Collaborative edge-cLoud continuum and Embedded AI for a Visionary industry of thE futuRe

Projektinformationen

CLEVER

ID Finanzhilfevereinbarung: 101097560

DOI

10.3030/101097560

Projekt abgeschlossen

EK-Unterschriftsdatum 29 November 2022

Startdatum 1 Januar 2023

Enddatum 31 Dezember 2025

Finanziert unter

• Digital, Industry and Space

Gesamtkosten

€ 14 974 655,00

EU-Beitrag

€ 4 497 177,77

Koordiniert durch

SCUOLA SUPERIORE DI STUDI UNIVERSITARI E DI PERFEZIONAMENTO S ANNA
Italy

CORDIS bietet Links zu öffentlichen Ergebnissen und Veröffentlichungen von HORIZONT-Projekten.

Links zu Ergebnissen und Veröffentlichungen von RP7-Projekten sowie Links zu einigen Typen spezifischer Ergebnisse wie Datensätzen und Software werden dynamisch von OpenAIRE abgerufen.

Leistungen

Documents, reports (7)

Testbed setup and data collection

Report on the lab infrastructures and capabilities for test validation required to conduct the use cases in CLEVER. In addition, this deliverable will report on the dataset used for AI training and execution.

Implementation status at M22 of Middleware for Enabling Edge-AI

This deliverable will report on the status at M22 of the WP4 activities related to the implementation of middleware software for enabling AI.

Dissemination, Communication, and Standardization at M24

This report highlights the dissemination, communication, and standardization activities and outcomes during the second year of the project.

Design and preliminary implementation of Middleware for Enabling Edge-AI

This deliverable will report on the design and preliminary implementation of the (i) security solutions for trustworthy edge computing and networking, (ii) graph generation and orchestration through AI-techniques; (iii) semantic representation and smart allocation solutions, (iv) automated orchestration/maintenance technology, and (v) monitoring and telemetry infrastructure. In addition, it will provide the indicators that show how much progress has been achieved with regard to the completion of the activities the limitations, as well as the potential changes in the plans and the corrective actions taken (if needed) to compensate for the deviations.

Design and first implementation of AI-driven applications for the use cases

This deliverable will communicate the detailed status of the CLEVER applications enabling the use cases and based on the CLEVER HW and SW building components and technologies. It will report on the technical progress of all the WP5 tasks and subtasks. In addition, it will provide the indicators that show how much progress has been achieved with regard to the completion of the deliverables, the limitations, as well as the potential changes in the plans and the corrective actions taken (if needed) to compensate for the deviations.

Final CLEVER requirements, specifications, and detailed use case definition

Report on the technical and architectural requirements and system functional specifications (related to Task T2.1) and on the specification of AI solutions for use cases (related to Task T2.2). Furthermore, this deliverable will report on the use case definition, including motivations, reference scenario, expected progresses beyond state of art, specific requirements and KPIs (in-line with Project KPIs), and execution plan with per-partner contributions (related to T3.3)

Dissemination, Communication, and Standardization at M12

This report highlights the dissemination and communication efforts and outcome of activities during the first year of the project. In addition, it lies down the standardization plans for CLEVER.

Veröffentlichungen

Conference proceedings (58)

ARM Architecture Optimizations for Line-Rate PQC Communications

Autoren: A. Cano Aguilera, I. Tafur Monroy, J. J. Vegas Olmos, José L. Imaña
Veröffentlicht in: 2025 International Conference on Optical Network Design and Modeling (ONDM), 2025
Herausgeber: IEEE
DOI: 10.23919/ONDM65745.2025.11029331

Using Distributed Ledgers To Build Knowledge Graphs For Decentralized Computing Ecosystems

Autoren: Tarek Zaarour, Ahmed Khalid, Preeja Pradeep, Ahmed Zahran
Veröffentlicht in: Proceedings of the 33rd ACM International Conference on Information and Knowledge Management, 2024
Herausgeber: ACM
DOI: 10.1145/3627673.3679644

Comparative analysis of machine learning algorithms for the classification of underwater marine debris

Autoren: B. Jalil, L. Maggiani and L. Valcarenghi
Veröffentlicht in: 2023
Herausgeber: IEEE
DOI: 10.1109/MetroSea58055.2023.10317314

