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Abstract
We employ reservoir computing for a reconstruction task in coupled chaotic systems, across a range of dynamical relationships including generalized synchronization. For a drive-response setup, a temporal representation of the synchronized state is discussed as an alternative to the known instantaneous form. The reservoir has access to both representations through its fading memory property, each with advantages in different dynamical regimes. We also extract signatures of the maximal conditional Lyapunov exponent in the performance of variations of the reservoir topology. Moreover, the reservoir model reproduces different levels of consistency where there is no synchronization. In a bidirectional coupling setup, high reconstruction accuracy is achieved despite poor observability and independent of generalized synchronization.
Original language | English |
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Article number | 093133 |
Journal | Chaos: an interdisciplinary journal of nonlinear science |
Volume | 29 |
Issue number | 9 |
DOIs | |
Publication status | Published - 1 Sep 2019 |
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Dive into the research topics of 'The reservoir’s perspective on generalized synchronization'. Together they form a unique fingerprint.Projects
- 1 Finished
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Navigating tipping points in complex dynamical systems
Small, M., Lesterhuis, W., Bosco, A. & Zaitouny, A.
1/01/18 → 31/12/21
Project: Research