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carlosnatalino

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Set of reinforcement learning environments for optical networks

osa-networks-one-shot-learning

This repository contains the implementation used to generate the results presented in the paper "One-Shot Learning for Modulation Format Identification in Evolving Optical Networks" presented at the Postdeadline Paper Session of the 2019 OSA Advanced Photonics Congress.

Jupyter Notebook

python-simple-opaque-wdm-simulator

Simulator for circuit-switched networks written in Python (Opaque WDM is a particular use case)

Jupyter Notebook

2021-CommLetters-SpectrumAnomalyDetectionWithDeepUnsupervisedLearning

This repository contains the implementation of the paper "Spectrum Anomaly Detection for Optical Network Monitoring using Deep Unsupervised Learning" published in the IEEE Communication Letters.

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python-simple-anycast-wdm-simulator

Simulator for circuit-switched networks with anycast traffic written in Python (Opaque WDM with datacenters is a particular use case)

Jupyter Notebook

simple-flask-blog

Simple blog using Flask and Python.

Python

networks-5g-cdn

Repository containing the data and implementation of the paper "Content Placement in 5G-enabled Edge/Core Datacenter Networks Resilient to Link Cut Attacks" published in Wiley Networks Journal

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2020-JOCN-efficient-ML

Repository containing the implementation of the work published in JOCN. The work studies the impact of using dimensionality reduction methods to the identification of attacks and anomalies in optical networks.

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2020-ECOC-RCA

This is the repository for the work with title "Root Cause Analysis for Autonomous Optical Networks: A Physical Layer Security Use Case" presented at the ECOC 2020, Brussels.

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2019-spie-photonics-west

Source code for the paper "Experiment-based detection of service disruption attacks in optical networks using data analytics and unsupervised learning," presented at the SPIE Photonics West Conference, 2019

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JLT-2020-ML-Practical-Perspective

This repository has the implementation of the results presented in the JLT paper.

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dbscan-serving-rust

Implementation of a Rust DBSCAN server inspired by TensorFlow Serving

Rust

programming-assignments

Boilerplate VSCode project to be used by students during the EEN060/EEN065 course

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genetic-algorithm-rmsa

A genetic algorithm solution for the RMSA problem

Jupyter Notebook

chapter-functional-metrics

Repository containing the implementation of the results included in the book chapter.

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JLT-2019-Experimental-ML-attacks

Implementation details of the work "Experimental Study of Machine-Learning-Based Detection and Identification of Physical-Layer Attacks in Optical Networks" published in JLT.

Jupyter Notebook

simple-flask-app-skeleton

This project is a skeleton for new Flask web apps, providing the necessary file structure to get started.

Python

osa-networks-hands-on-ml

Instructions and code used for the Hands-on Introduction to Data Analytics and Machine Learning in Optical Networks to be presented at the OSA Advanced Photonics Congress

Jupyter Notebook

java-anycast-cs-simulator

Simulator for circuit-switched networks with anycast traffic written in Java (Opaque WDM with datacenters is a particular use case)

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carlosnatalino/optical-rl-gym

carlosnatalino

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