Safeguarding Blockchain and Dlts From Arbitrary and Malicious Content

Autoren: Alan Barnett, Merry Globin, Tarek Zaarour, Sean Ahearne, Ahmed Khalid
Veröffentlicht in: 2024 IEEE 32nd International Conference on Network Protocols (ICNP), 2025
Herausgeber: IEEE
DOI: 10.1109/ICNP61940.2024.10858544

Power-aware RoCE Edge Transfer Agent

Autoren: A. H. Khan, M. Guaitolini, F. Paolucci
Veröffentlicht in: 2025 25th Anniversary International Conference on Transparent Optical Networks (ICTON), 2025
Herausgeber: IEEE
DOI: 10.1109/ICTON67126.2025.11125285

Fiber To The Room Challenges and Opportunities

Autoren: A. Marotta, L. Valcarenghi, K. Kondepu, C. Centofanti, C. Rinaldi, F. Graziosi, D. Cassioli
Veröffentlicht in: 2024 16th International Conference on COMmunication Systems & NETworkS (COMSNETS), 2024
Herausgeber: IEEE
DOI: 10.1109/COMSNETS59351.2024.10427248

ELEVATE: Optimal Scheduling of Time-Sensitive Tasks on the Heterogeneous Reconfigurable Edge

Autoren: Ingo Hoyer, Tarek Zaarour, Ahmed Khalid, Alexander Utz, Karsten Seidl, Ken Brown, Ahmed H. Zahran
Veröffentlicht in: 2024 IEEE 32nd International Conference on Network Protocols (ICNP), 2025
Herausgeber: IEEE
DOI: 10.1109/ICNP61940.2024.10858561

First Line-rate End-to-End Post-Quantum Encrypted Optical Fiber Link Using Data Processing Units (DPUs)

Autoren: A. Cano Aguilera, R. Abu Bakar, F. Alhamed, C. Rubio Garcia, J.L. Imana, I.Tafur Monroy, F. Cugini, and J.J Vegas Olmos
Veröffentlicht in: 2024
DOI: 10.1364/OFC.2024.M1G.4

Generative Adversarial Networks-Based AI/ML Model Adaptive Retraining for Beyond 5G Networks

Autoren: Venkateswarlu Gudepu, Bhargav Chirumamilla, Venkatarami Reddy Chintapalli, Piero Castoldi , Luca Valcarenghi, Koteswararao Kondepu
Veröffentlicht in: 2023
Herausgeber: Iris SSUP

Optimal Privacy-Preserving Distributed Median Consensus

Autoren: Yu, W., Li, Q., Heusdens, R., & Kosta, S
Veröffentlicht in: 2025
Herausgeber: ArXiv
DOI: 10.48550/ARXIV.2503.10147

Efficient Distributed Learning Over Lossy Wireless Networks

Autoren: Emilio Paolini, Andrea Pinto, Luca Valcarenghi, Nicola Andriolli, Luca Maggiani, Flavio Esposito
Veröffentlicht in: 2024 20th International Conference on Network and Service Management (CNSM), 2025
Herausgeber: IEEE
DOI: 10.23919/CNSM62983.2024.10814440

Computation offloading in beyond 5G/6G networks with edge computing: implications and challenges

Autoren: Catalina Stan; Simon Rommel; Juan José Vegas Olmos; Idelfonso Tafur Monroy
Veröffentlicht in: Crossref, 2023, ISBN 978-3-031-38317-5
Herausgeber: Springer
DOI: 10.1007/978-3-031-38318-2_47

Adaptive Retraining of AI/ML Model for Beyond 5G Networks: A Predictive Approach

Autoren: 11. V. Gudepu, V. R. Chintapalli, P. Castoldi, L. Valcarenghi, B. R. Tamma and K. Kondepu
Veröffentlicht in: 2023
DOI: 10.1109/NetSoft57336.2023.10175451

Disaggregated Confidentiality-Preserving Scheme for Fault Detection in Optical Networks

Autoren: R. F. Sales, A. Ribeiro, M. F. Silva, F. R. Lobato, A. Sgambelluri, L. Valcarenghi, J. C. W. Costa
Veröffentlicht in: Optical Fiber Communication Conference (OFC) 2024, 2024
Herausgeber: Optica Publishing Group
DOI: 10.1364/OFC.2024.TH3I.8

