most citedGeneralized few-shot transfer learning architecture for modeling the EDFA gain spectrum

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cs.NI2025★ 3 cited

Generalized few-shot transfer learning architecture for modeling the EDFA gain spectrum

Agastya Raj, Zehao Wang, Tingjun Chen +2

Accurate modeling of the gain spectrum in Erbium-Doped Fiber Amplifiers (EDFAs) is essential for optimizing optical network performance, particularly as networks evolve toward mult…

cs.NI2025

Interference Identification in Multi-User Optical Spectrum as a Service using Convolutional Neural Networks

Agastya Raj, Zehao Wang, Frank Slyne +3

We introduce a ML-based architecture for network operators to detect impairments from specific OSaaS users while blind to the users' internal spectrum details. Experimental studies…