A wearable biosensing system with in-sensor adaptive machine learning for hand gesture recognition

Wearable biosensors for healthcare monitoring

(2019) Jayoung Kim et al.   NATURE BIOTECHNOLOGY

Online Learning and Classification of EMG-Based Gestures on a Parallel Ultra-Low Power Platform Using Hyperdimensional Computing

(2019) Simone Benatti et al.   IEEE Transactions on Biomedical Circuits and Systems

Hardware Optimizations of Dense Binary Hyperdimensional Computing: Rematerialization of Hypervectors, Binarized Bundling, and Combinational Associative Memory

(2019) Manuel Schmuck et al.   ACM Journal on Emerging Technologies in Computing Systems

A Modular, Smart, and Wearable System for High Density sEMG Detection

(2019) Giacinto Luigi Cerone et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Robust EMG pattern recognition in the presence of confounding factors: features, classifiers and adaptive learning

(2018) Yikun Gu et al.   EXPERT SYSTEMS WITH APPLICATIONS

A flexible organic reflectance oximeter array

(2018) Yasser Khan et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

High-Dimensional Computing as a Nanoscalable Paradigm

(2017) Abbas Rahimi et al.   IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS

The Virtual Trackpad: An Electromyography-Based, Wireless, Real-Time, Low-Power, Embedded Hand-Gesture-Recognition System Using an Event-Driven Artificial Neural Network

(2017) Xilin Liu et al.   IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS

Cascaded Adaptation Framework for Fast Calibration of Myoelectric Control

(2017) Xiangyang Zhu et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

Hyperdimensional Computing for Blind and One-Shot Classification of EEG Error-Related Potentials

(2017) Abbas Rahimi et al.   MOBILE NETWORKS & APPLICATIONS

Comparison of six electromyography acquisition setups on hand movement classification tasks

(2017) Stefano Pizzolato et al.   PLoS One

Monitoring of Vital Signs with Flexible and Wearable Medical Devices

(2016) Yasser Khan et al.   ADVANCED MATERIALS

Fully integrated wearable sensor arrays for multiplexed in situ perspiration analysis

(2016) Wei Gao et al.   NATURE

A wearable chemical–electrophysiological hybrid biosensing system for real-time health and fitness monitoring

(2016) Somayeh Imani et al.   Nature Communications

Wearable Chemical Sensors: Present Challenges and Future Prospects

(2016) Amay J. Bandodkar et al.   ACS Sensors

Gesture recognition by instantaneous surface EMG images

(2016) Weidong Geng et al.   Scientific Reports

A Versatile Embedded Platform for EMG Acquisition and Gesture Recognition

(2015) Simone Benatti et al.   IEEE Transactions on Biomedical Circuits and Systems

A real-time, practical sensor fault-tolerant module for robust EMG pattern recognition

(2015) Xiaorong Zhang et al.   Journal of NeuroEngineering and Rehabilitation

Adaptive myoelectric pattern recognition toward improved multifunctional prosthesis control

(2015) Jie Liu   MEDICAL ENGINEERING & PHYSICS

Deep learning

(2015) Yann LeCun et al.   NATURE

All-organic optoelectronic sensor for pulse oximetry

(2014) Claire M. Lochner et al.   Nature Communications

Ultra-fast photonic curing of electrically conductive adhesives fabricated from vinyl ester resin and silver micro-flakes for printed electronics

(2014) Hui-Wang Cui et al.   RSC Advances

Electromyography data for non-invasive naturally-controlled robotic hand prostheses

(2014) Manfredo Atzori et al.   Scientific Data

High-density Surface EMG: Techniques and Applications at a Motor Unit Level

(2013) Stegeman Dick F. et al.   Biocybernetics and Biomedical Engineering

Pattern recognition of number gestures based on a wireless surface EMG system

(2012) Xun Chen et al.   Biomedical Signal Processing and Control

A review of wearable sensors and systems with application in rehabilitation

(2012) Shyamal Patel et al.   Journal of NeuroEngineering and Rehabilitation

The Effects of Electrode Size and Orientation on the Sensitivity of Myoelectric Pattern Recognition Systems to Electrode Shift

(2011) A. J. Young et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Determining the Optimal Window Length for Pattern Recognition-Based Myoelectric Control: Balancing the Competing Effects of Classification Error and Controller Delay

(2011) L H Smith et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

Study of stability of time-domain features for electromyographic pattern recognition

(2010) Dennis Tkach et al.   Journal of NeuroEngineering and Rehabilitation

Hyperdimensional Computing: An Introduction to Computing in Distributed Representation with High-Dimensional Random Vectors

(2009) Pentti Kanerva   Cognitive Computation

A training strategy to reduce classification degradation due to electrode displacements in pattern recognition based myoelectric control

(2008) Levi Hargrove et al.   Biomedical Signal Processing and Control