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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Tsoularis, A. Kambhampati, C. Warwick, K. |
| Copyright Year | 1993 |
| Description | Author affiliation: Dept. of Cybern., Reading Univ., UK (Tsoularis, A.; Kambhampati, C.; Warwick, K.) |
| Abstract | The problem of a manipulator operating in a noisy workspace and required to move from an initial fixed position P/sub 0/ to a final position P/sub f/ is considered. However, P/sub f/ is corrupted by noise, giving rise to P/spl circ//sub f/, which may be obtained by sensors. The use of learning automata is proposed to tackle this problem. An automaton is placed at each joint of the manipulator which moves according to the action chosen by the automaton (forward, backward, stationary) at each instant. The simultaneous reward or penalty of the automata enables avoiding any inverse kinematics computations that would be necessary if the distance of each joint from the final position had to be calculated. Three variable-structure learning algorithms are used, i.e., the discretized linear reward-penalty (DL/sub R-P/, the linear reward-penalty (L/sub R-P/) and a nonlinear scheme. Each algorithm is separately tested with two (forward, backward) and three forward, backward, stationary) actions. |
| Starting Page | 560 |
| Ending Page | 564 |
| File Size | 319949 |
| Page Count | 5 |
| File Format | |
| ISBN | 0780312066 |
| ISSN | 21589860 |
| DOI | 10.1109/ISIC.1993.397636 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 1993-08-25 |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Path planning Robotics and automation Learning automata Stochastic processes Working environment noise Feedback Cybernetics Trajectory Kinematics Automatic testing |
| Content Type | Text |
| Resource Type | Article |
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