The optimization of neuroprosthetic interfaces relying on biophysical and surrogate digital twins

The electrical stimulation of the nervous system has shown great clinical potential in injury and pathology, yet experimentally driven practice makes it challenging to identify effective design choices and personalized stimulation protocols. This review outlines emerging model-based optimization frameworks that address these challenges by leveraging biophysical digital twins of neural interfaces. Enabling acceleration strategies and complementary data-driven approaches are also highlighted, along with key factors that currently limit clinical translation.

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Publication Details

Journal
npj Biomedical Innovations.
Published
2026-04-14
DOI
https://doi.org/10.1038/s44385-026-00076-8
Primary Topic
Neuroscience and Neural Engineering
Type
article
Field-Weighted Citation Impact
0.00
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The optimization of neuroprosthetic interfaces relying on biophysical and surrogate digital twins

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The optimization of neuroprosthetic interfaces relying on biophysical and surrogate digital twins

Filippo Agnesi, Claudio Verardo, Elena Losanno, Simone Romeni, Laura Toni, Veronica Fossati, Luca Pierantoni
article en

Abstract

The electrical stimulation of the nervous system has shown great clinical potential in injury and pathology, yet experimentally driven practice makes it challenging to identify effective design choices and personalized stimulation protocols. This review outlines emerging model-based optimization frameworks that address these challenges by leveraging biophysical digital twins of neural interfaces. Enabling acceleration strategies and complementary data-driven approaches are also highlighted, along with key factors that currently limit clinical translation.

npj Biomedical Innovations.Vol. 3(1)
Vita-Salute San Raffaele University (IT), Scuola Superiore Sant'Anna (IT)
Good health and well-being
Openalex Percentile: Top 23%
Neuroscience and Neural Engineering
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