arXivDaily arXiv每日学术速递 周一至周五更新
arXiv 2211.05922q-bio.NCcs.SYeess.SYmath.OC
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皮层感知-动作回路中的内部反馈使行为快速而准确

Internal feedback in the cortical perception-action loop enables fast and accurate behavior

Jing Shuang Li, Anish A. Sarma, Terrence J. Sejnowski, John C. Doyle

摘要:

动物在不可预测的环境中平稳可靠地移动。感觉运动控制的模型假设来自环境的感觉信息会导致动作,然后动作会对环境产生反馈,从而形成一个单一的、单向的感知-动作循环。这个循环包含感觉和运动通路的内部延迟,这可能导致不稳定的控制。我们在这里表明,这些延迟可以通过从运动区向感觉区反向流动的内部反馈信号来补偿。内部反馈在神经感觉运动系统中普遍存在,控制理论的最新进展表明内部反馈如何补偿内部延迟。这是通过过滤掉早期感觉区域中自我产生的和其他可预测的变化来实现的,这样,不可预测的、可操作的信息就可以通过最快的组件迅速传递到行动中。例如,快速、巨大的神经元必然不如较小的神经元准确,但它们对于快速和准确的行为至关重要。我们使用一个数学上易于处理的控制模型来表明,内部反馈在实现状态估计、功能定位(皮层的不同部分如何控制身体的不同部分)和注意力方面具有不可或缺的作用,所有这些对于有效的感觉运动控制都至关重要。该控制模型可以解释解剖学、生理学和行为学观察,包括视觉皮层中的运动信号、感觉受体的异质动力学和人类运动皮层中的巨大Betz细胞、视觉皮层中的Meynert细胞和前额叶皮层中的巨大von Economo细胞的存在,以及其他神经系统中的内部反馈模式和无法解释的异质性。

英文摘要:

Animals move smoothly and reliably in unpredictable environments. Models of sensorimotor control have assumed that sensory information from the environment leads to actions, which then act back on the environment, creating a single, unidirectional perception-action loop. This loop contains internal delays in sensory and motor pathways, which can lead to unstable control. We show here that these delays can be compensated by internal feedback signals that flow backwards, from motor towards sensory areas. Internal feedback is ubiquitous in neural sensorimotor systems and recent advances in control theory show how internal feedback compensates internal delays. This is accomplished by filtering out self-generated and other predictable changes in early sensory areas so that unpredicted, actionable information can be rapidly transmitted toward action by the fastest components. For example, fast, giant neurons are necessarily less accurate than smaller neurons, but they are crucial for fast and accurate behavior. We use a mathematically tractable control model to show that internal feedback has an indispensable role in achieving state estimation, localization of function -- how different parts of cortex control different parts of the body -- and attention, all of which are crucial for effective sensorimotor control. This control model can explain anatomical, physiological and behavioral observations, including motor signals in visual cortex, heterogeneous kinetics of sensory receptors and the presence of giant Betz cells in motor cortex, Meynert cells in visual cortex and giant von Economo cells in the prefrontal cortex of humans as well as internal feedback patterns and unexplained heterogeneity in other neural systems.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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