A wireless magnetic implant system for continuous neuromuscular sensing
Shallal, C. C.; Taylor, C. R.; Yeon, S. H.; Casler, R. J.; Oseyemi, D.; Herrera-Arcos, G.; Qiao, J.; Shu, T.; Xu, J.; Levine, D.; Rajcevic, A.; Boerhout, S.; Liu, A.; Clarrissimeaux, E. G.; Paradiso, J. A.; Carty, M. J.; Herr, H. M.
Show abstract
Precise measurement of neuromuscular mechanics yields an intuitive control signal for producing synchronous movement with wearable robotics. Practically obtaining such measurements remains challenging as current muscle-sensing technologies excessively compromise between signal fidelity, system complexity, and invasiveness. Here we present a skin-mounted, magnetometer array platform that wirelessly tracks passive 3 mm diameter magnetic beads implanted within human muscle tissue for continuous neuromuscular sensing. The system employs customized high-density sensing electronics with an information-theoretic architecture to achieve sub-millimeter resolution of real-time muscle dynamics at tracking depths of up to 6 cm within the body. We deploy the platform in a first-in-human clinical study to track a constellation of permanently implanted magnets to enable multiple degree-of-freedom neuroprosthetic control. We demonstrate that the wireless muscle state estimation can outperform standard surface and implanted electromyography interfaces to achieve more accurate and responsive neuroprosthetic movement. Further, we successfully supplant electromyography altogether by extending the platform to detect muscle activation through magnetic induction alone. One-Sentence SummaryA skin-mounted magnetometer sensing array can wirelessly track 3 mm diameter permanent magnetic implants in humans to provide precise neuromuscular information for improved neuroprosthetic control compared to electromyography.
Matching journals
The top 5 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- An active electronic, high-density epidural paddle array for chronic spinal cord neuromodulation 94%
- Hearing restoration by a low-weight power-efficient multichannel optogenetic cochlear implant system 94%
- Neural subspaces of imagined movements in parietal cortex remain stable over several years in humans. 94%
Similar papers in this journal
- Wireless endovascular nerve stimulation with a millimeter-sized magnetoelectric implant 94%
- Biomimetic multi-channel microstimulation of somatosensory cortex conveys high resolution force feedback for bionic hands 94%
- Movement-responsive deep brain stimulation for Parkinson’s Disease using a remotely optimized neural decoder 93%
Similar papers in this journal
- Digital health technologies and machine learning augment patient reported outcomes to remotely characterise rheumatoid arthritis 90%
- Crowdsourcing digital health measures to predict Parkinson's disease severity: the Parkinson's Disease Digital Biomarker DREAM Challenge 90%
- How AI is used in FDA-authorized medical devices: a taxonomy across 1,016 authorizations 90%
Similar papers in this journal
- Multi-grip classification-based prosthesis control with two EMG-IMU sensors 94%
- Identification of Spared and Proportionally Controllable Hand Motor Dimensions in Motor Complete Spinal Cord Injuries Using Latent Manifold Analysis 92%
- A deep CNN framework for neural drive estimation from HD-EMG across contraction intensities and joint angles 91%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.