Papers
Topics
Authors
Recent
Gemini 2.5 Flash
Gemini 2.5 Flash 86 tok/s
Gemini 2.5 Pro 51 tok/s Pro
GPT-5 Medium 43 tok/s
GPT-5 High 37 tok/s Pro
GPT-4o 98 tok/s
GPT OSS 120B 466 tok/s Pro
Kimi K2 225 tok/s Pro
2000 character limit reached

Principles of Physiological Closed-Loop Controllers in Neuromodulation (2508.11422v1)

Published 15 Aug 2025 in eess.SY, cs.SY, and q-bio.NC

Abstract: As neurostimulation devices increasingly incorporate closed-loop functionality, the greater design complexity brings additional requirements for risk management and special considerations to optimise benefit. This manuscript creates a common framework upon which all current and planned neuromodulation-based physiological closed-loop controllers (PCLCs) can be mapped including integration of the Technical Considerations of Medical Devices with Physiologic Closed-Loop Control Technology guidance published in 2023 by the United States Food and Drug Administration (FDA), a classification of feedback (reactive) and feedforward (predictive) biomarkers, and control systems theory. We explain risk management in the context of this framework and illustrate its applications for three exemplary technologies. This manuscript serves as guidance to the emerging field of PCLCs in neuromodulation, mitigating risk through standardized nomenclature and a systematic outline for rigorous device development, testing, and implementation.

List To Do Tasks Checklist Streamline Icon: https://streamlinehq.com

Collections

Sign up for free to add this paper to one or more collections.

Summary

We haven't generated a summary for this paper yet.

Dice Question Streamline Icon: https://streamlinehq.com

Follow-up Questions

We haven't generated follow-up questions for this paper yet.

X Twitter Logo Streamline Icon: https://streamlinehq.com

Don't miss out on important new AI/ML research

See which papers are being discussed right now on X, Reddit, and more:

“Emergent Mind helps me see which AI papers have caught fire online.”

Philip

Philip

Creator, AI Explained on YouTube