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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Minami, M. Kobata, M. |
| Copyright Year | 2003 |
| Description | Author affiliation: Fac. of Eng., Fukui Univ., Japan (Minami, M.; Kobata, M.) |
| Abstract | Dynamical interferences have been thought that they should be erased to improve control accuracy. However it may be possible to improve performances of total motion using the interferences. In this paper, we propose a method to acquire a kind of machine intelligence to utilize dynamically interfered motion. The machine intelligence is defined here as an ability that the machine can find by itself a way to use dynamical interferences and nonlinear friction to obtain a desired motion. We propose a strategy how a machine uses effects of the dynamical interferences, and how it acquires the way to achieve an objective motion. In this paper, the desired motion is traveling of a 1-link mobile manipulator by using interfering motion of the mounted link, which does not possess driving motors nor brakes. The proposed method is composed of functions to give the machine sample motions using Fourier Series and to improve the Fourier coefficients by evaluating the motion results based on a function used in Genetic Algorithm as a fitness function. And, we verify the ability to adapt for its sudden changing of shape condition of the body by using mobile manipulator as an example of the unknown dynamics. We confirmed by simulations and real experiments that the mobile manipulator could find effective motion that makes it travel forward. |
| Sponsorship | IEEE Robotics & Autom. Soc. IEEE Ind. Electron. Soc. Robotics Soc. Japan Soc. Instrum. & Control Eng. New Technol. Found |
| Starting Page | 2217 |
| Ending Page | 2222 |
| File Size | 492368 |
| Page Count | 6 |
| File Format | |
| ISBN | 0780378601 |
| DOI | 10.1109/IROS.2003.1249200 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2003-10-27 |
| Publisher Place | USA |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Manipulator dynamics Interference Machine intelligence Intelligent robots Artificial intelligence Robot sensing systems Genetic algorithms Learning systems Equations Humans |
| Content Type | Text |
| Resource Type | Article |
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