English

A Prototype System for High Frame Rate Ultrasound Imaging based Prosthetic Arm Control

Robotics 2023-04-19 v3 Computer Vision and Pattern Recognition

Abstract

The creation of unique control methods for a hand prosthesis is still a problem that has to be addressed. The best choice of a human-machine interface (HMI) that should be used to enable natural control is still a challenge. Surface electromyography (sEMG), the most popular option, has a variety of difficult-to-fix issues (electrode displacement, sweat, fatigue). The ultrasound imaging-based methodology offers a means of recognising complex muscle activity and configuration with a greater SNR and less hardware requirements as compared to sEMG. In this study, a prototype system for high frame rate ultrasound imaging for prosthetic arm control is proposed. Using the proposed framework, a virtual robotic hand simulation is developed that can mimic a human hand as illustrated in the link [10]. The proposed classification model simulating four hand gestures has a classification accuracy of more than 90%.

Keywords

Cite

@article{arxiv.2301.13809,
  title  = {A Prototype System for High Frame Rate Ultrasound Imaging based Prosthetic Arm Control},
  author = {Ayush Singh and Pisharody Harikrishnan Gopalkrishnan and Mahesh Raveendranatha Panicker},
  journal= {arXiv preprint arXiv:2301.13809},
  year   = {2023}
}
R2 v1 2026-06-28T08:28:18.262Z