Domain adaptation and transfer learning for failure detection and failure-cause identification in optical networks across different lightpaths [Invited].
Francesco MusumeciVirajit Garbhapu VenkataYusuke HirotaYoshinari AwajiSugang XuMasaki ShiraiwaBiswanath MukherjeeMassimo TornatorePublished in: JOCN (2021)
Keyphrases
- failure detection
- domain adaptation
- transfer learning
- wavelength division multiplexing
- optical networks
- wdm networks
- target domain
- cross domain
- labeled data
- source domain
- routing and wavelength assignment
- service differentiation
- learning tasks
- manifold alignment
- knowledge transfer
- machine learning
- transfer knowledge
- reinforcement learning
- active learning
- link failure
- semi supervised
- semi supervised learning
- text classification
- learning algorithm
- text mining
- multiple sources
- text categorization
- collaborative filtering
- data sets
- wireless sensor networks
- artificial intelligence
- training and test data
- feature selection
- unlabeled data
- machine learning algorithms
- wireless networks
- test data