Z7dspaper discusses a novel schemefor sensory-bosednavigation of a mobile robot. In our previous work (Tani & Fukumura, 1994, Neural Networks, 7(3), 553-563), weformulated the problem of goal-directed navigation as an embealiing problem of dynamical systems: desired trajectories in a task space shou
Mobile robot localization using a self-organized visual environment representation
โ Scribed by Georg von Wichert
- Publisher
- Elsevier Science
- Year
- 1998
- Tongue
- English
- Weight
- 818 KB
- Volume
- 25
- Category
- Article
- ISSN
- 0921-8890
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โฆ Synopsis
Owing to the upcoming applications in the field of service robotics mobile robots are currently receiving increasing attention in industry and the scientific community. Applications in the area of service robotics demand a high degree of system autonomy, which robots without learning capabilities will not be able to meet. Learning is required in the context of action models and appropriate perception procedures. In both areas flexible adaptivity is difficult to achieve especially when high bandwidth sensors (e.g. video cameras) -which are needed in the envisioned unstructured worlds -are used. This paper proposes a new methodology for image-based navigation using a self-organized visual representation of the environment. Self-organization leads to internal representations, which can be used by the robot, but are not transparent to the user. It is shown how this conceptual gap can be bridged.
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