Coordinated vDU relocation for an Energy Efficient PON-based Open SD-RAN

Autoren: L. Valcarenghi
Veröffentlicht in: 2024 24th International Conference on Transparent Optical Networks (ICTON), 2024
Herausgeber: IEEE
DOI: 10.1109/ICTON62926.2024.10647660

Secure Onboarding of Devices and Applications to a Smart Decentralized Ecosystem

Autoren: Ali Amin, Tarek Zaarour, Ahmed Khalid, Seàn Óg Murphy, Utz Roedig, Cormac J. Sreenan
Veröffentlicht in: 2025 IEEE International Conference on Smart Computing (SMARTCOMP), 2025
Herausgeber: IEEE
DOI: 10.1109/SMARTCOMP65954.2025.00034

Energy-Efficient Integrated O-RAN/PON Access Network

Autoren: L. Valcarenghi, A. Marotta, C. Centofanti, F. Graziosi, K. Kondepu
Veröffentlicht in: ICC 2024 - IEEE International Conference on Communications, 2024
Herausgeber: IEEE
DOI: 10.1109/ICC51166.2024.10622867

First Demonstration of 200 Gbps Regime Line-Rate Quantum-Secure MACsec Optical Links Using Commodity Hardware Offloads

Autoren: Abraham Cano Aguilera, Carlos Rubio Garcia, Daniel C. Lawo, Idelfonso Tafur, J.L Imaña, J.J Vegas Olmos
Veröffentlicht in: Optical Fiber Communication Conference (OFC) 2025, 2025
Herausgeber: Optica Publishing Group
DOI: 10.1364/OFC.2025.TU2D.2

Poster: Using Machine Learning to Infer Network Structure from Security Metadata

Autoren: Asfa Khalid, Seán Óg Murphy, Cormac J. Sreenan, Utz Roedig
Veröffentlicht in: Lecture Notes in Computer Science, Detection of Intrusions and Malware, and Vulnerability Assessment, 2025
Herausgeber: Springer Nature Switzerland
DOI: 10.1007/978-3-031-97623-0_6

Efficient Data Confidence Fabrics with Compact Annotations

Autoren: Asfa Khalid, Seán Óg Murphy, Cormac Sreenan, Utz Roedig
Veröffentlicht in: 2024 IEEE 32nd International Conference on Network Protocols (ICNP), 2025
Herausgeber: IEEE
DOI: 10.1109/ICNP61940.2024.10858579

5G New Radio Techniques for 3D Networks in Connection-critical Scenarios

Autoren: Luca Valcarenghi, Justine Cris Borromeo, Riccardo Bassoli, Frank H.P. Fitzek, Koteswararao Kondepu, Nicola Andriolli, Henok Berhanu Tsegaye, Claudio Sacchi
Veröffentlicht in: 2024 IEEE Aerospace Conference, 2024
Herausgeber: IEEE
DOI: 10.1109/AERO58975.2024.10521105

Marine Litter Classification Through Multi-Camera System: Perception and Latency

Autoren: B. Jalil, L. Maggiani, L. Valcarenghi
Veröffentlicht in: 2024 IEEE International Workshop on Metrology for the Sea; Learning to Measure Sea Health Parameters (MetroSea), 2025
Herausgeber: IEEE
DOI: 10.1109/METROSEA62823.2024.10765735

GAN-Based Drift and Anomaly Detection for Open Radio Access Networks

Autoren: Venkateswarlu Gudepu, Bhargav Chirumamilla, Venkatarami Reddy Chintapalli, Piero Castoldi, Luca Valcarenghi, Bheemarjuna Reddy Tamma, Deepak Kataria, Koteswararao Kondepu
Veröffentlicht in: 2024 IEEE 25th International Conference on High Performance Switching and Routing (HPSR), 2024
Herausgeber: IEEE
DOI: 10.1109/HPSR62440.2024.10635911

Enhancing UAV Systems via Task Offloading at the EDGE

Autoren: R. R. Tella, A. Marotta, P. Castoldi, L. Valcarenghi and K. Kondepu
Veröffentlicht in: 2023
DOI: 10.1109/ANTS59832.2023.10469506

