SECURITY PROTECTION TOOLS FOR NETWORKED MEDICAL DEVICES

Informations projet

SEPTON

N° de convention de subvention: 101094901

DOI

10.3030/101094901

Projet clôturé

Date de signature de la CE 22 Novembre 2022

Date de début 1 Decembre 2022

Date de fin 30 Novembre 2025

Financé au titre de

• Health

Coût total

€ 4 897 778,75

Contribution de l’UE

€ 4 897 778,50

Coordonné par

SPACE HELLAS ANONYMI ETAIREIA SYSTIMATA KAI YPIRESIES TILEPIKOINONIONPLIROFORIKIS ASFALEIAS - IDIOTIKI EPICHEIRISI PAROCHIS YPERISION ASFA
Greece

CORDIS fournit des liens vers les livrables publics et les publications des projets HORIZON.

Les liens vers les livrables et les publications des projets du 7e PC, ainsi que les liens vers certains types de résultats spécifiques tels que les jeux de données et les logiciels, sont récupérés dynamiquement sur OpenAIRE .

Livrables

Documents, reports (7)

Project management handbook

Project managementhandbook

Legal and ethics framework -second edition

Legal and ethics framework ( second editions)

SEPTON dissemination material -first edition
Dissemination plan and communication activities report -first edition

Dissemination plan and communication activities report -first edition

SEPTON dissemination material -second edition
Updated Data Management Plan

Update Data Management Plan

Data management plan

Publications

Peer reviewed articles (9)

Fear of Missing Out: Constrained Trial of Blockchain in Supply Chain

Auteurs: Roland Kromes, Tianyu Li, Maxime Bouillon, Talha Enes Güler, Victor van der Hulst, Zekeriya Erkin
Publié dans: MDPI Sensor, 2024, ISSN 1424-8220
Éditeur: MDPI
DOI: 10.3390/S24030986

NeuroDots: From Single-Target to Brain-Network Modulation: Why and What Is Needed?

Auteurs: Dirk De Ridder, Muhammad Ali Siddiqi, Justin Dauwels, Wouter A. Serdijn, Christos Strydis
Publié dans: Neuromodulation: Technology at the Neural Interface, ISSN 1525-1403
Éditeur: Elsevier
DOI: 10.1016/J.NEUROM.2024.01.003

Quantum neural networks meet federated learning for DNA mutation prediction

Auteurs: Sotirios Messinis, Ioannis Rallis, Nikolaos Temenos, Dimitrios Kalogeras, George A. Kastis, Nikolaos Doulamis, Nicholas E. Protonotarios
Publié dans: Computational and Structural Biotechnology Journal, Numéro 30, 2026, ISSN 2001-0370
Éditeur: Elsevier BV
DOI: 10.1016/J.CSBJ.2025.09.036

Differentially Private Client Selection and Resource Allocation in Federated Learning for Medical Applications Using Graph Neural Networks

Auteurs: Sotirios C. Messinis, Nicholas E. Protonotarios, Nikolaos Doulamis
Publié dans: Sensors, Numéro 24, 2025, ISSN 1424-8220
Éditeur: MDPI AG
DOI: 10.3390/S24165142

Frontiers in Neuroinformatics

Auteurs: R. Miedema and C. Strydis
Publié dans: Frontiers in Neuroinformatics, ISSN 1662-5196
Éditeur: Frontiers Research Foundation
DOI: 10.3389/FNINF.2024.1330875

Neurocomputing

Auteurs: Lennart P. L. Landsmeer, Max C. W. Engelen, Rene Miedema, Christos Strydis
Publié dans: Neurocomputing, ISSN 0925-2312
Éditeur: Elsevier
DOI: 10.1016/J.NEUCOM.2024.127953

Decoupling model descriptions from execution: a modular paradigm for extensible neurosimulation with EDEN

Auteurs: Sotirios Panagiotou, Rene Miedema, Dimitrios Soudris, Christos Strydis
Publié dans: Frontiers in Neuroinformatics, Numéro 19, 2025, ISSN 1662-5196
Éditeur: Frontiers Media SA
DOI: 10.3389/FNINF.2025.1572782

SHAP Interpretations of Tree and Neural Network DNS Classifiers for Analyzing DGA Family Characteristics

Auteurs: Nikos Kostopoulos; Dimitris Kalogeras; Dimitris Pantazatos; Maria Grammatikou; Vasilis Maglaris
Publié dans: IEEE Access, Vol 11, Pp 61144-61160 (2023), 2023, ISSN 2169-3536
Éditeur: IEEE Access
DOI: 10.1109/access.2023.3286313

Computers in Biology and Medicine

Auteurs: S. Messinis, N. Temenos, N. E. Protonotarios, I. Rallis, D. Kalogeras, and N. Doulamis,
Publié dans: Computers in Biology and Medicine, ISSN 0010-4825
Éditeur: Pergamon Press Ltd.
DOI: 10.1016/J.COMPBIOMED.2024.108036

Book chapters (2)

MDCG 2019-16 Guidelines: Case Study-Based Assessment and Path Forward

Auteurs: Christos Androutsos, Steve Taylor, Karin Bernsmed, Andrea Neverdal Skytterholm, Gregory Epiphaniou, Nabil Moukafih, Theodoros N. Arvanitis, Sotiris Messinis, Nikos Papadakis, Marco Fruscione, Andrés Castillo, Dusko Milojevic, Dimitrios S. Karas, Nikolaos Fotos, Max Ostermann, Oscar Freyer, Stephen Gilbert, Vasilis Pezoulas, Lambros Athanasiou, George Gkois, Dimitrios I. Fotiadis
Publié dans: Communications in Computer and Information Science, Cybersecurity, 2025
Éditeur: Springer Nature Switzerland
DOI: 10.1007/978-3-031-94855-8_22

