{"id":229,"date":"2019-10-14T10:21:43","date_gmt":"2019-10-14T09:21:43","guid":{"rendered":"https:\/\/troia.faculty.polimi.it\/?page_id=229"},"modified":"2026-05-21T10:10:17","modified_gmt":"2026-05-21T09:10:17","slug":"publications","status":"publish","type":"page","link":"https:\/\/troia.faculty.polimi.it\/?page_id=229","title":{"rendered":"Publications"},"content":{"rendered":"\n

<\/p>\n\n\n\n

Journal Papers<\/strong><\/summary>\n

J23.<\/strong> J. P. Asdikian, S. Troia<\/strong>, O. Ayoub, K. Yilmaz, G. Sguotti, M. Li, M. Marcon, G. Maier, \u201cYOLO-AUG: Enhancing Wildlife Monitoring on Far-Edge Devices with Dynamic Color-Space Augmentation and Efficient Learning<\/a>\u201c, in IEEE ACCESS, 2026.<\/p>\n\n\n\n

J22. <\/strong>M. Li, L. M. M. Zorello, S. Troia<\/strong>, Y. Zhang and G. Maier, “Optimization of 5G RAN Network Slicing based on Auction Models<\/a>“, in Computer Networks, 2026, 112141.<\/p>\n\n\n\n

J21.<\/strong> N. Ellsworth, S. Troia<\/strong>, O. Ayoub, T. Zhang and A. Fumagalli, “OpenNOP: An Open Source Network Observability Platform Enabling Multi-vendor Multi-layer Monitoring and ML Analysis<\/a>“, in IEEE\/OSA Journal of Optical Communications and Networking (JOCN), 2025.<\/p>\n\n\n\n

J20. <\/strong>M. Li, N. Ploch, S. Troia<\/strong>, C. Spatocco, W. Kellerer, G. Maier, “On the Optimization of Model Aggregation for Federated Learning at the Network Edge<\/a>“, in IEEE Transactions on Network and Service Management (TNSM), 2025.<\/p>\n\n\n\n

J19. S. Troia<\/strong>, L. Borgianni, G. Sguotti, S. Giordano, G. Maier, “A Comprehensive Survey on Software-Defined Wide Area Network<\/mark><\/strong><\/a>“, in IEEE Communications Surveys and Tutorials, 2025.<\/p>\n\n\n\n

J18. S. Troia<\/strong>, J.P. Asdikian, G. Sguotti, E. Gregorini, M. Li, G. Maier, “In-band Network Telemetry for Software-Defined Wide Area Networks<\/a>“, in Computer Networks, 2025, 111567.<\/p>\n\n\n\n

J17<\/strong>. S. Troia<\/strong>, M. Savi, C. Grasso, F. Slyne, L. Ruan, M. Seufert, “Edge network softwarization and intelligence: Challenges and opportunities<\/a>“, in Computer Networks, 2024, 110910.<\/p>\n\n\n\n

J16<\/strong>. L. M. M. Zorello, L. Bliek, S. Troia<\/strong>, G. Maier, S. Verwer, “Black-box optimization for anticipated baseband-function placement in 5G networks<\/a>“, in Computer Networks, 2024, 110384.<\/p>\n\n\n\n

J15<\/strong>. N. Di Cicco, M. Ibrahimi, S. Troia<\/strong> and M. Tornatore, “DeepLS: Local Search for Network Optimization Based on Lightweight Deep Reinforcement Learning<\/a>,” in IEEE Transactions on Network and Service Management (TNSM), vol. 21, no. 1, pp. 108-119, 2024.<\/p>\n\n\n\n

J14<\/strong>. S. Troia<\/strong>, M. Savi, G. Nava, L. M. M. Zorello, T. Schneider, G. Maier, “Performance Characterization and Profiling of Chained CPU-bound Virtual Network Functions<\/a>“, in Computer Networks, 2023, 109815.<\/p>\n\n\n\n