Hierarchical Software-Defined Control for coordinated RAN and PON-based Transport Scaling

Autoren: Alessandro Pacini, Andrea Sgambelluri, Carlo Centofanti, Andrea Marotta, Emilio Paolini, Alessio Giorgetti, Luca Valcarenghi
Veröffentlicht in: NOMS 2024-2024 IEEE Network Operations and Management Symposium, 2024
Herausgeber: IEEE
DOI: 10.1109/NOMS59830.2024.10575208

A Decentralized Federated Learning-Based Approach for Fault Detection in Optical Networks

Autoren: Andrei N. Ribeiro, Fabrício R. Lobato, Moisés F. Silva, Carlos Natalino, Lena Wosinska, Luca Valcarenghi, Andrea Sgambelluri, João C. W. A. Costa
Veröffentlicht in: 2025 International Conference on Optical Network Design and Modeling (ONDM), 2025
Herausgeber: IEEE
DOI: 10.23919/ONDM65745.2025.11029366

In-network AI Capabilities through Hardware Switches and Optical Computing

Autoren: Lorenzo De Marinis, Francesco Paolucci, Filippo Cugini
Veröffentlicht in: 2025 IEEE Photonics Society Summer Topicals Meeting Series (SUM), 2025
Herausgeber: IEEE
DOI: 10.1109/SUM65312.2025.11121821

Photonic-accelerated AI for cybersecurity in sustainable 6G networks

Autoren: E. Paolini, L. Valcarenghi, L. Maggiani and N. Andriolli
Veröffentlicht in: 2023
Herausgeber: IEEE
DOI: 10.1109/EuCNC/6GSummit58263.2023.10188264

Scalable User-Centric Distributed Massive MIMO Systems with Limited Processing Capacity

Autoren: M. M. M. Freitas et al.
Veröffentlicht in: 2023
Herausgeber: IEEE
DOI: 10.1109/ICC45041.2023.10279694

Optimized Monitoring of Underwater Marine Waste Using Knowledge Distillation

Autoren: B. Jalil, L. Maggiani, L. Valcarenghi
Veröffentlicht in: 2024 IEEE International Workshop on Metrology for the Sea; Learning to Measure Sea Health Parameters (MetroSea), 2025
Herausgeber: IEEE
DOI: 10.1109/METROSEA62823.2024.10765682

A Programmable 5G DU-RU SmartNIC based on MPSoC FPGA

Autoren: Abdelghani Bourenane, Emilio Paolini, Nicola Andriolli, Luca Valcarenghi
Veröffentlicht in: 2024 IEEE 25th International Conference on High Performance Switching and Routing (HPSR), 2024
Herausgeber: IEEE
DOI: 10.1109/HPSR62440.2024.10635977

QUIC(K) Communication for GPU Virtualization in Edge Computing

Autoren: Ralf Lübben, Nikhil B. Gaikwad, Čedomir Stefanović, Sokol Kosta
Veröffentlicht in: 2024 20th International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob), 2025
Herausgeber: IEEE
DOI: 10.1109/WIMOB61911.2024.10770358

An end to end workflow for synthetic data generation for robust object detection^*

Autoren: Johannes Metzler, Fouad Bahrpeyma, Dirk Reichelt
Veröffentlicht in: 2023 IEEE 21st International Conference on Industrial Informatics (INDIN), 2024
Herausgeber: IEEE
DOI: 10.1109/INDIN51400.2023.10218035

Virtual Try-On Application leveraging RoCE in Low-latency Edge Computing Networks

Autoren: Michelangelo Guaitolini, Abdul H. Khan, Emilie Le Rouzic, Francesco Paolucci, Filippo Cugini
Veröffentlicht in: 2024 24th International Conference on Transparent Optical Networks (ICTON), 2024
Herausgeber: IEEE
DOI: 10.1109/ICTON62926.2024.10647389

AI/ML Model Training in O-RAN: Assessing Datasets for Hoarding and Choosing Strategies

