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

Professor's office hours
D.E.I.3333WednesdayFrom 11:30
To 12:30
Professor's 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 2023 (Show all details | Hide all details)
Type Title of the Publicaiton/Product
Conference proceedings
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 >>)
Machine Learning-Based Line-Of-Sight Prediction in Urban Manhattan-Like Environments (Show >>)
Quantum Key Distribution with Trusted Relay using an ETSI-compliant Software-Defined Controller (Show >>)
Journal Articles
Experimental impact of power re-optimization in a mesh network (Show >>)
Minimizing the cost of hierarchical optical transport network traffic grooming boards in metro networks (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 >>)
Routing, Channel, Key-Rate and Time-Slot Assignment for QKD in Optical 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 >>)

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 Assigment (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 >>)
Progressive Slice Recovery With Guaranteed Slice Connectivity After Massive Failures (Show >>)
QoT-Aware Optical Amplifier Placement in Filterless Metro Networks (Show >>)
Supervised and Semi-Supervised Learning for Failure Identification in Microwave Networks (Show >>)
Survivable Virtual Network Mapping with Fiber Tree Establishment in Filterless Optical 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 >>)

List of publications and reserach products for the year 2019 (Show all details | Hide all details)
Type Title of the Publicaiton/Product
Method for monitoring an optical communications system (Show >>)
Conference proceedings
A Techno-Economic Evaluation of VNF Placement Strategies in Optical Metro Networks (Show >>)
Achieving a Fully-Flexible Virtual Network Embedding in Elastic Optical Networks (Show >>)
An Open Privacy-Preserving and Scalable Protocol for a Network-Neutrality Compliant Caching (Show >>)
Caching Placement Strategies for Dynamic Content Delivery in Metro Area Networks (Show >>)
DU/CU Placement for C-RAN over Optical Metro-Aggregation Networks (Show >>)
Demand-adaptive VNF placement and scheduling with low latency in optical datacenter networks (Show >>)
Efficient Online Virtual Machines Migration for Alert-Based Disaster Resilience (Show >>)
Energy-Efficient BaseBand Processing via vBBU Migration in Virtualized Cloud-Fog RAN (Show >>)
Latency-Aware Traffic Grooming for Dynamic Service Chaining in Metro Networks (Show >>)
Logical Network Mapping With Content Connectivity Against Multiple Link Failures in Optical Metro Networks (Show >>)
Network Traffic Prediction based on Diffusion Convolutional Recurrent Neural Networks (Show >>)
Privacy-Preserving Caching in ISP Networks (Show >>)
Reliable Slicing of 5G Transport Networks with Dedicated Protection (Show >>)
Routing and Spectrum Allocation with Amplifier Placement in Elastic Metro-Aggregation Networks (Show >>)
Routing and Spectrum Assignment Integrating Machine-Learning-Based QoT Estimation in Elastic Optical Networks (Show >>)
Slice-Aware Service Restoration with Recovery Trucks for Optical Metro-Access Networks (Show >>)
Using Active Learning to Decrease Probes for QoT Estimation in Optical Networks (Show >>)
Virtual Network Embedding with Path-based Latency Guarantees in Elastic Optical Networks (Show >>)
Virtualized Controller Placement for Multi-Domain Optical Transport Networks (Show >>)
Journal Articles
A Privacy-Preserving Protocol for Network-Neutral Caching in ISP Networks (Show >>)
A Tutorial on Machine Learning for Failure Management in Optical Networks (Show >>)
An Overview on Application of Machine Learning Techniques in Optical Networks (Show >>)
Crosstalk-aware core and spectrum assignment in a multicore optical link with flexible grid (Show >>)
Data evacuation from data centers in disaster-affected regions through software-defined satellite networks (Show >>)
Edge Computing and Networking: A Survey on Infrastructures and Applications (Show >>)
Energy-Efficient Video-On-Demand Content Caching and Distribution in Metro Area Networks (Show >>)
Impact of Processing-Resource Sharing on the Placement of Chained Virtual Network Functions (Show >>)
Latency-Aware CU Placement/Handover in Dynamic WDM Access-Aggregation Networks (Show >>)
Low-Latency and Energy-Efficient BBU Placement and VPON Formation in Virtualized Cloud-Fog RAN (Show >>)
Provisioning Short-Term Traffic Fluctuations in Elastic Optical Networks (Show >>)
Resilient BBU placement in 5G C-RAN over optical aggregation networks (Show >>)
Transceivers and Spectrum Usage Minimization in Few-Mode Optical Networks (Show >>)
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