VERGE

Edge computing evolution

Edge computing involves an ecosystem of highly heterogeneous computing elements, which may be located practically everywhere across the path between the end-devices, the access network and the central cloud. In this context, the EU-funded VERGE project will design a flexible, modular and converged edge platform to support distributed AI at the edge. Focusing on security, privacy and trustworthiness, VERGE will carry out two use cases. The first will cover mixed reality driven edge-enabled industrial Beyond 5G applications in Turkey. The second will study edge-assisted autonomous tram operations in Italy. Results will be disseminated to academia, industry and the wider stakeholder community.

Project domains

Interaction & Enabling Technologies
5G
AI / ML
Cloud / Edge
Connectivity / networking
Mixed Reality
Sectors
Cybersecurity
Manufacturing
Data Processing and IPR
Personal data

Publications

Title Type of output
On the Deployment of an AI-driven Power Control Mechanism for D-MIMO in Beyond 5G Scenarios Conference proceedings
A Flexible, Efficient and Robust Method for AI-driven Power Control in D-MIMO Conference proceedings
AI/ML as a Key Enabler of 6G Networks: Methodology, Approach and AI-Mechanisms in SNS JU Other
A Transfer Reinforcement Learning Approach for Capacity Sharing in Beyond 5G Networks Peer reviewed articles
Space and time user distribution measurements dataset in a university campus Peer reviewed articles
Adaptive Federated Pruning in Hierarchical Wireless Networks Peer reviewed articles
Forecasting Trends in Cloud-Edge Computing: Unleashing the Power of Attention Mechanisms Peer reviewed articles
AERO: Adaptive Edge-Cloud Orchestration With a Sub-1K-Parameter Forecasting Model Peer reviewed articles
Knowledge Transfer for Collaborative Misbehavior Detection in Untrusted Vehicular Environments Peer reviewed articles
Attention-Driven AI Model Generalization for Workload Forecasting in the Compute Continuum Peer reviewed articles
Enhancing Open RAN Operations: The Role of Probabilistic Forecasting in Network Analysis Peer reviewed articles
Federated Learning and Meta-Learning: Approaches, Applications, and Directions Peer reviewed articles
TENET: a new hybrid network architecture for adversarial defense Peer reviewed articles
Goal-Oriented Semantic Communications for Avatar-Centric Augmented Reality Peer reviewed articles
Threat Modeling of AI-as-a-Service Framework Conference proceedings
Deep Reinforcement Learning-Based Adversarial Defense in Vehicular Communication Systems Conference proceedings
Task-oriented and Semantics-aware Communications for Augmented Reality Conference proceedings
Enhancing Cloud-Native Resource Allocation with Probabilistic Forecasting Techniques in O-RAN Conference proceedings
Asynchronous Federated Learning via Over-the-Air Computation Conference proceedings
Emergent Communication Protocol Learning for Task Offloading in Industrial Internet of Things Conference proceedings
Optimization of Distinct Time-Series Neural Architectures for Cloud-Edge Workload Prediction Conference proceedings
Federated Learning Games for Reconfigurable Intelligent Surfaces via Causal Representations Conference proceedings
Edge4AI: Enabling intelligent edge automation and AI lifecycle management for Beyond 5G networks Conference proceedings
Deep Neural Network Model for Dynamic Functional Split Management in Beyond 5G Conference proceedings
Joint UPF and Application Placement in Multi-Slice Edge Networks: A Reinforcement Learning Strategy Conference proceedings
Digital Twin as a Service for 6G Radio Access Networks: Functional Model and Key Challenges Conference proceedings
Advancing Orchestration: Leveraging Distance Functions to Meet Application Intents Conference proceedings
5G/6G Technology Capabilities Designed for Secure Edge Network: Smart City Use Cases of Turkcell Conference proceedings
Advanced Edge Computing Architecture for AI-Driven Automation and Slicing in Beyond 5G Conference proceedings
Joint Model Pruning and Resource Allocation for Wireless Time-triggered Federated Learning Conference proceedings
Low Layer Functional Split Management in 5G and Beyond: Architecture and Self-adaptation Conference proceedings
Towards Trustworthy Reinforcement Learning-based Resource Management in Beyond 5G Conference proceedings
On the Impact of PRB Load Uncertainty Forecasting for Sustainable Open RAN Conference proceedings
Resource Optimization for Tail-Based Control in Wireless Networked Control Systems Conference proceedings
Micro-Orchestration of RAN Functions Accelerated in FPGA SoC Devices Conference proceedings
ReLVaaS: Verification-as-a-Service to Analyze Trustworthiness of RL-based Solutions in 6G Networks Conference proceedings
An Evolutionary Edge Computing Architecture for Beyond 5G Era Conference proceedings
AI-Powered Edge Computing Evolution for Beyond 5G Communication Networks Conference proceedings
Sample-Efficient Blockage Prediction and Handover Using Causal Reinforcement Learning Conference proceedings
XAI-driven Model Design for Resource Utilization Forecasting in Cloud-native 6G Networks Conference proceedings
Causal Policy Gradient for End-to-End Communication Systems Conference proceedings
The Use Case of Beyond-5G and Edge Computing for XR-driven Collaborative Design Conference proceedings
Expanding Edge Computing deeper into Beyond 5G Radio Access Networks Conference proceedings
Wireless Time-Triggered Federated Learning with Adaptive Local Training Optimization Conference proceedings
On the use of Probabilistic Forecasting for Network Analysis in Open RAN Conference proceedings
European Vision for the 6G Network Ecosystem Other
Network & Service Management Advancements - Key frameworks and Interfaces towards open, Intelligent and reliable 6G networks Other
Sustainability in SNS JU Projects - Targets, Methodologies, Trade-offs and Implementation Considerations Towards 6G Systems Other
Emerging 5G and Beyond Ecosystem Business Models Other
Towards 6G Architecture: Key Concepts, Challenges, and Building Blocks Other
Network & Service Management Advancements - Key frameworks and Interfaces towards open, Intelligent and reliable 6G networks Other
Relay-empowered beyond 5G radio access networks with edge computing capabilities Peer reviewed articles
On Exploiting User Equipment Relaying Capabilities in Beyond 5G Networks: Opportunities, Challenges, and Road Map Peer reviewed articles
Agile FPGA Computing at the 5G Edge: Joint Management of Accelerated and Software Functions for Open Radio Access Technologies Peer reviewed articles
An Edge-Enabled Wireless Split Learning Testbed: Design and Implementation Peer reviewed articles
Security of AI-Driven Beam Selection for Distributed MIMO in an Adversarial Setting Peer reviewed articles
A New Methodology for User Equipment Trajectory Prediction in Cellular Networks Peer reviewed articles
Deep Learning-based Algorithm for Optimizing Relay User Equipment Activation in 5G Cellular Networks Peer reviewed articles
On the Design of a Network Digital Twin for the Radio Access Network in 5G and Beyond Peer reviewed articles
A Tutorial on the Characterisation and Modelling of Low Layer Functional Splits for Flexible Radio Access Networks in 5G and Beyond Peer reviewed articles

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Disclaimer and intellectual property acknowledgement: the materials showcased on this page have been produced by third parties, and the OPENVERSE consortium accepts no liability for any inaccuracies therein. Responsibility for the content of each asset rests solely with its original creator. The inclusion of these outputs on this page does not, in any way, constitute an endorsement on the part of the OPENVERSE consortium. All intellectual property rights relating to the content published here remain vested in their respective owners. This page should be understood simply as a practical point of access.