Autoren: Venkateswarlu Gudepu, Bhargav Chirumamilla, Venkatarami Reddy Chintapalli, Piero Castoldi, Luca Valcarenghi, Koteswararao Kondepu
Veröffentlicht in: 2023 IEEE International Conference on Advanced Networks and Telecommunications Systems (ANTS), 2024
Herausgeber: IEEE
DOI: 10.1109/ANTS59832.2023.10468670

Programmable Packet-Optical Networks using Data Processing Units (DPUs) with Embedded GPU

Autoren: Piero Castoldi, Rana Abu Bakar, Andrea Sgambelluri, Juan Jose Vegas Olmos, Francesco Paolucci, and Filippo Cugini
Veröffentlicht in: 2024
DOI: 10.5281/zenodo.11030206

A pilot study to classify salt treated poplar plants using machine learning algorithms

Autoren: Bushra Jalil, Iqra Sarfraz, Lorenzo Della Maggiora, Alessandra Francini, Luca Valcarenghi, Luca Sebastiani
Veröffentlicht in: 2023 IEEE International Workshop on Metrology for Agriculture and Forestry (MetroAgriFor), 2024
Herausgeber: IEEE
DOI: 10.1109/METROAGRIFOR58484.2023.10424065

Towards Trust-Based Data Weighting in Machine Learning

Autoren: Seán Óg Murphy, Utz Roedig, Cormac J. Sreenan, Ahmed Khalid
Veröffentlicht in: 2023 IEEE 31st International Conference on Network Protocols (ICNP), 2023
Herausgeber: IEEE
DOI: 10.1109/ICNP59255.2023.10355606

Demem: Privacy-Enhanced Robust Adversarial Learning via De-Memorization

Autoren: Xiaoyu Luo, Qiongxiu Li
Veröffentlicht in: 2025 IEEE 35th International Workshop on Machine Learning for Signal Processing (MLSP), 2025
Herausgeber: IEEE
DOI: 10.1109/MLSP62443.2025.11204331

Positioning Stabilization With Reinforcement Learning for Multi-Step Robot Positioning Tasks in Nvidia Omniverse

Autoren: Abishek Sunilkumar, Fouad Bahrpeyma, Dirk Reichelt
Veröffentlicht in: 2024 IEEE 22nd International Conference on Industrial Informatics (INDIN), 2024
Herausgeber: IEEE
DOI: 10.1109/INDIN58382.2024.10774286

91 1 Gbit/s Quantum-Resistant IPsec Programmable Encryptor

Autoren: Carlos Rubio Garcia, Abraham Cano, J.J. Vegas Olmos, Simon Rommel, Idelfonso Tafur Monroy
Veröffentlicht in: Optical Fiber Communication Conference (OFC) 2025, 2025
Herausgeber: Optica Publishing Group
DOI: 10.1364/OFC.2025.TU2D.3

Analysis of Noise-Tolerant Free Space Optical Convolution Neural Networks

Autoren: Maryam Dehbashizadeh Chehreghan, Ripalta Stabile
Veröffentlicht in: 2025 Conference on Lasers and Electro-Optics Europe & European Quantum Electronics Conference (CLEO/Europe-EQEC), 2025
Herausgeber: IEEE
DOI: 10.1109/CLEO/EUROPE-EQEC65582.2025.11109773

A Cooperative Energy Saving Scheme for NG-PON2-Based 5G X-Haul

Autoren: L. Valcarenghi, A. Marotta, C. Centofanti, F. Graziosi and K. Kondepu
Veröffentlicht in: 2023
Herausgeber: IEEE
DOI: 10.1109/PSC57974.2023.10297278

"""A Flexible Forecasting Platform Enabling Zero Touch Networking and Digital Twinning,"" 2023 23rd International Conference on Transparent Optical Networks (ICTON), Bucharest, Romania, 2"

Autoren: L. Valcarenghi, P. Castoldi, A. Sgambelluri, E. Paolini and A. Pacini,
Veröffentlicht in: 2023

Cross-Domain DRL Agents for Efficient Job Placement in the Cloud-Edge Continuum

Autoren: Theodoros Aslanidis, Sokol Kosta, Spyros Lalis, Dimitris Chatzopoulos
Veröffentlicht in: Proceedings of the 5th Workshop on Machine Learning and Systems, 2025
Herausgeber: ACM
DOI: 10.1145/3721146.3721934