J13<\/strong>. K. Kaeval, F. Slyne, S. Troia<\/strong>, E. Kenny, J. P. Manresa, S. Patri, K. Grobe, G. Jervan, “Employing Channel Probing to Derive End-of-Life Service Margins for Optical Spectrum Services<\/a>“, in IEEE\/OSA Journal of Optical Communications and Networking (JOCN), vol. 15, no. 7, pp. C63-C73, 2023.<\/p>\n\n\n\n

J12<\/strong>. O. Ayoub, S. Troia<\/strong>, D. Andreoletti, A. Bianco, M. Tornatore, S. Giordano, C. Rottondi, “Towards Explainable Artificial Intelligence in Optical Networks: The Use Case of Lightpath QoT Estimation<\/a>“, in IEEE\/OSA Journal of Optical Communications and Networking (JOCN), vol. 15, no. 1, pp. A26-A38, 2023.<\/p>\n\n\n\n

J11<\/strong>. L. M. M. Zorello, L. Bliek, S. Troia<\/strong>, T. Guns, S. Verwer, G. Maier, “Baseband-Function Placement with Multi-Task Traffic Prediction for 5G Radio Access Networks<\/a>“, in IEEE Transaction on Network Service and Management (TNSM), vol. 19, no. 4, pp. 5104-5119, 2022.<\/p>\n\n\n\n

J10<\/strong>. S. Troia, <\/strong>M. Mazzara, M. Savi, L. M. M. Zorello, G. Maier, “Resilience of Delay-sensitive Services with Transport-layer Monitoring in SD-WAN<\/a>“, in IEEE Transaction on Network Service and Management (TNSM), vol. 19, no. 3, pp. 2652-2663, 2022.<\/p>\n\n\n\n

J9.<\/strong> L. M. Moreira Zorello, M. Sodano, S. Troia<\/strong>, and G. Maier, “Power-efficient baseband-function placement in latency-constrained 5G metro access<\/a>“, in IEEE Transactions on Green Communications and Networking (TGCN), vol. 6, no. 3, pp. 1683-1696, 2022.<\/p>\n\n\n\n

J8.<\/strong> N. Di Cicco, E. Furkan Mercan, O. Karandin, O. Ayoub, S. Troia<\/strong>, F. Musumeci, and M. Tornatore, “On Deep Reinforcement Learning for Static Routing and Wavelength Assignment<\/a>“, in IEEE Journal of Selected Topics in Quantum Electronics (JSTQE), vol. 28, no. 4, pp. 1-12, 2022.<\/p>\n\n\n\n

J7.<\/strong> S. Troia<\/strong>, A. F. R. Vanegas, L. M. M. Zorello, G. Maier, “Admission Control and Virtual Network Embedding in 5G Networks: a Deep Reinforcement-Learning approach<\/a>“, in IEEE Access, vol. 10, pp. 15860-15875, 2022.<\/p>\n\n\n\n

J6. S. Troia<\/strong>, F. Sapienza, L. Var\u00e9 and G. Maier, \u201c<\/strong>On Deep Reinforcement Learning for Traffic Engineering in SD-WAN<\/a>\u201d<\/strong>, in IEEE Journal on Selected Areas in Communications (JSAC), vol. 39, no. 7, pp. 2198 – 2212, 2020.<\/p>\n\n\n\n

J5. S. Troia<\/strong>, A. Cibari, R. Alvizu and G. Maier, \u201c<\/strong>Dynamic Programming of Network Slices in Software-Defined Metro-Core Optical Networks<\/a>\u201d<\/strong>, in Optical Switching and Networking (OSN), vol. 36, pp. 100551, 2020.<\/p>\n\n\n\n

J4.<\/strong> U. Paul, J. Liu, S. Troia<\/strong>, O. Falowo and G. Maier, \u201c<\/strong>Traffic-Profile and Machine Learning Based Regional Data Center Design and Operation for 5G Network<\/a>\u201d<\/strong>, in Journal of Communications and Networks (JCN) , vol. 21, no.6, pp. 569 – 583, 2019.<\/p>\n\n\n\n

