Enhancing Optical Multiplex Section QoT Estimation Using Scalable Gray-box DNN

Publication Date: 11/10/2024

Event: IEEE Photonics Conference (IPC 2024)

Reference: pp. 1-2, 2024

Authors: Rocco D Ingillo, Politecnico di Torino; Andrea D Amico, NEC Laboratories America, Inc.; Renato Ambrosone, Politecnico di Torino; Stefano Straullu, Links Foundation; Francesco Aquilino, Links Foundation; Vittorio Curri, Politecnico di Torino

Abstract: In Optical Multiplex Section (OMS) control and optimization framework, end-to-end (Global) and span-by-span (Local) DNN gray-box strategies are compared in terms of scalability and accuracy of the output signal and noise power predictions. Experimental measurements are carried out in OMSs with increasing number of spans.

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