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Information on didactic, research and institutional assignments on this page are certified by the University; more information, prepared by the lecturer, are available on the personal web page and in the curriculum vitae indicated on this webpage.
LecturerTornatore Massimo
QualificationFull professor full time
Belonging DepartmentDipartimento di Elettronica, Informazione e Bioingegneria
Scientific-Disciplinary SectorIINF-03/A - Telecommunications
Curriculum VitaeDownload CV (217.02Kb - 01/10/2016)

Office hours
D.E.I.3333WednesdayFrom 11:30
To 12:30
Personal websitehttp://home.dei.polimi.it/tornator/

Data source: RE.PUBLIC@POLIMI - Research Publications at Politecnico di Milano

List of publications and reserach products for the year 2024 (Show all details | Hide all details)
Type Title of the Publicaiton/Product
Conference proceedings
Hollow-Core-Fiber Placement in Latency-Constrained Metro Networks with edgeDCs (Show >>)
Network for AI: Communication-Efficient Federated Learning with MST-based Scheduling and Multi-Aggregation over Optical Networks (Show >>)
Resource Re-Allocation for Pre-Planned Power Outages in Optical Networks (Show >>)
Throughput Increase in Multi-Fiber Networks using Partial Lane-Change Capabilities (Show >>)
Throughput Maximization in (C+L+S) Networks with Incremental Deployment of HFAs and 3Rs (Show >>)
Journal Articles
Digital-twin-assisted meta learning for soft-failure localization in ROADM-based optical networks (Show >>)
Machine Learning for Failure Management in Microwave Networks: A Data-Centric Approach (Show >>)
Routing, Channel, Key-Rate, and Time-Slot Assignment for QKD in Optical Networks (Show >>)

List of publications and reserach products for the year 2023 (Show all details | Hide all details)
Type Title of the Publicaiton/Product
Poster: Continual Network Learning (Show >>)
Conference proceedings
A Novel Strategy of Carrier Cooperation with Coordinated Scheduling for Swift Failure/Disaster Recovery (Show >>)
Adaptive Entanglement Routing for Quantum Networks with Cutoff (Show >>)
An effective Strategy for Link Upgrade from C to C+L Band in Elastic Optical Backbone Networks (Show >>)
Cost and Power-Consumption Analysis for Power Profile Monitoring in Optical Networks (Show >>)
Cross-Task and Cross-Lightpath Failure Detection and Localization in Optical Networks Using Transfer Learning (Show >>)
DRL-FORCH: A Scalable Deep Reinforcement Learning-based Fog Computing Orchestrator (Show >>)
Evaluation of Power Consumption in 5G Networks at sub-6 GHz and mmWave (Show >>)
Experimental Assessment of Reversibility-Aware Deep Reinforcement Learning for Optical Data Center Network Recon figuration (Show >>)
Impact of WDM-Band Drop on $\mathrm{S}+\mathrm{C}+\mathrm{L}$ Multi-Band Optical Transmission Systems (Show >>)
ML-Assisted Restoration Planning and Upgrade with Low Design Margins (Show >>)
Machine Learning-Based Line-Of-Sight Prediction in Urban Manhattan-Like Environments (Show >>)
Machine-Learning-Assisted Failure Prediction in Microwave Networks based on Equipment Alarms (Show >>)
Meta-Learning-based Failure Localization with Digital-Twin-enabled Multi-Mirror Models in Optical Networks (Show >>)
Progressive Quantum Key Distribution Network Recovery after Massive Failures (Show >>)
Protection of Inter-ONU Connectivity in Advanced PON with Minimum Trenching Cost (Show >>)
Quantum Key Distribution with Trusted Relay using an ETSI-compliant Software-Defined Controller (Show >>)
Resource Allocation in Optical Networks with Mode Group Division Multiplexing and Light Trail (Show >>)
Uncertainty-Aware QoT Forecasting in Optical Networks with Bayesian Recurrent Neural Networks (Show >>)
Vertical Split Learning-Based Identification and Explainable Deep Learning-Based Localization of Failures in Multi-Domain NFV Systems (Show >>)
Journal Articles
DRL-Assisted Reoptimization of Network Slice Embedding on EON-Enabled Transport Networks (Show >>)
DeepLS: Local Search for Network Optimization based on Lightweight Deep Reinforcement Learning (Show >>)
Dual-Stage Planning for Elastic Optical Networks Integrating Machine-Learning-Assisted QoT Estimation (Show >>)
Experimental impact of power re-optimization in a mesh network (Show >>)
Guest Editors’ Introduction: Special Section on Robust and Reliable Networks of the Future (Show >>)
IC-QKD: An Information-Centric Quantum Key Distribution Network (Show >>)
Infrastructure-efficient Virtual-Machine Placement and Workload Assignment in Cooperative Edge-Cloud Computing Over Backhaul Networks (Show >>)
Maximizing Revenue With Adaptive Modulation and Multiple FECs in Flexible Optical Networks (Show >>)
Minimizing the cost of hierarchical optical transport network traffic grooming boards in metro networks (Show >>)
Multi-Band Measurements for Deep Learning-Based Dynamic Channel Prediction and Simulation (Show >>)
Probabilistic low-margin optical-network design with multiple physical-layer parameter uncertainties (Show >>)
Real-Time 59.2 Tb/s Unrepeated Transmission Over 201.6 km Using Ultra-Wideband SOA as High-Power Booster (Show >>)
Reliable Provisioning With Degraded Service Using Multipath Routing From Multiple Data Centers in Optical Metro Networks (Show >>)
Resource-efficient protection scheme for optical service units in fifth-generation fixed networks (Show >>)
Selective hybrid EDFA/Raman amplifier placement to mitigate lightpath degradation in (C + L) networks (Show >>)
Towards explainable artificial intelligence in optical networks: the use case of lightpath QoT estimation (Show >>)
Vehicle-to-Everything (V2X) Datasets for Machine Learning-Based Predictive Quality of Service (Show >>)