J3. S. Troia<\/strong>, R. Alvizu and G. Maier, \u201c<\/strong>Reinforcement Learning for Service Function Chain Reconfiguration in NFV-SDN Metro-Core Optical Networks<\/a>\u201d<\/strong>, in IEEE Access, vol. 7, no. 1, pp. 167944 – 167957, 2019.<\/p>\n\n\n\n

J2.<\/strong> I. Mart\u00ecn, S. Troia<\/strong>, J. A. Hern\u00e0ndez, A. Rodr\u00ecguez, F. Musumeci, G. Maier, R. Alvizu, O. G. de Dios, \u201c<\/strong>Machine-Learning-Based Routing and Wavelength Assignment in Software-Defined Optical Networks<\/a>\u201d,<\/strong> in IEEE Transaction on Network Service and Management (TNSM), vol. 16, no. 3, pp. 871-883, July 2019.<\/p>\n\n\n\n

J1.<\/strong> R. Alvizu, S. Troia<\/strong>, G. Maier and A. Pattavina, \u201c<\/strong>Matheuristic with machine-learning-based prediction for software-defined mobile metro-core networks<\/a>\u201d<\/strong>, in IEEE\/OSA Journal of Optical Communications and Networking (JOCN), vol. 9, no. 9, pp. D19-D30, Sept. 2017.<\/p>\n<\/details>\n\n\n\n

Papers in International Conference Proceedings<\/strong><\/summary>\n

C56<\/strong> G. Sguotti, S. Troia<\/strong>, G. Maier, “Agentic AI CPE: Traffic Steering via Small Language Models and Zero-Shot Forecasting”, in Network Softwarization conference (NetSoft), Berlin, Germany, 2026.<\/p>\n\n\n\n

C55<\/strong>. L. Borgianni, S. Troia<\/strong>, D. Adami and S. Giordano, \u201cAn AI\u2013Driven SD-WAN Deployment for LEO Satellite and Terrestrial Network Integration\u201d, in IEEE\/IFIP Network Operations and Management Symposium (NOMS), Rome, Italy, 2026.<\/p>\n\n\n\n

C54.<\/strong> J. P. Asdikian, A. Amro, L. Mehyeddine, C. Natalino, I. Sbeity, G. Maier, P. Monti, S. Troia, <\/strong>O. Ayoub, “Verifying Behavior of Reinforcement Learning Agents for Network Slice Admission Control”, in 21st International Conference on Network and Service Management (CNSM), Bologna, Italy, 2025.<\/p>\n\n\n\n

C53.<\/strong> A. El Hachimi, A. Attarpour, G. Nanni, M. Ibrahimi, S. Troia<\/strong>, A. Sgambelluri, E. Paolini, M. Tornatore and F. Musumeci, “Demo: Design and Implementation of Hierarchical Cross-Domain Orchestration Using TeraFlowSDN”, in 21st International Conference on Network and Service Management (CNSM), Bologna, Italy, 2025.<\/p>\n\n\n\n

C52.<\/strong> L. Giacometti, I. Cerrato, H. Lu, F. Lucrezia, L. Oliva, T. Scordo, K. Selvamuthukumaran, G. Sguotti, S. Troia<\/strong>, G. Verticale, “A MARL Approach to Employ Intelligent Traffic Steering in SD-WAN”, in IEEE Conference on Standards for Communications and Networking (CSCN), Bologna, Italy, 2025.<\/p>\n\n\n\n

C51.<\/strong> K. Rezaei, O. Ayoub, S. Troia<\/strong>, F. Lelli, P. Monti, C. Natalino, “Generative Explainability for Next-Generation Networks: LLM-Augmented XAI with Mutual Feature Interactions”, in 21th International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob) – Workshops, Marrakech, Marocco, 2025.<\/p>\n\n\n\n

C50.<\/strong> L. Mehyeddine, C. Natalino, A. Amro, J. P. Asdikian, I. Sbeity, G. Maier, P. Monti, S. Troia<\/strong>, O. Ayoub, “Beyond Performance: Explaining Non-Intuitive Deep Reinforcement Learning Actions in Elastic Optical Networks”, in European Conference on Optical Communication (ECOC), Copenhagen, Denmark, 2025.<\/p>\n\n\n\n

