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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Ishiguro, H. Sato, R. Ishida, T. |
| Copyright Year | 1996 |
| Description | Author affiliation: Dept. of Inf. Sci., Kyoto Univ., Japan (Ishiguro, H.) |
| Abstract | The state space of a sensor-based robot in the most previous works has been determined based on human intuitions, however the state space constructed from human viewpoints is not always appropriate for the robot. The robot has a different body, sensors, and tasks, therefore, we consider the robot should have an original internal state space determined based on actions, sensors, and tasks. This paper proposes an approach to construct such a robot oriented state space by statistically analyzing the actions, sensor patterns, and rewards given, as results of task executions. In the state space construction, the robot creates sensor pattern classifiers called empirically obtained perceivers (EOPs) the combinations of which represents internal states of the robot. We have confirmed that the robot can construct original state spaces through its vision sensor and achieve navigation tasks with the obtained state spaces in a complicated simulated world. |
| Starting Page | 1496 |
| Ending Page | 1501 |
| File Size | 800187 |
| Page Count | 6 |
| File Format | |
| ISBN | 078033213X |
| DOI | 10.1109/IROS.1996.569011 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 1996-11-08 |
| Publisher Place | Japan |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Orbital robotics State-space methods Robot sensing systems Humans Robot vision systems Optical sensors Intelligent sensors Artificial intelligence Machine learning algorithms Image motion analysis |
| Content Type | Text |
| Resource Type | Article |
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