ERD

Knowledge Distillation Applied to Optical Channel Equalization: Solving the Parallelization Problem of Recurrent Connect...

Project: MENTOR

Updated at: 28-04-2024

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Project acronym MENTOR

Routing and spectrum assignment strategies for ultra- wideband optical networks

Project: MENTOR

Updated at: 28-04-2024

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Project acronym MENTOR

Hardware Realization of Nonlinear Activation Functions for NN-based Optical Equalizers

Project: MENTOR

Updated at: 28-04-2024

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Project acronym MENTOR

Dual Time and Frequency Domain Optical Layer Digital Twin

Project: MENTOR

Updated at: 28-04-2024

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Project acronym MENTOR

Routing Spectrum Assignment Assisted by Reinforcement Learning in Multi-Band Optical Networks

Project: MENTOR

Updated at: 28-04-2024

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Project acronym MENTOR

Data augmentation to Improve Machine Learning for Optical network failure

Project: MENTOR

Updated at: 28-04-2024

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Project acronym MENTOR

The Potential of Data Augmentation for Failure Management in Optical Networks

Project: MENTOR

Updated at: 28-04-2024

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Project acronym MENTOR

Dealing with High Cardinality of Network Management System Data for Machine-Learning-Based Alarm Classification

Project: MENTOR

Updated at: 28-04-2024

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Project acronym MENTOR

1st year MENTOR workshop and TSW I (details on courses provided)

Project: MENTOR

Updated at: 28-04-2024

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Project acronym MENTOR

MENTOR website completed

Project: MENTOR

Updated at: 28-04-2024

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Project acronym MENTOR

Data Augmentations to Reduce Computational Complexity of Neural Network Based soft failure cause identifier

Project: MENTOR

Updated at: 28-04-2024

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Project acronym MENTOR

Parallelization of Recurrent Neural Network-Based Equalizer for Coherent Optical Systems via Knowledge Distillation

Project: MENTOR

Updated at: 28-04-2024

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Project acronym MENTOR

Dual Time and Frequency Domain Optical Layer Digital Twin

Project: MENTOR

Updated at: 28-04-2024

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Project acronym MENTOR

Experimental Validation of Deep Learning-based Models for Optical Time Domain Analysis

Project: MENTOR

Updated at: 28-04-2024

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Project acronym MENTOR

Computational Complexity Evaluation of Neural Network Applications in Signal Processing

Project: MENTOR

Updated at: 28-04-2024

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Project acronym MENTOR

SSMS: A Split Step MultiBand Simulation Software

Project: MENTOR

Updated at: 28-04-2024

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Project acronym MENTOR

Extending the OCATA Digital Twin to the Frequency Domain

Project: MENTOR

Updated at: 28-04-2024

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Project acronym MENTOR

Applications of Digital Twin for Autonomous Zero- Touch Optical Networking [Invited]

Project: MENTOR

Updated at: 28-04-2024

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Project acronym MENTOR

Mid-Term Report for Mid-Term Review submitted to EC

Project: MENTOR

Updated at: 28-04-2024

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Project acronym MENTOR

Progress Report 1 submitted to EC

Project: MENTOR

Updated at: 28-04-2024

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Project acronym MENTOR

Optical Network Alarms Classification using Unsupervised Machine Learning

Project: MENTOR

Updated at: 28-04-2024

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Project acronym MENTOR

Multi-Task Learning to Enhance Generalizability of Neural Network Equalizers in Coherent Optical Systems

Project: MENTOR

Updated at: 28-04-2024

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Project acronym MENTOR

Machine learning framework for inverse system design of laser source and amplifiers

Project: MENTOR

Updated at: 28-04-2024

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Project acronym MENTOR

2nd year MENTOR workshop (details on courses provided and ESR attendance record)

Project: MENTOR

Updated at: 28-04-2024

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Project acronym MENTOR

The pruning/sparsification strategy for the MB optical line elements

Project: MENTOR

Updated at: 28-04-2024

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Project acronym MENTOR

Degradation Detection and Severity Estimation by Exploiting an Optical Time and Frequency Digital Twin

Project: MENTOR

Updated at: 28-04-2024

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Project acronym MENTOR

Implementing Neural Network-Based Equalizers in a Coherent Optical Transmission System Using Field-Programmable Gate Arr...

Project: MENTOR

Updated at: 28-04-2024

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Project acronym MENTOR

Network upgrade exploiting multi band: S- or E-band?

Project: MENTOR

Updated at: 28-04-2024

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Project acronym MENTOR

Model-Centric versus Data-Centric Machine Learning for Soft-Failure Cause Identification in Optical Networks

Project: MENTOR

Updated at: 28-04-2024

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Project acronym MENTOR

Multi-band Optical Network Assisted by GNPy: an Experimental Demonstration

Project: MENTOR

Updated at: 28-04-2024

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Project acronym MENTOR

Resources

Selected filters:

Knowledge Distillation Applied to Optical Channel Equalization: Solving the Parallelization Problem of Recurrent Connect...

Routing and spectrum assignment strategies for ultra- wideband optical networks

Hardware Realization of Nonlinear Activation Functions for NN-based Optical Equalizers

Dual Time and Frequency Domain Optical Layer Digital Twin

Routing Spectrum Assignment Assisted by Reinforcement Learning in Multi-Band Optical Networks

Data augmentation to Improve Machine Learning for Optical network failure

The Potential of Data Augmentation for Failure Management in Optical Networks

Dealing with High Cardinality of Network Management System Data for Machine-Learning-Based Alarm Classification

1st year MENTOR workshop and TSW I (details on courses provided)

MENTOR website completed

Data Augmentations to Reduce Computational Complexity of Neural Network Based soft failure cause identifier

Parallelization of Recurrent Neural Network-Based Equalizer for Coherent Optical Systems via Knowledge Distillation

Dual Time and Frequency Domain Optical Layer Digital Twin

Experimental Validation of Deep Learning-based Models for Optical Time Domain Analysis

Computational Complexity Evaluation of Neural Network Applications in Signal Processing

SSMS: A Split Step MultiBand Simulation Software

Extending the OCATA Digital Twin to the Frequency Domain

Applications of Digital Twin for Autonomous Zero- Touch Optical Networking [Invited]

Mid-Term Report for Mid-Term Review submitted to EC

Progress Report 1 submitted to EC

Optical Network Alarms Classification using Unsupervised Machine Learning

Multi-Task Learning to Enhance Generalizability of Neural Network Equalizers in Coherent Optical Systems

Machine learning framework for inverse system design of laser source and amplifiers

2nd year MENTOR workshop (details on courses provided and ESR attendance record)

The pruning/sparsification strategy for the MB optical line elements

Degradation Detection and Severity Estimation by Exploiting an Optical Time and Frequency Digital Twin

Implementing Neural Network-Based Equalizers in a Coherent Optical Transmission System Using Field-Programmable Gate Arr...

Network upgrade exploiting multi band: S- or E-band?

Model-Centric versus Data-Centric Machine Learning for Soft-Failure Cause Identification in Optical Networks

Multi-band Optical Network Assisted by GNPy: an Experimental Demonstration