANICA

On-field player workload exposure and knee injury risk monitoring via deep learning

(2019) William R. Johnson et al.   JOURNAL OF BIOMECHANICS

Estimating Biomechanical Time-Series with Wearable Sensors: A Systematic Review of Machine Learning Techniques

(2019) Reed D. Gurchiek et al.   SENSORS

Prediction of lower limb joint angles and moments during gait using artificial neural networks

(2019) Marion Mundt et al.   MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING

Prediction of Lower Limb Kinetics and Kinematics during Walking by a Single IMU on the Lower Back Using Machine Learning

(2019) Lim et al.   SENSORS

Predicting Athlete Ground Reaction Forces and Moments from Spatio-temporal Driven CNN Models

(2018) William Robert Johnson et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Estimation of Vertical Ground Reaction Forces and Sagittal Knee Kinematics During Running Using Three Inertial Sensors

(2018) Frank J. Wouda et al.   Frontiers in Physiology

Indirect Measurement of Ground Reaction Forces and Moments by Means of Wearable Inertial Sensors: A Systematic Review

(2018) Andrea Ancillao et al.   SENSORS

Agreement of measured and calculated muscle activity during highly dynamic movements modelled with a spherical knee joint

(2018) Thomas Dupré et al.   JOURNAL OF BIOMECHANICS

Assessment of the measurement accuracy of inertial sensors during different tasks of daily living

(2018) Marion Mundt et al.   JOURNAL OF BIOMECHANICS

Accuracy and repeatability of single-pose calibration of inertial measurement units for whole-body motion analysis

(2017) Xavier Robert-Lachaine et al.   GAIT & POSTURE

Non-Sagittal Knee Joint Kinematics and Kinetics during Gait on Level and Sloped Grounds with Unicompartmental and Total Knee Arthroplasty Patients

(2016) Igor Komnik et al.   PLoS One

Experimental evaluation of accuracy and repeatability of a novel body-to-sensor calibration procedure for inertial sensor-based gait analysis

(2014) Eduardo Palermo et al.   MEASUREMENT