GAN Based Soft Failure Detection and Identification for Long-haul Coherent Transmission Systems
- Resource Type
- Conference
- Authors
- Lun, Huazhi; Liu, Xiaomin; Cai, Meng; Wu, Yiwen; Fu, Mengfan; Yi, Lilin; Hu, Weisheng; Zhuge, Qunbi
- Source
- 2021 Optical Fiber Communications Conference and Exhibition (OFC) Optical Fiber Communications Conference and Exhibition (OFC), 2021. :1-3 Jun, 2021
- Subject
- Communication, Networking and Broadcast Technologies
Photonics and Electrooptics
Training
Optical fiber communication
Detection algorithms
- Language
We propose a GAN based soft failure detection and identification algorithm. For the training, the detection and identification only need normal samples and very few soft failure samples, respectively. 95% accuracy is achieved in experiment.