SOA-based reservoir computing using up-sampling
Fuente:
arXiv
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| Auteurs principaux: | , , , , |
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| Format: | Preprint |
| Publié: |
2024
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| _version_ | 1866909239093493760 |
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| author | Manuylovich, E. Bednyakova, A. E. Ivoilov, D. A. Terekhov, I. S. Turitsyn, S. K. |
| author_facet | Manuylovich, E. Bednyakova, A. E. Ivoilov, D. A. Terekhov, I. S. Turitsyn, S. K. |
| contents | We introduce a new approach to reservoir computing based on up-sampling and modulation, utilizing semiconductor optical amplifier and photodetector as nonlinear elements without conventionally used delay loop. We demonstrated the 400-step prediction capability of the proposed scheme for the Mackey-Glass time series test. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2407_02117 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | SOA-based reservoir computing using up-sampling Manuylovich, E. Bednyakova, A. E. Ivoilov, D. A. Terekhov, I. S. Turitsyn, S. K. Applied Physics Optics We introduce a new approach to reservoir computing based on up-sampling and modulation, utilizing semiconductor optical amplifier and photodetector as nonlinear elements without conventionally used delay loop. We demonstrated the 400-step prediction capability of the proposed scheme for the Mackey-Glass time series test. |
| title | SOA-based reservoir computing using up-sampling |
| topic | Applied Physics Optics |
| url | https://arxiv.org/abs/2407.02117 |