Auxiliary Neural Network Assisted Machine Learning for Extended Band Power Optimization
An Aux-CNN model-based input power estimation method for optical transmission systems was proposed, which is experimentally validated by an L-band WDM system, achieving an MAE of < 0.21dB with 20% of the training data.
Authors
- Tianqian Zhang (ORCID: https://orcid.org/0009-0000-0771-1401)
- Yiwen Yang
- Li Han (ORCID: https://orcid.org/0000-0002-4486-0534)
- Ming Luo (ORCID: https://orcid.org/0000-0002-6156-6230)
- Wu Liu
- Zhiyi Zhong
Publication Details
- Published
- 2024-11-02
- DOI
- https://doi.org/10.1109/acp/ipoc63121.2024.10810024
- Primary Topic
- Electromagnetic Compatibility and Noise Suppression
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- National Key Research and Development Program of China