C49.<\/strong> G. Sguotti, S. Troia<\/strong>, G. Maier, “Towards an Intelligent and Satellite-Integrated SD-WAN: A High-Performance and Availability-Aware Approach”, in PhD Symposium at Network Softwarization conference (NetSoft), Budapest, Hungary, 2025.<\/p>\n\n\n\n

C48.<\/strong> M. Li, S. Troia<\/strong>,  Y. Zhang, G. Maier, “Pair-Bid Auction Model for Optimized Network Slicing in 5G RAN”, in 2025 IEEE Symposium on Computers and Communications (ISCC) Workshop, Bologna, Italy, 2025.<\/p>\n\n\n\n

C47.<\/strong> G. Sguotti, S. Troia<\/strong>, G. Maier, “Mitigating Satellite Link Variability in SD-WAN using Constellation-Aware Edge Routing”, in International Conference on Transparent Optical Networks (ICTON), Barcelona, Spain, 2025.<\/p>\n\n\n\n

C46.<\/strong> O. Ayoub, C. Natalino, S. Troia<\/strong>, C. Rottondi, D. Andreoletti, F. Lelli, S. Giordano, P. Monti, “Natural Language Interpretability for ML-Based QoT Estimation via Large Language Models”, in International Conference on Transparent Optical Networks (ICTON), Barcelona, Spain, 2025.<\/p>\n\n\n\n

C45. <\/strong>M. Polverini, G.G. Sirico, F. G. Lavacca, A. Cianfrani, S. Troia<\/strong>, N. Di Cicco, M. Ibrahimi, “Guiding Network Function Virtualization Orchestration through the Digital Twin Technology”, in ENS Workshop at Network Softwarization conference (NetSoft), Budapest, Hungary, 2025.<\/p>\n\n\n\n

C44<\/strong> M. Li, J.P. Asdikian, S. Troia<\/strong>, C. Spatocco, G. Maier, “Demo: Adaptive Resource Allocation Simulator for Federated Learning in MEC-driven SD-WANs”, in Network Softwarization conference (NetSoft), Budapest, Hungary, 2025.<\/p>\n\n\n\n

C43<\/strong> G. Sguotti, S. Troia<\/strong>, G. Maier, “On the Service-Oriented Availability Analysis of Software Defined Wide Area Network”, in Network Softwarization conference (NetSoft), Budapest, Hungary, 2025. <\/p>\n\n\n\n

C42 <\/strong>G. Sguotti, S. Troia<\/strong>, M. Grieco, G. Maier, “An Open Source SD-WAN CPE with Fast Packet Processing and Secure Connectivity”, in IEEE High Performance Switching and Routing (HPSR) Workshops, Osaka, Japan, 2025. <\/p>\n\n\n\n

C41 S. Troia<\/strong>, M. G. Spina, G. Davoli, N. Giannini, A. Iera, G. Maier, “An Orchestration Platform for in-Network DDoS Attack Detection with P4 Programmable Switches”, in IEEE High Performance Switching and Routing (HPSR) Workshops, Osaka, Japan, 2025.<\/p>\n\n\n\n

C40.<\/strong> N. Di Cicco, M. Ibrahimi, S. Troia<\/strong>, F. Musumeci, M. Tornatore, “Open Implementation of a Large Language Model Pipeline for Automated Configuration of Software-Defined Optical Networks”, in European Conference on Optical Communication (ECOC), Frankfurt\/Main, Germany, 2024.<\/p>\n\n\n\n

C39. S. Troia<\/strong>, E. Gregorini, J.P. Asdikian, M. Li, G. Maier, “Real-time Delay Measurement in SD-WAN based on In-band Network Telemetry” in IEEE International Conference on High Performance Switching and Routing (HPSR), Pisa, Italy, 2024. <\/p>\n\n\n\n

