Lower Limb Kinematics Trajectory Prediction Using Long Short-Term Memory Neural Networks

Human activity recognition using magnetic induction-based motion signals and deep recurrent neural networks

(2020) Negar Golestani et al.   Nature Communications

Reduced Adaptive Fuzzy Decoupling Control for Lower Limb Exoskeleton

(2020) Wei Sun et al.   IEEE Transactions on Cybernetics

Explaining the unique nature of individual gait patterns with deep learning

(2019) Fabian Horst et al.   Scientific Reports

Automatic real-time gait event detection in children using deep neural networks

(2019) Łukasz Kidziński et al.   PLoS One

Detection of movement onset using EMG signals for upper-limb exoskeletons in reaching tasks

(2019) Emilio Trigili et al.   Journal of NeuroEngineering and Rehabilitation

Bidirectional LSTM with attention mechanism and convolutional layer for text classification

(2019) Gang Liu et al.   NEUROCOMPUTING

Context-Aware Winter Sports Based on Multivariate Sequence Learning

(2019) Byung-Kil Han et al.   SENSORS

An AutoEncoder and LSTM-Based Traffic Flow Prediction Method

(2019) Wangyang Wei et al.   SENSORS

Development of a Single Leg Knee Exoskeleton and Sensing Knee Center of Rotation Change for Intention Detection

(2019) Dae-Hoon Moon et al.   SENSORS

Towards Real-Time Prediction of Freezing of Gait in Patients With Parkinson’s Disease: Addressing the Class Imbalance Problem

(2019) Nader Naghavi et al.   SENSORS

Prediction of Rainfall Using Intensified LSTM Based Recurrent Neural Network with Weighted Linear Units

(2019) S. Poornima et al.   Atmosphere

Gait Trajectory and Event Prediction from State Estimation for Exoskeletons During Gait

(2019) Kevin Tanghe et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

Dual channel LSTM based multi-feature extraction in gait for diagnosis of Neurodegenerative diseases

(2018) Aite Zhao et al.   KNOWLEDGE-BASED SYSTEMS

Deep Learning to Predict Falls in Older Adults Based on Daily-Life Trunk Accelerometry

(2018) Ahmed Nait Aicha et al.   SENSORS

Human-in-the-loop optimization of exoskeleton assistance during walking

(2017) Juanjuan Zhang et al.   SCIENCE

Lower-limb exoskeletons

(2017) Baltej Singh Rupal et al.   International Journal of Advanced Robotic Systems

Deep Convolutional and LSTM Recurrent Neural Networks for Multimodal Wearable Activity Recognition

(2016) Francisco Ordóñez et al.   SENSORS

A Neural Network-Based Gait Phase Classification Method Using Sensors Equipped on Lower Limb Exoskeleton Robots

(2015) Jun-Young Jung et al.   SENSORS

Window Size Impact in Human Activity Recognition

(2014) Oresti Banos et al.   SENSORS

An individual-specific gait pattern prediction model based on generalized regression neural networks

(2013) Trieu Phat Luu et al.   GAIT & POSTURE

Accelerometry-based prediction of movement dynamics for balance monitoring

(2012) Valeria Lucia Fuschillo et al.   MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING

Review of control algorithms for robotic ankle systems in lower-limb orthoses, prostheses, and exoskeletons

(2011) R. Jiménez-Fabián et al.   MEDICAL ENGINEERING & PHYSICS

Prediction of foot clearance parameters as a precursor to forecasting the risk of tripping and falling

(2010) Daniel T.H. Lai et al.   HUMAN MOVEMENT SCIENCE

Path Control: A Method for Patient-Cooperative Robot-Aided Gait Rehabilitation

(2009) A. Duschau-Wicke et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

Predicting lower limb joint kinematics using wearable motion sensors

(2008) A. Findlow et al.   GAIT & POSTURE

Reference Trajectory Generation for Rehabilitation Robots: Complementary Limb Motion Estimation

(2008) H. Vallery et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING