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Camera Recognition and Laser Detection based on EKF-SLAM in the Autonomous Navigation of Humanoid Robot

机译:基于EKF-SLAM的人形机器人自主导航中的摄像机识别与激光检测

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摘要

The ability of autonomous navigation of the humanoid robot under unknown environment is very important to real-life applications. EKF-SLAM based on the camera recognition and laser detection for humanoid robot NAO is presented in this paper. Camera recognition is used to recognize if the object is a landmark. Because the computational resources needed for the feature-based position estimation are quite expensive, the laser instead of the camera provides the position of the landmark. A fractional order proportional-integral (PI) controller is designed to reduce the derivation of the NAO robot from the desired path during autonomous navigation. Experiments show that the proposed method is valid and reliable for autonomous navigation of the NAO robot under unknown environment.
机译:在未知环境下人形机器人的自主导航能力对于现实生活中的应用非常重要。本文提出了基于照相机识别和激光检测的类人机器人NAO EKF-SLAM。相机识别用于识别对象是否为界标。因为基于特征的位置估计所需的计算资源非常昂贵,所以用激光代替照相机可以提供界标的位置。设计分数阶比例积分(PI)控制器可减少自动导航过程中NAO机器人从所需路径的派生。实验表明,该方法对于未知环境下的NAO机器人自主导航是有效,可靠的。

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