Deep-learning model for the prediction of lower-limb joint moments using single inertial measurement unit during different locomotive activities

Real-Time Ground Reaction Force and Knee Extension Moment Estimation During Drop Landings Via Modular LSTM Modeling and Wearable IMUs

(2023) Tao Sun et al.   IEEE Journal of Biomedical and Health Informatics

Predicting continuous ground reaction forces from accelerometers during uphill and downhill running: a recurrent neural network solution

(2022) Ryan S. Alcantara et al.   PeerJ

Predicting biological joint moment during multiple ambulation tasks

(2022) Jonathan Camargo et al.   JOURNAL OF BIOMECHANICS

DeepBBWAE-Net: A CNN-RNN Based Deep SuperLearner for Estimating Lower Extremity Sagittal Plane Joint Kinematics Using Shoe-Mounted IMU Sensors in Daily Living

(2022) Md Sanzid Bin Hossain et al.   IEEE Journal of Biomedical and Health Informatics

Deep learning with an attention mechanism for continuous biomechanical motion estimation across varied activities

(2022) Guanlin Ding et al.   Frontiers in Bioengineering and Biotechnology

Real-Time Multistep Time-Series Prediction of Driver’s Head Pose During IVIS Secondary Tasks for Human–Machine Codriving and Distraction Warning Systems

(2022) Xia Zhao et al.   IEEE SENSORS JOURNAL

Machine learning-based classification of healthy and impaired gaits using 3D-GRF signals

(2022) Md Nazmul Islam Shuzan et al.   Biomedical Signal Processing and Control

Juvenile idiopathic arthritis, gait characteristics and relation to function

(2021) Leandra Woolnough et al.   GAIT & POSTURE

A comprehensive, open-source dataset of lower limb biomechanics in multiple conditions of stairs, ramps, and level-ground ambulation and transitions

(2021) Jonathan Camargo et al.   JOURNAL OF BIOMECHANICS

Driver stress detection via multimodal fusion using attention-based CNN-LSTM

(2021) Luntian Mou et al.   EXPERT SYSTEMS WITH APPLICATIONS

A review on the attention mechanism of deep learning

(2021) Zhaoyang Niu et al.   NEUROCOMPUTING

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

(2021) Marion Mundt et al.   SENSORS

Combining Inertial Sensors and Machine Learning to Predict vGRF and Knee Biomechanics during a Double Limb Jump Landing Task

(2021) Courtney R. Chaaban et al.   SENSORS

PM2.5 Concentration Prediction Based on CNN-BiLSTM and Attention Mechanism

(2021) Jinsong Zhang et al.   Algorithms

A Bi-Directional LSTM Network for Estimating Continuous Upper Limb Movement From Surface Electromyography

(2021) Chenfei Ma et al.   IEEE Robotics and Automation Letters

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

A Machine Learning Approach to Estimate Hip and Knee Joint Loading Using a Mobile Phone-Embedded IMU

(2020) Arne De Brabandere et al.   Frontiers in Bioengineering and Biotechnology

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

Shoe-mounted accelerometers should be used with caution in gait retraining

(2019) Roy T. H. Cheung et al.   SCANDINAVIAN JOURNAL OF MEDICINE & SCIENCE IN SPORTS

Estimation of Knee Joint Forces in Sport Movements Using Wearable Sensors and Machine Learning

(2019) Bernd J. Stetter et al.   SENSORS

Hip joint moments in symptomatic vs. asymptomatic people with mild radiographic hip osteoarthritis

(2019) Michelle Hall et al.   JOURNAL OF BIOMECHANICS

Wireless Ground Reaction Force Sensing System Using a Mechanically Decoupled Two-Dimensional Force Sensor

(2019) Sangjoon Jonathan Kim et al.   IEEE-ASME TRANSACTIONS ON MECHATRONICS

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

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

Multistage attention network for multivariate time series prediction

(2019) Jun Hu et al.   NEUROCOMPUTING

Dynamic joint stiffness of the ankle in healthy and rheumatoid arthritis post-menopausal women

(2018) Pedro Aleixo et al.   GAIT & POSTURE

Robust Real-Time Musculoskeletal Modeling Driven by Electromyograms

(2018) Guillaume Durandau et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

A deep learning approach for real-time detection of atrial fibrillation

(2018) Rasmus S. Andersen et al.   EXPERT SYSTEMS WITH APPLICATIONS

Whole body inverse dynamics over a complete gait cycle based only on measured kinematics

(2008) Lei Ren et al.   JOURNAL OF BIOMECHANICS