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期刊詳細資料 Journal detailed information |
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作者(Author) | Kuo-Ho Su、Feng-Li Lian、Chan-Yun Yang |
篇名(Article title) | Development of vision-based navigation system for wheeled agent |
期刊名(Journal name) | Asian Journal of Control |
國際期刊(International Journal) | SCI |
中文摘要(Abstrct) | |
ABSTRCT | In this paper, a vision-based navigation system including support vector machine (SVM) path planner and fuzzy sliding-mode controlled (SMC) path follower is developed for a wheeled agent. The developed system, comprising image acquisition, map formatting, path planning, label assignment, and path tracking inference mechanisms, aims to gracefully follow a planned smooth path. To obtain accurate coordinate values, the captured images are first adjusted by calibration processing. As a roadmap method for path generation, the Voronoi diagram is employed as a preprocessor and the Gaussian kernel SVM postprocessor is applied consecutively. To deal with the uncertainties, a path follower based on fuzzy SMC is embedded to track the planned path on line. In this study, a practical framework is implemented to assess the performance. With the real devised system, a series of experiments are carried out and analyzed to confirm the expected performance. The experiments show a robust capability of the system for both path planning and path tracking under various obstacle layouts. |
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卷期(Volume No) | Vol.16 No.6 |
頁數(Page number) | PP.1~17 |
年份(Year) | 2014/5 |
語言(Language) | 2 |
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