“With a Little Help from my Friends" Helping Kids Use Brain-Computer Interfaces More Easily - Brian Irvine

Year
2025
Tags
brain–computer interfaces
cerebral palsy
assistive technology
transfer learning
machine learning
calibration reduction
disability inclusion
pediatric rehabilitation
team selection algorithm
neurotechnology
accessibility
adaptive systems
Summary

My research improves brain–computer interfaces for children with disabilities by reducing the repetitive calibration needed before use. Using transfer learning and a team-selection algorithm, data from other users help personalise the system, cutting calibration by up to 90%. This makes creative activities like painting more accessible, enjoyable, and sustainable.