About Me
Analytical, insightful graduate with a B.tech in ECE and pursuing MS by Research
in ECE at Indian Institute of Information Technology Sri City (IIITS). Skillful in research including reviewing literature state-of-art,
implementation, and t...
Skills
Data & Analytics
Web Development
Database
Others
Portfolio Projects
Conference paper: A Machine Learning System for Classification of EMG Signals to Exoskeleton Robot
https://ieeexplore.ieee.org/abstract/document/8707426.Company
Conference paper: A Machine Learning System for Classification of EMG Signals to Exoskeleton Robot
Description
Our research focuses on exoskeleton robots that are wearable-mobile suits used to either restore the limb functionality or to increase the limb-strength for users such as amputees. We work on the identification of a set of relevant EMG features building a statistical pattern recognition framework for predicting the movement gestures from the electromyography signals using state-of-art techniques of digital signal processing and supervised machine learning. Such that an exoskeleton performance can be improved by providing accurate control commands from the biological electromyography (EMG) signals.
Show More Show LessCompany
Deep Learning for Hand Gesture Electromyography (EMG) Signal Classification towards Robotics
Description
Background: Our research focuses on exoskeleton robots that are wearable-mobile suits used to either restore the limb functionality or to increase the limb-strength for users such as amputees. An exoskeleton performance can be improved by providing accurate control commands from the biological electromyography (EMG) signals.
We work on the identification of a set of relevant signal processing features, building a statistical pattern recognition framework for predicting the movement gestures from the electromyography signals using state-of-art techniques of supervised machine learning / Deep learning.
Show More Show LessTools
classification learner