Hybrid deep learning with optical 4f correlator: simulation and performance analysis

Autoren: Maryam Dehbashizadeh Chehreghan, Ripalta Stabile
Veröffentlicht in: Real-time Processing of Image, Depth, and Video Information 2025, 2025
Herausgeber: SPIE
DOI: 10.1117/12.3056567

Enabling Lightweight Federated Learning in NextG Wireless Networks

Autoren: Emilio Paolini, Luca Valcarenghi, Nicola Andriolli, Luca Maggiani, Flavio Esposito
Veröffentlicht in: 2024 IEEE 10th International Conference on Network Softwarization (NetSoft), 2024
Herausgeber: IEEE
DOI: 10.1109/NetSoft60951.2024.10588916

Optimization of Cloud-Native Application Execution over the Edge-Cloud Continuum Enabled by DVFS

Autoren: Georgios Kontos, Polyzois Soumplis, Emmanouel Varvarigos
Veröffentlicht in: Proceedings of the 15th International Conference on Cloud Computing and Services Science, 2025
Herausgeber: SCITEPRESS - Science and Technology Publications
DOI: 10.5220/0013291600003950

5G Demonstration on an EMDC with ML-Enabled Scaling and QKD-Secured Connectivity

Autoren: Simon Rommel, Piotr Kulesza, Adam Flizikowski, Abhinav Kumar, Md Munjure Mowla, Sean Ahearne, Bruno Cimoli, Idelfonso Tafur Monroy
Veröffentlicht in: GLOBECOM 2024 - 2024 IEEE Global Communications Conference, 2025
Herausgeber: IEEE
DOI: 10.1109/GLOBECOM52923.2024.10901121

Effectiveness of Confidentiality-Preserving Clustering Algorithms for Soft Failure Detection in Optical Networks

Autoren: Azarm Yeganehfallah, Andrea Sgambelluri, Alessandro Pacini, Luca Valcarenghi, Moises Felipe Silva
Veröffentlicht in: 2024 IEEE 25th International Conference on High Performance Switching and Routing (HPSR), 2024
Herausgeber: IEEE
DOI: 10.1109/HPSR62440.2024.10636007

QoE-Driven Spot Pricing Schemes For Edge User Allocation Across the Distributed Cloud-Edge Continuum

Autoren: M. Filippou, P. Makris, A. Kretsis. P. Kokkinos, E. Varvarigos
Veröffentlicht in: 2024
Herausgeber: Zenodo
DOI: 10.5281/ZENODO.14771223

Cascaded Look Up Table Distillation of P4 Deep Neural Network Switches

Autoren: De Marinis, Lorenzo Paolini, Emilio Rana, Abu Bakar Cugini, Filippo Paolucci, Francesco
Veröffentlicht in: 2023
DOI: 10.5281/zenodo.11029806

CATER: A Policy-Based Data Placement Framework for Edge Storage

Autoren: 5. Ahmed Khalid, Sean Ahearne, Hemant K. Mehta, Utz Roedig, Cormac J. Sreenan
Veröffentlicht in: 2024
DOI: 10.1109/PDP62718.2024.00013

Activation Stretching for Tackling Noise in Photonic Aware Neural Networks

Autoren: E. Paolini, L. De Marinis, L. Valcarenghi, L. Maggiani, N. Andriolli
Veröffentlicht in: Optical Fiber Communication Conference (OFC) 2024, 2024
Herausgeber: Optica Publishing Group
DOI: 10.1364/OFC.2024.TH2A.13

A Flexible Forecasting Platform Enabling Zero Touch Networking and Digital Twinning

Autoren: L. Valcarenghi, P. Castoldi, A. Sgambelluri, E. Paolini and A. Pacini
Veröffentlicht in: 2023
Herausgeber: IEEE
DOI: 10.1109/ICTON59386.2023.10207209

Application of Reinforcement Learning to UR10 Positioning for Prioritized Multi-Step Inspection in NVIDIA Omniverse

Autoren: Fouad Bahrpeyma, Abishek Sunilkumar, Dirk Reichelt
Veröffentlicht in: 2023 IEEE Symposium on Industrial Electronics & Applications (ISIEA), 2023
Herausgeber: IEEE
DOI: 10.1109/ISIEA58478.2023.10212317

