Estimating Quality of Transmission in a Live Production Network using Machine Learning | IEEE Conference Publication | IEEE Xplore

Estimating Quality of Transmission in a Live Production Network using Machine Learning


Abstract:

We demonstrate QoT estimation in a live network utilizing neural networks trained on synthetic data spanning a large parameter space. The ML-model predicts the measured l...Show More

Abstract:

We demonstrate QoT estimation in a live network utilizing neural networks trained on synthetic data spanning a large parameter space. The ML-model predicts the measured lightpath performance with <0.5dB SNR error over a wide configuration range.
Date of Conference: 06-10 June 2021
Date Added to IEEE Xplore: 26 July 2021
ISBN Information:
Conference Location: San Francisco, CA, USA

Funding Agency:


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