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Scale-Free Navigational Planning by Neuronal Traveling Waves

机译:神经元行波的无标度导航计划

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摘要

Spatial navigation and planning is assumed to involve a cognitive map for evaluating trajectories towards a goal. How such a map is realized in neuronal terms, however, remains elusive. Here we describe a simple and noise-robust neuronal implementation of a path finding algorithm in complex environments. We consider a neuronal map of the environment that supports a traveling wave spreading out from the goal location opposite to direction of the physical movement. At each position of the map, the smallest firing phase between adjacent neurons indicate the shortest direction towards the goal. In contrast to diffusion or single-wave-fronts, local phase differences build up in time at arbitrary distances from the goal, providing a minimal and robust directional information throughout the map. The time needed to reach the steady state represents an estimate of an agent’s waiting time before it heads off to the goal. Given typical waiting times we estimate the minimal number of neurons involved in the cognitive map. In the context of the planning model, forward and backward spread of neuronal activity, oscillatory waves, and phase precession get a functional interpretation, allowing for speculations about the biological counterpart.
机译:假定空间导航和规划包含用于评估朝目标轨迹的认知图。然而,如何以神经元的方式实现这种映射仍然难以捉摸。在这里,我们描述了复杂环境中路径查找算法的一种简单且鲁棒的神经元实现。我们考虑环境的神经图,该图支持从目标位置向与身体运动方向相反的方向传播的行波。在地图的每个位置处,相邻神经元之间的最小发射相位表示朝向目标的最短方向。与扩散或单波阵面相反,局部相差会在距目标任意距离处及时建立,从而在整个地图上提供最小且可靠的方向信息。达到稳定状态所需的时间代表了业务代表到达目标之前的等待时间的估计值。给定典型的等待时间,我们估计认知图中涉及的神经元的最小数量。在计划模型的上下文中,神经元活动,振荡波和相位进动的向前和向后传播得到功能上的解释,从而可以推测出生物学上的对应物。

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