Interactive Categorization of Living Space based on Simultaneous Localization and Mapping

被引:0
作者
Woo, Jinseok [1 ]
Kubota, Naoyuki [1 ]
机构
[1] Tokyo Metropolitan Univ, Grad Sch Syst Design, Tokyo 158, Japan
来源
2012 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN) | 2012年
关键词
component; Simultaneous Localization and Mapping; Robot Partner; Neural Network; Genetic Algorithm;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper deals with method of interactive categorization based on simultaneous localization and mapping for user support by a robot partner. We propose a method of getting information about unknown objects in the two-dimensional map. First, we explain a method of updating a robot location by a steady-state genetic algorithm. Second, we explain a map building method based on the topological approach by a growing neural network. Next, we explain a method of noise reduction in the map caused by moving objects. Furthermore, we propose an estimation method of human position and object areas by the communication from a robot partner to the human. Finally, we show several experimental results of the proposed method, and discuss the effectiveness on this research.
引用
收藏
页数:7
相关论文
共 19 条
[1]  
[Anonymous], 2002, P AAAI IAAI
[2]   Use of an Autonomous Mobile Robot for Elderly Care [J].
Berns, Karsten ;
Mehdi, Syed Atif .
2010 ADVANCED TECHNOLOGIES FOR ENHANCING QUALITY OF LIFE (AT-EQUAL), 2010, :121-126
[3]  
Fogel D.B., 1995, EVOLUTIONARY COMPUTA
[4]  
Fritzke B., 1995, Advances in Neural Information Processing Systems 7, P625
[5]  
Fukuda T., 1997, GA ALGORITHMS INTELL, P81
[6]  
Goldberg DE., 1989, GENETIC ALGORITHMS S, V13
[7]  
HAFNEL D, 2004, P IEEE INT C ROB AUT
[8]  
Harasima H, 2008, CORONA, p[62, 4]
[9]  
Heerink M., 2006, International Journal of Assistive Robotics and Systems, V7, P33
[10]  
Holmstrom J., GROWING NEURAL EXPT, P2