Design and Experiment of The NAO Humanoid Robot's Plantar Tactile Sensor for Surface Classification

被引:6
作者
Yuan, Qingdan [1 ]
Wang, Jianxiao [1 ]
机构
[1] Foshan Univ, Sch Mechatron Engn, Foshan, Peoples R China
来源
2017 4TH INTERNATIONAL CONFERENCE ON INFORMATION SCIENCE AND CONTROL ENGINEERING (ICISCE) | 2017年
关键词
humanoid robot; NAO; tactile sensor; surface classification; kNN; TERRAIN CLASSIFICATION;
D O I
10.1109/ICISCE.2017.197
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In order to meet the requirement of walking pattern adjustment according to the surface type, aiming at the NAO humanoid robot in this paper, a high resolution tactile sensor based on the force sensing resistor array is designed and fabricated, which can be adhered to the foot of humanoid robot. In the process of robot walking, a series of tactile images are eventually generated by processing the output signal of the tactile sensor. In addition, combined with the k-Nearest Neighbor (kNN) algorithm, a related algorithm for extracting tactile image features is designed, realizing the classification of four typical surfaces. Experiments show that when the number of robot walking steps is greater than 4, the classification accuracy can reach more than 95%.
引用
收藏
页码:931 / 935
页数:5
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