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Number of items: 7.

Article

Matzner, R; Semrau, D; Luo, R; Zervas, G; Bayvel, P; (2021) Making intelligent topology design choices: understanding structural and physical property performance implications in optical networks [Invited]. Journal of Optical Communications and Networking , 13 (8) , Article D53. 10.1364/jocn.423490. Green open access
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Matzner, Robin; Ahuja, Akanksha; Sadeghi Yamchi, Rasoul; Doherty, Michael; Beghelli, Alejandra; Savory, Seb; Bayvel, Polina; (2025) Topology Bench: systematic graph-based benchmarking for core optical networks. Journal of Optical Communications and Networking , 17 (1) pp. 7-27. 10.1364/jocn.534477. Green open access
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Matzner, Robin; Luo, Ruijie; Zervas, Georgios; Bayvel, Polina; (2023) Intelligent performance inference: A graph neural network approach to modeling maximum achievable throughput in optical networks. APL Machine Learning , 1 (2) , Article 026112. 10.1063/5.0137426. Green open access
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Proceedings paper

Bayvel, P; Luo, R; Matzner, R; Semrau, D; Zervas, G; (2021) Intelligent design of optical networks: which topology features help maximise throughput in the nonlinear regime? In: 2020 European Conference on Optical Communications, ECOC 2020. IEEE: Brussels, Belgium. Green open access
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Matzner, R; Luo, R; Zervas, G; Bayvel, P; (2022) Expanding Graph Neural Networks for Ultra-Fast Optical Core Network Throughput Prediction to Large Node Scales. In: 2022 European Conference on Optical Communication, ECOC 2022. IEEE: Basel, Switzerland. Green open access
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Matzner, Robin; Henrique, Buglia; Polina, Bayvel; (2024) Evolving Optical Core Networks: Understanding the Impact of Topology Redesign using Space and Wavelength Domains on Network Throughput. In: 49th European Conference on Optical Communications (ECOC 2023). (pp. pp. 1043-1046). IET: Glasgow, UK. Green open access
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Thesis

Matzner, Robin Michael; (2025) Maximising Achievable Throughput in Optical Network Design. Doctoral thesis (Ph.D), UCL (University College London). Green open access
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