C38.<\/strong> K. Selvamuthukumaran, M. Ibrahimi, S. Troia<\/strong>, M. Tornatore, F. Musumeci, “Automated Data Ingestion Framework for Enhanced Control and Maintenance of Optical Networks”, in International Conference on Transparent Optical Networks (ICTON), Bari, Italy, 2024.<\/p>\n\n\n\n

C37.<\/strong> J.P. Asdikian, D. Gjeka, Albert Pag\u00e8s, S. Troia<\/strong>, G. Maier, S. Spadaro, “Service Function Chain Resource Allocation and Offloading in Constrained Edge-Cloud Optical Networks”, in International Conference on Transparent Optical Networks (ICTON), Bari, Italy, 2024.<\/p>\n\n\n\n

C36.<\/strong> N. Ploch, S. Troia<\/strong>, W. Kellerer and G. Maier, “Edge-to-Cloud Federated Learning with Resource-Aware Model Aggregation in MEC”, IEEE International Conference on Communication Workshops (ICC Workshops), Denver, USA, 2024.<\/p>\n\n\n\n

C35.<\/strong> S. Troia<\/strong>, G. Maier and S. Bregni, “Experimental Evaluation of SD-WAN Performance in a Municipal Network Test Bed”, IEEE Latin-American Conference on Communications (LATINCOM), Panama City, Panama, 2023.<\/p>\n\n\n\n

C34.<\/strong> L. Borgianni, S. Troia<\/strong>, D. Adami, G. Maier and S. Giordano, “Assessing the Efficacy of Reinforcement Learning in Enhancing Quality of Service in SD-WANs”, IEEE Global Communications Conference (GLOBECOM), Kuala Lumpur, Malaysia, 2023<\/p>\n\n\n\n

C33. <\/strong>V. Karunakaran, J. M\u00fcller, F. Slyne, K. Kaeval, S. Troia<\/strong>, A. Autenrieth, D. C. Kilper, T. Bauschert, and M. Ruffini, “Model-based Service Provisioning in Optical Networks”, in European Conference on Optical Communication (ECOC), Glasgow, Scotland, 2023.<\/p>\n\n\n\n

C32.<\/strong> N. Ellsworth, S. Troia<\/strong>, T. Zhang, M. Tacca, G. Maier and A. Fumagalli, “Experimental Demonstration and Results of Cross-layer Monitoring Using OpenNOP: an Open Source Network Observability Platform<\/a>“, in International Conference on Transparent Optical Networks (ICTON), Bucarest, Romania, 2023.<\/p>\n\n\n\n

C31.<\/strong> L. M. M. Zorello, E. Eradatmand, S. Troia<\/strong>, A. Pattvina, Y. Zhang and G. Maier, “Auction-based network slicing for 5G RAN<\/a>“, in S4SI Workshop at Network Softwarization conference (NetSoft), Madrid, Spain, 2023.<\/p>\n\n\n\n

C30.<\/strong> L. Borgianni, S. Troia<\/strong>, D. Adami, G. Maier and S. Giordano, “From MPLS to SD-WAN to ensure QoS and QoE in cloud-based applications<\/a>“, in PhD Symposium at Network Softwarization conference (NetSoft), Madrid, Spain, 2023.<\/p>\n\n\n\n

C29.<\/strong> N. Ellsworth, T. Zhang, S. Troia<\/strong>, G. Maier and A. Fumagalli, “Enhancing cross layer monitoring on open optical transport networks<\/a>“, in Optical Fiber Communication Conference (OFC), San Diego, USA, 2023.<\/p>\n\n\n\n

C28.<\/strong> J. M\u00fcller, F. Slyne, K. Kaeval, S. Troia<\/strong>, T. Fehenberger, J\u00f6rg-Peter Elbers, D.C. Kilper, M. Ruffini and C. Mas-Machuca, “Experimental Demonstration of ML-Based DWDM System Margin Estimation<\/a>,” in Optical Fiber Communication Conference (OFC), San Diego, USA, 2023.<\/p>\n\n\n\n

