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Mabrouk, Youssef and Räth, Christoph (2020) Calibrated reservoir computers. Chaos, 30 (11), p. 113134. American Institute of Physics (AIP). doi: 10.1063/5.0030651. ISSN 1054-1500.
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Official URL: https://doi.org/10.1063/5.0030651
Abstract
We observe the presence of infinitely fine-scaled alternations within the performance landscape of reservoir computers aimed for chaotic data forecasting. We investigate the emergence of the observed structures by means of variations of the transversal stability of the synchronization manifold relating the observational and internal dynamical states. Finally, we deduce a simple calibration method in order to attenuate the thus evidenced performance uncertainty.
| Item URL in elib: | https://elib.dlr.de/139953/ | ||||||||||||
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| Document Type: | Article | ||||||||||||
| Title: | Calibrated reservoir computers | ||||||||||||
| Authors: |
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| Date: | November 2020 | ||||||||||||
| Journal or Publication Title: | Chaos | ||||||||||||
| Refereed publication: | Yes | ||||||||||||
| Open Access: | Yes | ||||||||||||
| Gold Open Access: | No | ||||||||||||
| In SCOPUS: | Yes | ||||||||||||
| In ISI Web of Science: | Yes | ||||||||||||
| Volume: | 30 | ||||||||||||
| DOI: | 10.1063/5.0030651 | ||||||||||||
| Page Range: | p. 113134 | ||||||||||||
| Publisher: | American Institute of Physics (AIP) | ||||||||||||
| ISSN: | 1054-1500 | ||||||||||||
| Status: | Published | ||||||||||||
| Keywords: | artificial intelligence, machine learning, reservoir computing, prediction, time series, chaotic systems, fractals | ||||||||||||
| HGF - Research field: | Aeronautics, Space and Transport | ||||||||||||
| HGF - Program: | Space | ||||||||||||
| HGF - Program Themes: | Research under Space Conditions | ||||||||||||
| DLR - Research area: | Raumfahrt | ||||||||||||
| DLR - Program: | R FR - Research under Space Conditions | ||||||||||||
| DLR - Research theme (Project): | R - Komplexe Plasmen / Data analysis (old) | ||||||||||||
| Location: | Oberpfaffenhofen | ||||||||||||
| Institutes and Institutions: | Institute of Materials Physics in Space > Research Group Complex Plasma | ||||||||||||
| Deposited By: | Räth, Christoph | ||||||||||||
| Deposited On: | 08 Jan 2021 12:12 | ||||||||||||
| Last Modified: | 01 Feb 2022 03:00 |
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