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Transfer Learning for Neural Networks-based Equalizers in Coherent Optical Systems

Transfer Learning for Neural Networks-based Equalizers in Coherent Optical Systems

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_proquest_journals_2512170847

Transfer Learning for Neural Networks-based Equalizers in Coherent Optical Systems

About this item

Full title

Transfer Learning for Neural Networks-based Equalizers in Coherent Optical Systems

Publisher

Ithaca: Cornell University Library, arXiv.org

Journal title

arXiv.org, 2021-09

Language

English

Formats

Publication information

Publisher

Ithaca: Cornell University Library, arXiv.org

More information

Scope and Contents

Contents

In this work, we address the question of the adaptability of artificial neural networks (NNs) used for impairments mitigation in optical transmission systems. We demonstrate that by using well-developed techniques based on the concept of transfer learning, we can efficaciously retrain NN-based equalizers to adapt to the changes in the transmission...

Alternative Titles

Full title

Transfer Learning for Neural Networks-based Equalizers in Coherent Optical Systems

Identifiers

Primary Identifiers

Record Identifier

TN_cdi_proquest_journals_2512170847

Permalink

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_proquest_journals_2512170847

Other Identifiers

E-ISSN

2331-8422

DOI

10.48550/arxiv.2104.05081

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