M.Sc. Malek Bekri

Mitglied der Forschungsgruppe Netzoptimierung, Planung und Techno-Ökonomie
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Telefon:+49 371 531-32697
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E-Mail:
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Adresse:Reichenhainer Straße 70, 09126 Chemnitz
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Raum:C25.472.1 (alt: 2/W472A)
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WWW:
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Sprechzeiten:Scheduled on demand by email
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vCard:
- Data-Driven Network Control: Development of data-driven optimization algorithms for non-linear control of software-defined telecommunication systems. The algorithms include methods for in-operation control of large-scale stochastic networks. Application scenarios of the developed methods fall within the scope of network resource management, software-defined consistent network updates, traffic routing, traffic engineering and network reliability in high-speed IP-Optical transport networks.
- Optimization methods: The above-mentioned research topics apply, develop and extend mathematical methods in the domains of Linear Programming (LP), Distributionally Robust Optimization (DRO), Adjustable Robust Optimization (ARO) and Machine Learning, particularly, Deep-Reinforcement Learning (DRL) and Graph Neural Networks (GNNs).
- 6G-NETFAB (Open Disaggregated 6G Network Fabric). Project funded from 2022 till 2025 by the German Federal Ministry of Education and Research BMBF (Bundesministerium für Bildung und Forschung). Project status: In Progress. Role: Research Assistant.
- SUSTAINET-Advance (Sustainable Technologies for Advanced Resilient and Energy-Efficient Networks). European Celtic-Plus project funded from 2025 till 2027 by the German Federal Ministry of Education and Research BMBF (Bundesministerium für Bildung und Forschung). Project status: In Progress. Role: Research Assistant.
# | Titel | Autor(en) | Jahr |
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1 | Robust Restoration of IP Traffic from Optical Failures by Deep Reinforcement Learning and Graph Neural Networks
24th International Conference on Transparent Optical Networks (ICTON), 14-18 July 2024, Bari, Italy |
Bekri, Malek Romero Reyes, Ronald Bauschert, Thomas |
2024 |
2 | Multilayer restoration in IP-Optical networks by adjustable robust optimization and deep reinforcement learning
In: Journal of Optical Communications and Networking. - Optica. - 16. 2024, 7, pp. 721-734 |
Bekri, Malek Romero Reyes, Ronald Bauschert, Thomas |
2024 |