Failure Data Augmentation for Optical Network Equipment Using Time-series Generative Adversarial Networks
- Resource Type
- Conference
- Authors
- Xing, Cheng; Zhang, Chunyu; Ye, Bing; Wang, Danshi; Jia, Yinqiu; Li, Jin; Zhang, Min
- Source
- 2023 Optical Fiber Communications Conference and Exhibition (OFC) Optical Fiber Communications Conference and Exhibition (OFC), 2023. :1-3 Mar, 2023
- Subject
- Communication, Networking and Broadcast Technologies
Photonics and Electrooptics
Data visualization
Optical fiber networks
Generative adversarial networks
Root mean square
Principal component analysis
- Language
We propose a failure data augmentation scheme based on time-series generation adversarial networks with real equipment performance data of optical networks and verify that the augmented failure sample data is similar to real failure data.