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Neural Network Control for Visual Guidance System of Mobile Robot

机译:移动机器人视觉导引系统的神经网络控制

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This paper describes a neural network control for a visual guidance system of a mobile robot to follow a guideline. Without complicated geometric reasoning from the image of a guideline to the robot-centered representation of a bird's eye view in conventional studies, the proposed system transfers the input of image information into the output of a steering angle directly. The neural network controller replaces the nonlinear relation of image information to a steering angle of robot on the real ground. For image information, the feature points of guideline are extracted from a camera image. In a straight and curved guideline, the driving performances by the proposed technology are measured in simulation and experimental test.
机译:本文描述了一种遵循指导原则的用于移动机器人视觉引导系统的神经网络控制。在传统研究中,没有从指南图像到鸟瞰机器人以机器人为中心的表示的复杂几何推理,所提出的系统将图像信息的输入直接转换为转向角的输出。神经网络控制器将图像信息的非线性关系替换为真实地面上机器人的转向角。对于图像信息,从摄像机图像中提取准则的特征点。在直线和曲线的指导下,通过仿真和实验测试测量了所提出技术的驾驶性能。

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