List of publications and reserach products for the year 2022 (Show all details | Hide all details)
Type Title of the Publicaiton/Product
Conference proceedings
A Pragmatic Power-Consumption Analysis for IPoWDM Networks with ZR/ZR+ Modules (Show >>)
A Reinforcement Learning-based Dynamic Bandwidth Allocation for XGS-PON Networks (Show >>)
Anomaly Detection and Localization in NFV Systems: an Unsupervised Learning Approach (Show >>)
Availability Evaluation of Service Function Chains Under Different Protection Schemes (Show >>)
Calibrated Probabilistic QoT Regression for Unestablished Lightpaths in Optical Networks (Show >>)
Datacenter-Carrier Cooperation over Optical Networks during Disaster Recovery (Show >>)
Experimental Demonstration of Multipath and Continuous Repetition in Optical Packet/Circuit Networks (Show >>)
Federated-Learning-Assisted Failure-Cause Identification in Microwave Networks (Show >>)
If Not Here, There. Explaining Machine Learning Models for Fault Localization in Optical Networks (Show >>)
Joint Routing, Channel, and Key-Rate Assignment for Resource-Efficient QKD Networking (Show >>)
Low-Margin Optical-Network Design with Multiple Physical-Layer Parameter Uncertainties (Show >>)
Minimizing Cost of Hierarchical OTN Traffic Grooming Boards in Mesh Networks (Show >>)
On Using Explainable Artificial Intelligence for Failure Identification in Microwave Networks (Show >>)
Selective Hybrid EDFA/Raman Amplifier Placement to Avoid Lightpath Degradation in (C+L) Networks (Show >>)
Spectrum and Cost Savings from Beyond-100Gbaud Optical Transponders (Show >>)
Strategic Cooperation among Datacenter Providers and Optical-Network Carriers for Disaster Recovery (Show >>)
Journal Articles
Coflow scheduling and placement for packet-switched optical datacenter networks (Show >>)
Domain adaptation and transfer learning for failure detection and failure-cause identification in optical networks across different lightpaths (Show >>)
Dynamic Decomposition of Service Function Chain Using a Deep Reinforcement Learning Approach (Show >>)
Explainable Artificial Intelligence in communication networks: A use case for failure identification in microwave networks (Show >>)
Flexible Technologies to Increase Optical Network Capacity (Show >>)
Guest Editors Introduction: Special Section on Recent Advances in the Design and Management of Reliable Communication Networks (Show >>)
Machine-Learning-Enabled DDoS Attacks Detection in P4 Programmable Networks (Show >>)
Minimizing equipment and energy cost in mixed 10G and 100G/200G filterless horseshoe networks with hierarchical OTN boards (Show >>)
Multilayer protection-at-lightpath for reliable slicing with isolation in optical metro-aggregation networks (Show >>)
On Deep Reinforcement Learning for Static Routing and Wavelength Assignment (Show >>)
Progressive Slice Recovery With Guaranteed Slice Connectivity After Massive Failures (Show >>)
Survivable Virtual Network Mapping with Fiber Tree Establishment in Filterless Optical Networks (Show >>)
Tutorial on filterless optical networks [Invited] (Show >>)

