6 citations · 15 across the 12 of their papers we have counts for
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cs.NI2022
A Review of Machine Learning-based Failure Management in Optical Networks
Danshi Wang, Chunyu Zhang, Wenbin Chen +3
Failure management plays a significant role in optical networks. It ensures secure operation, mitigates potential risks, and executes proactive protection. Machine learning (ML) is…
eess.SP2022★ 4 cited
Physics-Informed Neural Operator for Fast and Scalable Optical Fiber Channel Modelling in Multi-Span Transmission
Yuchen Song, Danshi Wang, Qirui Fan +3
We propose efficient modelling of optical fiber channel via NLSE-constrained physics-informed neural operator without reference solutions. This method can be easily scalable for di…