Visual Perception System of EROS Humanoid Robot Soccer

被引:0
|
作者
Rizgi, Aulia Khilmi [1 ]
Risnumawan, Anhar [2 ]
Ardila, Fernando [3 ]
Sutoyo, Edi [4 ]
Wijaya, Ryan Satria [5 ]
Arifin, Ilham Fakhrul [5 ]
Anggraeni, Martianda Erste [6 ]
Herawan, Tutut [7 ,8 ]
机构
[1] Politekn Elektronika Negeri Surabaya, Elect, Surabaya, Indonesia
[2] Politekn Elektronika Negeri Surabaya, Mechatron Engn Div, Robot Lab, Surabaya, Indonesia
[3] Politekn Elektronika Negeri Surabaya, Comp Engn Div, Surabaya, Indonesia
[4] Telkom Univ, Sch Ind Engn, Bandung, Indonesia
[5] Politekn Elektronika Negeri Surabaya, Mechatron, Surabaya, Indonesia
[6] Politekn Elektronika Negeri Surabaya, Creat Multimedia Div, Multimedia Lab, Surabaya, Indonesia
[7] Ambarrukmo Tourism Inst, Surabaya, Indonesia
[8] AMCS Res Ctr, Surabaya, Indonesia
关键词
Color Segmentation; Detector; Humanoid Robot Soccer; Image Morphology; K-Nearest Neighbor; ROBUST;
D O I
10.4018/IJIIT.2020.100105
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 this paper, a humanoid robot soccer perception system, consisting of a ball, field detection, and localization, is developed in order to deal with the new rules in RoboCup. Color segmentation and image morphology are improved together with a more sophisticated machine learning algorithm to detect a soccer ball robustly. Those algorithms are still favorable due to its real-time running in most of the embedded platform. For localization, the field is divided into pre-cleaned grids and employing k-NN (k-nearest neighbor) to determine the robot location in the grids. Pre-defined grids are used to reduce computation due to matching with a map. Experiment results show that the developed system relatively well for adapting to the new rules update.
引用
收藏
页码:68 / 86
页数:19
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