C27. <\/strong>O. Ayoub, D. Andreoletti, S. Troia<\/strong>, S. Giordano, A. Bianco, C. Rottondi, “Quantifying Features’ Contribution for ML-based Quality-of-Transmission Estimation using Explainable AI<\/a>“, in European Conference on Optical Communication (ECOC), Basel, Switzerland, 2022.<\/p>\n\n\n\n

C26. <\/strong>K. Kaeval, F. Slyne, S. Troia<\/strong>, E. Kenny, J. P. Manresa, S. Patri, K. Grobe, G. Jervan, “Exploring End-of-Life Service Margins for Optical Spectrum Services<\/a>,” in European Conference on Optical Communication (ECOC), Basel, Switzerland, 2022.<\/p>\n\n\n\n

C25.<\/strong> L. Galluccio, C. Grasso, G. Maier, R. Raftopoulos, M. Savi, G. Schembra, S. Troia<\/strong>, “Reinforcement Learning for Resource Planning in Drone-Based Softwarized Networks<\/a>,” in Mediterranean Communication and Computer Networking Conference (MedComNet), Paphos, Cyprus, 2022.<\/p>\n\n\n\n

C24.<\/strong> A. Quran, S. Troia<\/strong>, O. Ayoub, N. Di Cicco, M. Tornatore, “A Reinforcement Learning-based Dynamic Bandwidth Allocation for XGS-PON Networks<\/a>,” in International Conference on Optical Network Design and Modelling (ONDM), Warsaw, Poland, 2022.<\/p>\n\n\n\n

C23.<\/strong> O. Ayoub, A. Bianco, D. Andreoletti, S. Troia<\/strong>, S. Giordano and C. Rottondi, “On the Application of Explainable Artificial Intelligence to Lightpath QoT Estimation<\/a>,” in Optical Fiber Communication Conference (OFC), San Diego, USA, 2022.<\/p>\n\n\n\n

C22. <\/strong>S. Troia<\/strong>, M. Mazzara, L. M. M. Zorello, G. Maier, “Performance Evaluation of Overlay Networking for delay-sensitive services in SD-WAN<\/a>“, in IEEE International Mediterranean Conference on Communications and Networking (MeditCom), virtual conference, Athens, Greece, 2021.<\/p>\n\n\n\n

C21. <\/strong>S. Troia<\/strong>, L. M. M. Zorello, G. Maier, “SD-WAN: how the control of the network can be shifted from core to edge<\/a>“, in International Conference on Optical Network Design and Modelling (ONDM), virtual conference, Gothenburg, Sweden, 2021.<\/p>\n\n\n\n

C20. <\/strong>S. Troia, <\/strong>M. Mazzara, L. M. M. Zorello, A. Pattavina, \u201cResiliency in SD-WAN with eBPF Monitoring: Municipal Network and Video Streaming Use Cases<\/a>\u201d, in 17th International Conference on the Design of Reliable Communication Networks (DRCN), virtual conference, Milan, Italy, 2021.<\/p>\n\n\n\n

C19. <\/strong>L. M. M. Zorello, S. Troia, <\/strong>S. Giannotti, R. Alvizu, S. Bregni, G. Maier, \u201cOn the Network Slicing for Enterprise Services with Hybrid SDN<\/a>\u201d, in 12th IEEE Latin-American Conference on Communications, virtual conference, Bogot\u00e1, Colombia, 2020.<\/p>\n\n\n\n

C18. <\/strong>E. Zaccaro, L. Ronchetti, A. Lometti, S. Troia<\/strong>, S. Bregni, \u201cPerformance Evaluation of PTP Synchronization Networks for 5G Front\/Mid-Haul Transport<\/a>\u201d, in 12th IEEE Latin-American Conference on Communications, virtual conference, Bogot\u00e1, Colombia, 2020.<\/strong><\/p>\n\n\n\n

