Temporal data-driven failure prognostics using BiGRU for optical networks

Low-complexity carrier phase recovery based on principal component analysis for square-QAM modulation formats

(2019) Júlio César Medeiros Diniz et al.   OPTICS EXPRESS

A Tutorial on Machine Learning for Failure Management in Optical Networks

(2019) Francesco Musumeci et al.   JOURNAL OF LIGHTWAVE TECHNOLOGY

Optical spectrum feature analysis and recognition for optical network security with machine learning

(2019) Yanlong Li et al.   OPTICS EXPRESS

Relation Classification via Keyword-Attentive Sentence Mechanism and Synthetic Stimulation Loss

(2019) Luoqin Li et al.   IEEE-ACM Transactions on Audio Speech and Language Processing

CAM-RNN: Co-Attention Model Based RNN for Video Captioning

(2019) Bin Zhao et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Dual-Stage Soft Failure Detection and Identification for Low-Margin Elastic Optical Network by Exploiting Digital Spectrum Information

(2019) Liang Shu et al.   JOURNAL OF LIGHTWAVE TECHNOLOGY

Data-Driven Multi-Hidden Markov Model-Based Power Quality Disturbance Prediction that Incorporates Weather Conditions

(2018) Fei Xiao et al.   IEEE TRANSACTIONS ON POWER SYSTEMS

Leveraging Statistical Machine Learning to Address Failure Localization in Optical Networks

(2018) T. Panayiotou et al.   Journal of Optical Communications and Networking

Optimization of RNN-Based Speech Activity Detection

(2018) Gregory Gelly et al.   IEEE-ACM Transactions on Audio Speech and Language Processing

Data-Based Line Trip Fault Prediction in Power Systems Using LSTM Networks and SVM

(2018) Senlin Zhang et al.   IEEE Access

Learning from the Optical Spectrum: Failure Detection and Identification [Invited]

(2018) Behnam Shariati et al.   JOURNAL OF LIGHTWAVE TECHNOLOGY

Modulation Format Recognition and OSNR Estimation Using CNN-Based Deep Learning

(2017) Danshi Wang et al.   IEEE PHOTONICS TECHNOLOGY LETTERS

LSTM network: a deep learning approach for short-term traffic forecast

(2017) Zheng Zhao et al.   IET Intelligent Transport Systems

BER Degradation Detection and Failure Identification in Elastic Optical Networks

(2017) Alba P. Vela et al.   JOURNAL OF LIGHTWAVE TECHNOLOGY

Soft Failure Localization During Commissioning Testing and Lightpath Operation

(2017) A. P. Vela et al.   Journal of Optical Communications and Networking

Failure prediction using machine learning and time series in optical network

(2017) Zhilong Wang et al.   OPTICS EXPRESS

Intelligent constellation diagram analyzer using convolutional neural network-based deep learning

(2017) Danshi Wang et al.   OPTICS EXPRESS

Optimal Fiber Link Fault Decision for Optical 2D Coding-Monitoring Scheme in Passive Optical Networks

(2016) Min Zhu et al.   Journal of Optical Communications and Networking

Bayesian Recurrent Neural Network for Language Modeling

(2016) Jen-Tzung Chien et al.   IEEE Transactions on Neural Networks and Learning Systems

Highly efficient data migration and backup for big data applications in elastic optical inter-data-center networks

(2015) Ping Lu et al.   IEEE NETWORK

Minimizing the Risk From Disaster Failures in Optical Backbone Networks

(2014) Ferhat Dikbiyik et al.   JOURNAL OF LIGHTWAVE TECHNOLOGY

Best Effort SRLG Failure Protection for Optical WDM Networks

(2011) Xu Shao et al.   Journal of Optical Communications and Networking