Abstract
A feed-forward backpropagating neutral network is trained to achieve and maintain control of the unstable periodic orbits embedded in a chaotic attractor. The controlling algorithms used for training the network are based on the now standard scheme developed by Ott, Grebogi, and Yorke [Phys. Rev. Lett. 64, 1196 (1990)], including variants that utilize previous perturbations and/or delayed time-series data.
| Original language | English |
|---|---|
| Pages (from-to) | 1225-1231 |
| Number of pages | 7 |
| Journal | Physical Review E - Statistical, Nonlinear, and Soft Matter Physics |
| Volume | 49 |
| Issue number | 2 |
| DOIs | |
| Publication status | Published - 1994 |
| Externally published | Yes |
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ASJC Scopus subject areas
- Mathematical Physics
- Physics and Astronomy(all)
- Condensed Matter Physics
- Statistical and Nonlinear Physics
Cite this
Using neural networks for controlling chaos. / Alsing, P. M.; Gavrielides, A.; Kovanis, V.
In: Physical Review E - Statistical, Nonlinear, and Soft Matter Physics, Vol. 49, No. 2, 1994, p. 1225-1231.Research output: Contribution to journal › Article
}
TY - JOUR
T1 - Using neural networks for controlling chaos
AU - Alsing, P. M.
AU - Gavrielides, A.
AU - Kovanis, V.
PY - 1994
Y1 - 1994
N2 - A feed-forward backpropagating neutral network is trained to achieve and maintain control of the unstable periodic orbits embedded in a chaotic attractor. The controlling algorithms used for training the network are based on the now standard scheme developed by Ott, Grebogi, and Yorke [Phys. Rev. Lett. 64, 1196 (1990)], including variants that utilize previous perturbations and/or delayed time-series data.
AB - A feed-forward backpropagating neutral network is trained to achieve and maintain control of the unstable periodic orbits embedded in a chaotic attractor. The controlling algorithms used for training the network are based on the now standard scheme developed by Ott, Grebogi, and Yorke [Phys. Rev. Lett. 64, 1196 (1990)], including variants that utilize previous perturbations and/or delayed time-series data.
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UR - http://www.scopus.com/inward/citedby.url?scp=0000280659&partnerID=8YFLogxK
U2 - 10.1103/PhysRevE.49.1225
DO - 10.1103/PhysRevE.49.1225
M3 - Article
VL - 49
SP - 1225
EP - 1231
JO - Physical review. E
JF - Physical review. E
SN - 2470-0045
IS - 2
ER -