C17. <\/strong>S. Troia<\/strong>, L. M. M. Zorello, A. Maralit, G. Maier, \u201cSD-WAN: an Open-Source Implementation for Enterprise Networking Services<\/a>\u201d, in 22th International Conference on Transparent Optical Networks (ICTON), virtual conference, Bari, Italy, 2020.<\/p>\n\n\n\n

C16. <\/strong>L. M. M. Zorello, S. Troia<\/strong>, M. Quagliotti, G. Maier, “Power-aware Optimization of Baseband-Function Placement in Cloud Radio Access Networks<\/a>“, in International Conference on Optical Network Design and Modelling (ONDM), virtual conference, Castelldefels, Barcelona, Spain, 2020.<\/p>\n\n\n\n

C15. <\/strong>G. Maier, L. Askari, S. Troia<\/strong>, L. M. M. Zorello, F. Musumeci, M. Tornatore, \u201cReconfiguration of VNF Placement in an Optical Metro Network by a Modular Planning Tool<\/a>\u201d, in Optical Fiber Communication Conference (OFC), virtual conference, San Diego, USA, 2020.<\/p>\n\n\n\n

C14. S. Troia<\/strong>, L. M. M. Zorello, G. Maier, G. Verticale, P. Giaccone, \u201cPortable MiniLab for Hands-on Experimentation with Software Defined Networking<\/a>\u201d, in the International Conference on Telecommunications (ConTEL), Graz, Austria, 2019.<\/p>\n\n\n\n

C13. S. Troia<\/strong>, A. Cibari, R. Alvizu, \u201cDynamic Network Slicing Based on Tidal Traffic Patterns in Metro-Core Optical Networks<\/a>\u201d , in IEEE High Performance Switching and Routing (HPSR) conference, Xi\u2019An, China, 2019.<\/p>\n\n\n\n

C12. S. Troia<\/strong>, D. Eugui, I. Mart\u00edn, L. M. M. Zorello, G. Maier, J. A. Hern\u00e1ndez, O. G. de Dios, M. Garrich, J. L. Romero-G\u00e1zquez, F.-J. Moreno-Muro, P. P. Mari\u00f1o, R. Casellas, \u201cMachine Learning-assisted Planning and Provisioning for SDN\/NFV-enabled Metropolitan Networks<\/a>\u201d, in European Conference on Networks and Communications (EuCNC), Valencia, Spain, 2019.<\/p>\n\n\n\n

C11. <\/strong>D. Andreoletti, S. Troia<\/strong>, F. Musumeci, S. Giordano, G. Maier, and M. Tornatore, “Network Traffic Prediction based on Diffusion Convolutional Recurrent Neural Networks<\/a>\u201d, in International Conference on Computer Communications (INFOCOM) Network Intelligence Workshop, Paris, France, 2019.<\/p>\n\n\n\n

C10. S. Troia<\/strong>, A. Giorgetti, A. Sgambelluri, G. Maier, \u201cDynamic Virtual Network Function Placement over a Software-Defined Optical Network<\/a>\u201d, in Optical Fiber Communication Conference (OFC), San Diego, USA, 2019.<\/p>\n\n\n\n

C9. S. Troia<\/strong>, A Rodriguez, R Alvizu, G Maier, \u201cSENATUS: an experimental SDN\/NFV Orchestrator<\/a>\u201d, in IEEE NFV-SDN, Verona, Italy, 2018.<\/p>\n\n\n\n

C8. S. Troia<\/strong>, A Rodriguez, I Mart\u0131n, JA Hern\u00e1ndez, OG de Dios, R Alvizu, F Musumeci, G Maier, OG de Dios, \u201cMachine-Learning-Assisted Routing in SDN-based Optical Networks<\/a>\u201d, in European Conference on Optical Communication (ECOC), Rome, Italy, 2018.<\/p>\n\n\n\n

C7. <\/strong>M Ignacio, JA Hern\u00e1ndez, S. Troia<\/strong>, F Musumeci, GA Maier, OG de Dios, \u201cIs Machine Learning Suitable for Solving RWA Problems in Optical Networks?<\/a>\u201d, in European Conference on Optical Communication (ECOC), Rome, Italy, 2018.<\/p>\n\n\n\n