List of publications and reserach products for the year 2021 (Show all details | Hide all details)
Type Title of the Publicaiton/Product
Abstract in Rivista
Machine Learning Algorithms Based on Haplotype Libraries for Classification of Stillbirth Susceptibility in Holstein Cows (Show >>)
Abstract in Atti di convegno
An Approach to Large-scale Disaster-Resilient Optical Networks with Openness and Disaggregation (Show >>)
Conference proceedings
C to C+L Bands Upgrade with Resource Re-provisioning in Optical Backbone Networks (Show >>)
Cross-Layer Design to Optimize Optical Amplifier Placement in Metro Networks (Show >>)
Experimental Demonstration of Suppression of Cascaded Performance Degradation in Multi-core Fiber Networks with Burst-mode EDFA (Show >>)
Optical Metro Network Design with Low Cost of Equipment (Show >>)
Protection Strategies for Dynamic VNF Placement and Service Chaining (Show >>)
Quantifying Resource Savings from Low-Margin Design in Optical Networks with Probabilistic Constellation Shaping (Show >>)
Reliable Provisioning for Dynamic Content Requests in Optical Metro Networks (Show >>)
Reoptimizing Network Slice Embedding on EON-enabled Transport Networks (Show >>)
Strategies for Dedicated Path Protection in Filterless Optical Networks (Show >>)
Survivable Virtual Network Mapping against Double-Link Failures Based on Virtual Network Capacity Sharing (Show >>)
Virtual Network Mapping vs Embedding with Link Protection in Filterless Optical Networks (Show >>)
Journal Articles
A novel bandwidth allocation scheme for OTSS-enabled flex-grid intra-datacenter networks (Show >>)
C+L-band upgrade strategies to sustain traffic growth in optical backbone networks (Show >>)
Cascading-failure-resilient interconnection for interdependent power grid - Optical network (Show >>)
Comparison of domain adaptation and active learning techniques for quality of transmission estimation with small-sized training datasets [Invited] (Show >>)
Disaster resilience of optical networks: State of the art, challenges, and opportunities (Show >>)
Dynamic secret-key provisioning in quantum-secured passive optical networks (PONs) (Show >>)
Energy-Efficient vBBU Migration and Wavelength Reassignment in Cloud-Fog RAN (Show >>)
Guest Editorial Latest Advances in Optical Networks for 5G Communications and beyond (Show >>)
Guest Editors' Introduction: Special Section on Design and Management of Reliable Communication Networks (Show >>)
Intelligent Reflecting Surface Assisted Anti-Jamming Communications: A Fast Reinforcement Learning Approach (Show >>)
Machine learning regression for QoT estimation of unestablished lightpaths (Show >>)
Network-Based Contact Tracing for Detection of Covid-19 Contagions: A Privacy-Preserving Approach (Show >>)
Online Virtual Machine Evacuation for Disaster Resilience in Inter-Data Center Networks (Show >>)
QoT-Aware Optical Amplifier Placement in Filterless Metro Networks (Show >>)
Supervised and Semi-Supervised Learning for Failure Identification in Microwave Networks (Show >>)

