Title
Camera Recognition and Laser Detection based on EKF-SLAM in the Autonomous Navigation of Humanoid Robot.
Abstract
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.
Year
DOI
Venue
2018
10.1007/s10846-017-0712-5
Journal of Intelligent and Robotic Systems
Keywords
Field
DocType
EKF-SLAM algorithm, Object recognition, Fractional order PI controller, Autonomous navigation, Laser detection
Nao robot,Control theory,Control engineering,Artificial intelligence,Humanoid robot,Computer vision,Extended Kalman filter,Control theory,AVM Navigator,Laser,Engineering,Landmark,Cognitive neuroscience of visual object recognition
Journal
Volume
Issue
ISSN
92
2
0921-0296
Citations 
PageRank 
References 
1
0.35
8
Authors
7
Name
Order
Citations
PageRank
Shuhuan Wen15411.14
Miao Sheng210.35
Chunli Ma391.13
Zhen Li439790.65
H. K. Lam53618193.15
Yongsheng Zhao67519.66
Jingrong Ma710.35