C6. <\/strong>R. Alvizu, S. Troia<\/strong>, G. Maier, A. Pattavina, \u201cMachine-Learning-Based Prediction and Optimization of Mobile Metro-Core Networks<\/a>\u201d, inIEEE Photonics Society Summer Topical Meeting Series (SUM), Waikoloa Village, HI, USA, 2018.<\/p>\n\n\n\n

C5. <\/strong>R. Alvizu, V. Soto, S. Troia<\/strong>, G. Maier, \u201cEnabling multipath optical routing with hybrid differential delay compensation<\/a>\u201d, in 20th International Conference on Transparent Optical Networks (ICTON), Bucharest, Romania, 2018.<\/p>\n\n\n\n

C4. S. Troia<\/strong>, R. Alvizu, Y. Zhou, G. Maier and A. Pattavina, \u201cDeep Learning-based Traffic Prediction for Network Optimization<\/a>\u201d, in 20th International Conference on Transparent Optical Networks (ICTON), Bucharest, Romania, 2018.<\/p>\n\n\n\n

C3. <\/strong>R. Alvizu, S. Troia<\/strong>, V. M. Nguyen, G. Maier, and A. Pattavina, “Network Orchestration for Dynamic Network Slicing for Fixed and Mobile Vertical Services<\/a>“, in Optical Fiber Communication Conference (OFC), San Diego, USA, 2018.<\/p>\n\n\n\n

C2. <\/strong>R. Alvizu, G. Maier, S. Troia<\/strong>, Van Minh Nguyen and A. Pattavina, \u201cSDN-based network orchestration for new dynamic Enterprise Networking services<\/a>\u201d, in 19th International Conference on Transparent Optical Networks (ICTON), Girona, Spain, 2017.<\/p>\n\n\n\n

C1. S. Troia<\/strong>, Gao Sheng, R. Alvizu, G. A. Maier and A. Pattavina, \u201cIdentification of tidal-traffic patterns in metro-area mobile networks via Matrix Factorization based model<\/a>\u201d, in IEEE International Conference on Pervasive Computing and CommunicationsWorkshops (PerCom Workshops), Kona, HI, 2017.<\/p>\n<\/details>\n\n\n\n

Book chapters<\/strong><\/summary>\n

BC4.<\/strong> C. Rottondi, F. Musumeci, R. Proietti, S. Troia<\/strong>, A. D\u2019Amico, “Machine Learning for future optical network automation<\/a>“, Chapter of CNIT technical report: Advances in Optical Communications: From Integrated Photonics to Optical Systems and Networks, 2023.<\/p>\n\n\n\n

BC3.<\/strong> L. M. M. Zorello, S. Troia <\/strong>and G. Maier, “Machine-Learning-Aided Resource Allocation in 5G Metro Networks<\/a>“, Chapter 7 of CNIT technical report 07-Machine Learning and 5G\/6G Networks: Interplay and Synergies, pp. 113-125, 2021.<\/p>\n\n\n\n

BC2.<\/strong> S. Troia<\/strong>, “Machine-Learning Defined Networking: Towards Intelligent Networks<\/a>“, Chapter 1 of Special Topics in Information Technology (link<\/a>), pp. 3-12, Springer, Cham, 2021.<\/p>\n\n\n\n

BC1.<\/strong> S. Troia <\/strong>and G. Maier, “Software Defined Wide Area Networking (SD-WAN)<\/a>“, Chapter 14 of CNIT technical report 06-Network Programmability: a (R)evolutionary Approach, pp. 253-270, 2020.<\/p>\n<\/details>\n\n\n\n

Patents<\/strong><\/summary>\n

P1<\/strong> S. Troia<\/strong>, G. Maier, and J. P. Asdikian, \u201cManagement of In-Network Machine Learning by
Software-Defined Networking<\/a>,\u201d Italian Patent 102025000015313, Jan. 1, 2025<\/p>\n\n\n\n

<\/p>\n<\/details>\n\n\n\n

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