Fibre Optic Communication Systems and Artificial Intelligence (FOCS-AI)

Fibre Optic Communication Systems and Artificial Intelligence

FOCS-AI

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Artificial Intelligence, Deep Learning, Machine Learning in Fibre Optic Communication Systems

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Topology-Driven Edge Predictions with Graph Machine Learning for Optical Network Growth: Graph representation learning on real-world optical core networks outperforms edge prediction heuristics by 10 times, achieving up to 93.4% accuracy on BT(UK), COST(EU), and CORONET(USA) by learning from 10% training data.

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ai-software

List of Software, Tools and Packages for Deep Learning, Graph Machine Learning, Graph Analysis, Graph Generation and Link Prediction

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dynamatrix

A dataset of temporal, evolving and dynamic optical network topologies

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focs-ai.github.io

Optical Networks and Artificial Intelligence

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optrix

A dataset of publicly available core network physical topologies

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RDC-Poster-Session

Poster Session after Researcher Development Course at University of Cambridge

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simatrix

A dataset of generated (simulated) physical optical network topologies using graph generative models

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software

List of Software Tools and Packages Used in Network Topology Design, Monitoring, Visualisation and Optimisation in Industry and Academia

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telematrix

A private dataset of telecom operator (British Telecommunication) core networks in the UK (contains only publicly released images)

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submatrix

A dataset of publicly available physical optical network connections (subsea cables)

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