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Visually stimulated motor control for a robot with a pair of LGMD visual neural networks

机译:具有一对LGMD视觉神经网络的机器人的视觉刺激电机控制

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In this paper, we proposed a visually stimulated motor control (VSMC) system for autonomous navigation of mobile robots. Inspired from a locusts' motion sensitive interneuron - lobula giant movement detector (LGMD), the presented VSMC system enables a robot exploring local paths or interacting with dynamic objects effectively using visual input only. The VSMC consists of a pair of LGMD visual neural networks and a simple motor command generator. Each LGMD processes images covering part of the wide field of view and extracts relevant visual cues. The outputs from the two LGMDs are compared and interpreted into executable motor commands directly. These motor commands are then executed by the robot's wheel control system in real-time to generate corresponded motion adjustment accordingly. Our experiments showed that this bio-inspired VSMC system worked well in different scenarios.
机译:在本文中,我们提出了一种视觉刺激的电机控制(VSMC)系统,用于移动机器人的自主导航。受到蝗虫运动敏感的中间神经元-小叶巨人运动检测器(LGMD)的启发,提出的VSMC系统使机器人仅使用视觉输入就能有效地探索局部路径或与动态对象进行交互。 VSMC由一对LGMD视觉神经网络和一个简单的电机命令生成器组成。每个LGMD都处理覆盖整个视野的图像,并提取相关的视觉提示。比较两个LGMD的输出,并将其直接解释为可执行的电动机命令。这些电机命令随后由机器人的车轮控制系统实时执行,以相应地生成相应的运动调整。我们的实验表明,这种受生物启发的VSMC系统在不同情况下都能很好地工作。

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