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

Shuhuan Wen, Sheng Miao, Chunli Ma, Zhen Li, Hak‐Keung Lam, Yongsheng Zhao, Jingrong Ma

发表年份
2017
引用次数
16
访问权限
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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.

关键词

Computer visionArtificial intelligenceLandmarkExtended Kalman filterHumanoid robotRobotMobile robot navigationSimultaneous localization and mappingComputer scienceFeature (linguistics)

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