6–7 Sept 2025
Uniwersytet Śląski w Katowicach
Europe/Warsaw timezone

Increasing Brain-Computer Interface sensitivity through Exceptional Points localisation in non-Hermitian systems

6 Sept 2025, 19:00
40m
Uniwersytet Śląski w Katowicach

Uniwersytet Śląski w Katowicach

Wydział Humanistyczny Uniwersytecka 4 40-007 Katowice
Plakat // Poster Aplikacja // Implementation InnoFusion 2025: Sesja plakatowa

Speaker

Dmytro Shchyrba (Wroclaw University of Science and Technology)

Description

Exceptional points (EPs) in non-Hermitian systems offer square-root‐enhanced response to perturbations, promising order‐of‐magnitude sensitivity gains in OPM-based MEG sensors. We formulate the two‐mode alkali‐vapor Hamiltonian with balanced gain and loss, and locate its second‐order EP by solving for the coalescence of eigenvalues and eigenvectors. To circumvent the ill‐conditioned eigenvalue derivatives and noise amplification inherent to EP calculations, we introduce StaR, an algorithmic transform of problem representation, that re‐expresses the non-Hermitian eigenproblem more suitably for complex-valued Neural Quantum State optimization. StaR‐NQS enables automatic differentiation through the EP degeneracy and Monte Carlo–regularized evaluation of the noise‐amplified frequency splitting. This methodology paves the way for compact, low‐power, EP‐enhanced OPM arrays in clinical BCIs.

Primary author

Dmytro Shchyrba (Wroclaw University of Science and Technology)

Presentation materials

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