LOCALIZATION OF MOBILE ROBOTS VIA AN ENHANCED PARTICLE FILTER INCORPORATING TOURNAMENT SELECTION AND NELDER-MEAD SIMPLEX SEARCH

NCU Institutional Repository > 資訊電機學院 > 電機工程學系 > 期刊論文 > Item 987654321/52081

jsp.display-item.identifier=請使用永久網址來引用或連結此文件: http://ir.lib.ncu.edu.tw/handle/987654321/52081

题名:	LOCALIZATION OF MOBILE ROBOTS VIA AN ENHANCED PARTICLE FILTER INCORPORATING TOURNAMENT SELECTION AND NELDER-MEAD SIMPLEX SEARCH
作者:	Hsu,CC;Wong,CC;Teng,HC;Li,NJ;Ho,CY
贡献者:	電機工程學系
关键词:	MONTE-CARLO LOCALIZATION;MODELS
日期:	2011
上传时间:	2012-03-28 10:14:58 (UTC+8)
出版者:	國立中央大學
摘要:	A localization method based on an enhanced particle filter incorporating tournament selection and Nelder-Mead simplex search (NM-EPF) for autonomous mobile robots navigating in a soccer robot game field is proposed in this paper. To analyze the environment, an omnidirectional vision device is mounted on top of the robot. Through detecting the white boundary lines relative to the robot in the game field, weighting for each particle representing the robot's pose can be iteratively updated via the proposed NM-EPF algorithm. Thanks to the hybridization effect of the NM-EPF, particles converge to the actual position of the robot in a responsive way while tackling uncertainties. Simulation and experiment results have confirmed that the proposed NM-EPF has better localization performance in the soccer robot game field in comparison to the conventional particle filter.
關聯:	INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL
显示于类别:	[電機工程學系] 期刊論文

文件中的档案:

档案	描述	大小	格式	浏览次数
index.html		0Kb	HTML	364	检视/开启

在NCUIR中所有的数据项都受到原著作权保护.

社群 sharing