List of publications and reserach products for the year 2020 (Show all details | Hide all details)
Type Title of the Publicaiton/Product
Contributions on scientific books
Alert-Based Network Reconfiguration and Data Evacuation (Show >>)
Fundamentals of Communication Networks Resilience to Disasters and Massive Disruptions (Show >>)
Reliable Control and Data Planes for Softwarized Networks (Show >>)
Resilient NFV Technology and Solutions (Show >>)
Conference proceedings
A Techno-Economic Comparison of Filterless and Wavelength-Switched Optical Metro Networks (Show >>)
Active vs Transfer Learning Approaches for QoT Estimation with Small Training Datasets (Show >>)
Deferred Protection of Deadline-Driven Requests in Inter-Datacenter Elastic Optical Networks (Show >>)
Disruption-minimized Re-adaptation of Virtual Links in Elastic Optical Networks (Show >>)
Dynamic DU/CU Placement for 3-layer C-RANs in Optical Metro-Access Networks (Show >>)
Experimental Demonstration of Optical Multicast Packet Transmissions in Optical Packet/Circuit Integrated Networks (Show >>)
Intelligent Reflecting Surface Assisted Anti-Jamming Communications Based on Reinforcement Learning (Show >>)
Machine Learning Regression vs. Classification for QoT Estimation of Unestablished Lightpaths (Show >>)
Machine-learning-assisted DDoS attack detection with P4 language (Show >>)
Privacy-Preserving Multi-Operator Contact Tracing for Early Detection of Covid19 Contagions (Show >>)
Reconfiguration of VNF Placement in an Optical Metro Network by a Modular Planning Tool (Show >>)
Reliable Slicing with Isolation in Optical Metro-Aggregation Networks (Show >>)
Survivable Virtual Network Mapping in Filterless Optical Networks (Show >>)
Towards explainable artificial intelligence for network function virtualization (Show >>)
Traffic-Adaptive Re-Configuration of Programmable Filterless Optical Networks (Show >>)
Transfer Learning across Different Lightpaths for Failure-Cause Identification in Optical Networks (Show >>)
Scientific Books
Handbook of Optical Networks (Show >>)
Journal Articles
A Privacy-Preserving Reinforcement Learning Algorithm for Multi-Domain Virtual Network Embedding (Show >>)
Auto-Scaling Network Service Chains Using Machine Learning and Negotiation Game (Show >>)
Cost-Efficient VNF Placement and Scheduling in Public Cloud Networks (Show >>)
Dynamic 5G RAN slice adjustment and migration based on traffic prediction in WDM metro-aggregation networks (Show >>)
Dynamic routing, spectrum, and modulation-format allocation in mixed-grid optical networks (Show >>)
Emergency OPM Recreation and Telemetry for Disaster Recovery in Optical Networks (Show >>)
Fragmentation-Aware Algorithm with Bordering Super-Channels in Spectrally/Spatially-Flexible Optical Networks (Show >>)
Isolation-Aware 5G RAN Slice Mapping over WDM Metro-Aggregation Networks (Show >>)
Joint Optimization of Survivability and Energy Efficiency in 5G C-RAN with mm-Wave Based RRH (Show >>)
Joint Progressive Network and Datacenter Recovery after Large-Scale Disasters (Show >>)
Latency- and capacity-aware placement of chained Virtual Network Functions in FMC metro networks (Show >>)
Measurement and control of geo-location privacy on Twitter (Show >>)
Minimum-Cost Optical Amplifier Placement in Metro Networks (Show >>)
On Dynamic Service Chaining in Filterless Optical Metro-Aggregation Networks (Show >>)
Optimal cache deployment for video-on-demand in optical metro edge nodes under limited storage capacity (Show >>)
Reducing probes for quality of transmission estimation in optical networks with active learning (Show >>)
Reliable Slicing of 5G Transport Networks with Bandwidth Squeezing and Multi-Path Provisioning (Show >>)
Reprovisioning for Latency-aware Dynamic Service Chaining in Metro Networks (Show >>)
Survivable virtual network mapping with content connectivity against multiple link failures in optical metro networks (Show >>)
Virtualized controller placement for multi-domain optical transport networks using machine learning (Show >>)
manifesti v. 3.7.1 / 3.7.1
Area Servizi ICT