Control-theoretic integration of stimulation and electrophysiology for cognitive enhancement.

Frontiers in neuroimaging Pub Date : 2022-11-18 eCollection Date: 2022-01-01 DOI:10.3389/fnimg.2022.982288
Matthew F Singh, Michael W Cole, Todd S Braver, ShiNung Ching
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Abstract

Transcranial electrical stimulation (tES) technology and neuroimaging are increasingly coupled in basic and applied science. This synergy has enabled individualized tES therapy and facilitated causal inferences in functional neuroimaging. However, traditional tES paradigms have been stymied by relatively small changes in neural activity and high inter-subject variability in cognitive effects. In this perspective, we propose a tES framework to treat these issues which is grounded in dynamical systems and control theory. The proposed paradigm involves a tight coupling of tES and neuroimaging in which M/EEG is used to parameterize generative brain models as well as control tES delivery in a hybrid closed-loop fashion. We also present a novel quantitative framework for cognitive enhancement driven by a new computational objective: shaping how the brain reacts to potential "inputs" (e.g., task contexts) rather than enforcing a fixed pattern of brain activity.

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刺激和电生理学的控制论整合,用于认知增强。
经颅电刺激(tES)技术和神经影像学在基础科学和应用科学中日益结合。这种协同作用使个体化tES治疗成为可能,并促进了功能性神经成像中的因果推断。然而,传统的tES范式受到神经活动相对较小变化和认知效果的高主体间可变性的阻碍。从这个角度来看,我们提出了一个基于动力系统和控制理论的tES框架来处理这些问题。所提出的范式涉及tES和神经成像的紧密耦合,其中M/EEG用于参数化生成性大脑模型,并以混合闭环方式控制tES的递送。我们还提出了一个由新的计算目标驱动的认知增强的新定量框架:塑造大脑对潜在“输入”(例如任务上下文)的反应,而不是强制执行固定的大脑活动模式。
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