Edge Orchestration Framework for AI-assisted Link Failure Forecasting and Recovery

Autoren: Piero Castoldi, Domenico Uomo, Andrea Sgambelluri, Filippo Cugini, Francesco Paolucci
Veröffentlicht in: 2024 24th International Conference on Transparent Optical Networks (ICTON), 2024
Herausgeber: IEEE
DOI: 10.1109/ICTON62926.2024.10647881

Risk-Aware Resource Allocation in Edge Computing Using Stochastic Forecasting

Autoren: Panagiotis Kokkinakis, Polyzois Soumplis, Emmanouel Varvarigos
Veröffentlicht in: ICC 2025 - IEEE International Conference on Communications, 2025
Herausgeber: IEEE
DOI: 10.1109/ICC52391.2025.11161589

Other (2)

Implementation and Comparison of Dilithium/Kyber and Falcon/Kyber PQC software stack on data processing units

Autoren: Daniel Lawo, Raphaël Frantz, Abraham Cano Aguilera, Idelfonso Tafur Monroy, J.J. Vegas Olmos
Veröffentlicht in: 2023
Herausgeber: Tu/e

Hardware-In-The-Loop Training of a 4f Optical Correlator with Logarithmic Complexity Reduction for CNNs

Autoren: Lorenzo Pes, Maryam Dehbashizadeh Chehreghan, Rick Luiken, Sander Stuijk, Ripalta Stabile, Federico Corradi
Veröffentlicht in: 2025
Herausgeber: Arxiv
DOI: 10.48550/ARXIV.2501.04141

Peer reviewed articles (15)

Real-Time Network Packet Classification Exploiting Computer Vision Architectures

Autoren: Emilio Paolini, Luca Valcarenghi, Luca Maggiani, Nicola Andriolli
Veröffentlicht in: IEEE Open Journal of the Communications Society, Ausgabe 5, 2024, ISSN 2644-125X
Herausgeber: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/OJCOMS.2024.3363082

Real-Time Clustering Based on Deep Embeddings for Threat Detection in 6G Networks

Autoren: E. Paolini, L. Valcarenghi, L. Maggiani and N. Andriolli
Veröffentlicht in: IEEE Access, 2023, ISSN 2169-3536
Herausgeber: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/ACCESS.2023.3325721.

IEEE Access

Autoren: D. C. Lawo; R. Frantz; A. Cano Aguilera; X. Arnal I Clemente; M. P. Podleś; José L. Imaña; I. Tafur Monroy; J. J. Vegas Olmos
Veröffentlicht in: IEEE Access, 2024, ISSN 2169-3536
Herausgeber: IEEE
DOI: 10.1109/ACCESS.2024.3374629

Enhanced Network Security Protocols for the Quantum Era: Combining Classical and Post-Quantum Cryptography, and Quantum Key Distribution

Autoren: Carlos Rubio García, Abraham Cano Aguilera, Catalina Stan, Juan José Vegas Olmos, Simon Rommel, Idelfonso Tafur Monroy
Veröffentlicht in: IEEE Journal on Selected Areas in Communications, Ausgabe 43, 2026, ISSN 1558-0008
Herausgeber: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/JSAC.2025.3568011

PCA-assisted clustering approaches for soft-failure detection in optical networks

Autoren: A. N. Ribeiro, F. R. L. Lobato, M. F. Silva, A. Sgambelluri, L. Valcarenghi, L. Wosinska, J. C. W. A. Costa
Veröffentlicht in: Journal of Optical Communications and Networking, Ausgabe 17, 2025, ISSN 1943-0620
Herausgeber: Optica Publishing Group
DOI: 10.1364/JOCN.549205

Enhancing Network Visibility and Security with Advanced Port Scanning Techniques

Autoren: Rana Abu Bakar, Boonserm Kijsirikul
Veröffentlicht in: Sensors, Ausgabe 23, 2023, ISSN 1424-8220
Herausgeber: MDPI AG
DOI: 10.3390/s23177541

The drift handling framework for open radio access networks: An experimental evaluation

