High-Fidelity Imaging of the Brain's Electrophysiological Activity Based on a Fast Direct Solver

Imaging of the electrophysiologic activity of the brain is important for diagnosing or treating several neurological diseases.Electroencephalography source imaging (ESI) is a modality that reconstructs the electrophysiologic activity from external potential measurement at the scalp.Despite being non-invasive and being capable of offering high temporal and spatial resolutions, its adoption is hampered by its complexity and high computational cost caused by its need to solve a complex forward problem from hundreds to thousands of times per subject.In this contribution, we tackle this issue by presenting a fast direct solver for ESI that yields a low-rank skeleton form of the inverse of the forward problem, allowing for a drastic reduction in the computational load of the imaging modality.

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Publication Details

Published
2025-01-01
DOI
https://doi.org/10.46620/ursiaprasc25/cfcs2383
Primary Topic
Photoreceptor and optogenetics research
Type
article
Field-Weighted Citation Impact
0.00

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article

High-Fidelity Imaging of the Brain's Electrophysiological Activity Based on a Fast Direct Solver

Viviana Giunzioni, Francesco P. Andriulli, Adrien Merlini, Clément Henry et al.
Photoreceptor and optogenetics research
article

High-Fidelity Imaging of the Brain's Electrophysiological Activity Based on a Fast Direct Solver

Viviana Giunzioni, Francesco P. Andriulli, Adrien Merlini, Clément Henry, Simon B. Adrian
article en

Abstract

Imaging of the electrophysiologic activity of the brain is important for diagnosing or treating several neurological diseases.Electroencephalography source imaging (ESI) is a modality that reconstructs the electrophysiologic activity from external potential measurement at the scalp.Despite being non-invasive and being capable of offering high temporal and spatial resolutions, its adoption is hampered by its complexity and high computational cost caused by its need to solve a complex forward problem from hundreds to thousands of times per subject.In this contribution, we tackle this issue by presenting a fast direct solver for ESI that yields a low-rank skeleton form of the inverse of the forward problem, allowing for a drastic reduction in the computational load of the imaging modality.

European Commission, Agence Nationale de la Recherche, HORIZON EUROPE Framework Programme, HORIZON EUROPE European Innovation Council
Openalex Percentile: Top 74%
Photoreceptor and optogenetics research
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High-Fidelity Imaging of the Brain's Electrophysiological Activity Based on a Fast Direct Solver — Viviana Giunzioni, Francesco P. Andriulli, et al. · (2025) | TGRS Research Map | TGRS