Autoren: Venkateswarlu Gudepu, Venkatarami Reddy Chintapalli, Piero Castoldi, Luca Valcarenghi, Bheemarjuna Reddy Tamma, Koteswararao Kondepu
Veröffentlicht in: Computer Networks, Ausgabe 243, 2025, ISSN 1389-1286
Herausgeber: Elsevier BV
DOI: 10.1016/J.COMNET.2024.110290

Multi-Objective Hierarchical Edge Infrastructure Design for Service Chain Workloads: A MOEA/D-Driven Joint Planning and Operation Approach

Autoren: Georgios Kontos, Polyzois Soumplis, Prodromos Makris, Emmanouel Varvarigos
Veröffentlicht in: Computer Networks, 2026, ISSN 1389-1286
Herausgeber: Elsevier BV
DOI: 10.1016/J.COMNET.2025.111988

Wireless and Fiber-Based Post-Quantum-Cryptography-Secured IPsec Tunnel

Autoren: Daniel Christian Lawo, Rana Abu Bakar, Abraham Cano Aguilera, Filippo Cugini, José Luis Imaña, Idelfonso Tafur Monroy, Juan Jose Vegas Olmos
Veröffentlicht in: Future Internet, Ausgabe 16, 2025, ISSN 1999-5903
Herausgeber: MDPI AG
DOI: 10.3390/FI16080300

Convolutional Neural Networks and Transformers-Based Techniques for Underwater Marine Debris Classification: A Comparative Study

Autoren: Bushra Jalil, Luca Maggiani, Luca Valcarenghi
Veröffentlicht in: IEEE Journal of Oceanic Engineering, Ausgabe 50, 2025, ISSN 0364-9059
Herausgeber: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/JOE.2024.3436769

FPGA SoC Implementation of Adaptive Deep Neural Network-Based Multimodal Edge Intelligence for Internet of Medical Things

Autoren: Nikhil B. Gaikwad, Smith K. Khare, Dinesh Mendhe, Hasan Mir, Sokol Kosta, U. Rajendra Acharya
Veröffentlicht in: IEEE Access, Ausgabe 13, 2025, ISSN 2169-3536
Herausgeber: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/ACCESS.2025.3592729

tinyHLS: a novel open source high level synthesis tool targeting hardware accelerators for artificial neural network inference

Autoren: Ingo Hoyer, Alexander Utz, Christoph Hoog Antink, Karsten Seidl
Veröffentlicht in: Physiological Measurement, Ausgabe 46, 2025, ISSN 0967-3334
Herausgeber: IOP Publishing
DOI: 10.1088/1361-6579/ADA8F0

A novel Edge architecture and solution for detecting concept drift in smart environments

Autoren: Hassan Mehmood, Ahmed Khalid, Panos Kostakos, Ekaterina Gilman, Susanna Pirttikangas
Veröffentlicht in: Future Generation Computer Systems, Ausgabe 150, 2025, ISSN 0167-739X
Herausgeber: Elsevier BV
DOI: 10.1016/J.FUTURE.2023.08.023

Addressing Data Challenges to Drive the Transformation of Smart Cities

Autoren: Ekaterina Gilman, Francesca Bugiotti, Ahmed Khalid, Hassan Mehmood, Panos Kostakos, Lauri Tuovinen, Johanna Ylipulli, Xiang Su, Denzil Ferreira
Veröffentlicht in: ACM Transactions on Intelligent Systems and Technology, Ausgabe 15, 2025, ISSN 2157-6904
Herausgeber: Association for Computing Machinery (ACM)
DOI: 10.1145/3663482

Optimal procurement under backwardation and the benefits of the manifestation of demand aggregators

Autoren: Ioannis Avramopoulos, Prodromos Makris, Emmanouel Varvarigos
Veröffentlicht in: Operations Research Letters, Ausgabe 61, 2025, ISSN 0167-6377
Herausgeber: Elsevier BV
DOI: 10.1016/J.ORL.2025.107286

Book chapters (1)

Obfuscating Network Structure from Blockchain Analysis

Autoren: Asfa Khalid, Seán Óg Murphy, Cormac J. Sreenan, Utz Roedig
Veröffentlicht in: Lecture Notes on Data Engineering and Communications Technologies, Advanced Information Networking and Applications, 2025
Herausgeber: Springer Nature Switzerland
DOI: 10.1007/978-3-031-87781-0_11