Threshold Multiparty Private Set Intersection via Federated Graph Neural Networks

Auteurs: Sotirios Messinis, Nicholas E. Protonotarios, Dimitris Kalogeras, Nikolaos Doulamis
Publié dans: Communications in Computer and Information Science, Cybersecurity, 2025
Éditeur: Springer Nature Switzerland
DOI: 10.1007/978-3-031-94855-8_23

Conference proceedings (28)

A Way Forward for the MDCG 2019-16 Medical Device Security Guidance

Auteurs: Taylor, S., Gilje Jaatun, M., Bernsmed, K., Androutsos, C., Frey, D., Favrin, S., ... & Katzis, K.
Publié dans: PETRA 2024 CYMED
Éditeur: ACM
DOI: 10.1145/3652037.3663894

Memristor-Based Lightweight Encryption

Auteurs: Muhammad Ali Siddiqi, Jan Andres Galvan Hernández, Anteneh Gebregiorgis, Rajendra Bishnoi, Christos Strydis, Said Hamdioui, Mottaqiallah Taouil
Publié dans: DSD 2023
Éditeur: IEEE
DOI: 10.1109/DSD60849.2023.00092

Privacy-Preserving Data Aggregation with Public Verifiability Against Internal Adversaries

Auteurs: Palazzo M., Dekker F.W., Brighente A., Conti M., Erkin Z.
Publié dans: 33rd USENIX Security Symposium
Éditeur: USENIX Association

Synthetic Data Generation and Impact Analysisof Machine Learning Models for Enhanced Credit Card Fraud Detection

Auteurs: Shareeful Islam, Spyros Papastergiou
Publié dans: Springer - International Conference on Artificial Intelligence Applications andInnovations(AIAI), ISSN 2193-1801
Éditeur: Springer Science and Business Media Deutschland GmbH

Randomized Response and Differential Privacy

Auteurs: ANDREAS IOANNIDIS ,ANTONIOS LITKE, and NIKOLAOS K. PAPADAKIS
Publié dans: PETRA 2024 CYMED, 2024
Éditeur: ACM
DOI: 10.1145/3652037.3663902

Dataset Watermarking Using the Discrete Wavelet Transform

Auteurs: M.P. Raave, D. Isler, Z. Erkin
Publié dans: SECRYP
Éditeur: SCITEPRESS

Demo - MedGuard: Securing Medical IoT with compiler polymorphism

Auteurs: Dimitris Santorinaios, Michail Alexandros Kourtis, Anna Santorinaiou, George Oikonomakis
Publié dans: 2024 IEEE International Workshop on Information Forensics and Security (WIFS), 2024
Éditeur: IEEE
DOI: 10.1109/WIFS61860.2024.10810710

Enhancing Malware Detection through Machine Learning using XAI with SHAP Framework

Auteurs: Shareeful Islam, Spyros Papastergiou
Publié dans: Springer - International Conference on Artificial Intelligence Applications and Innovations(AIAI), ISSN 2193-1801
Éditeur: Springer Science and Business Media Deutschland GmbH

Topology-Based Reconstruction Prevention for Decentralised Learning

Auteurs: F. W. Dekker, Z. Erkin, M. Conti
Publié dans: The 25th Privacy Enhancing Technologies Symposium
Éditeur: PETs
DOI: 10.48550/ARXIV.2312.05248

Demo: MedTech Chain 2.0 Integration of Homomorphic Encryption into a Decentralized Platform for Medical Device Data Research

Auteurs: Yavor Pachedzhiev, Andaç Durmaz , Ege Yarar, Ivan Markov, Sinan Önen, Roland Kromes and Zekeriya Erkin
Publié dans: IEEE 7th Conference on Blockchain Research & Applications for Innovative Networks and Service
Éditeur: IEEE

Extending Null Embedding for Deep Neural Network (DNN) Watermarking

Auteurs: K. Altınay, D. Isler, Z. Erkin
Publié dans: SECRYP
Éditeur: SCITEPRESS

Demo: Gryphon Digital Identity Management System with Hyperledger Fabric, Compatible with Decentralized Identifiers and Verifiable Credentials

Auteurs: Alessandro Neri, Iulian Onea, Matei Pânzariu, Mihai Frânculescu, Roland Kromes and Zekeriya Erkin
Publié dans: IEEE 7th Conference on Blockchain Research & Applications for Innovative Networks and Service
Éditeur: IEEE

SEPTON Toolkit application: An overview of the security techniques used from wearable medical devices to physician’s healthcare platform.

Auteurs: BAKIRIS EMMANOUIL,VICTORIA KATSAROU,NIKOS PAPADAKIS, NIKOLAOS ALAMPASIS
Publié dans: PETRA 2024 CYMED
Éditeur: ACM

Collective Threshold Multiparty Private Set Intersection Protocols for Cyber Threat Intelligence.

Auteurs: C. Guan, Z. Erkin
Publié dans: 16th IEEE INTERNATIONAL WORKSHOP ON INFORMATION FORENSICS AND SECURITY (WIFS) 2024
Éditeur: IEEE

Oikonomos-II: A Reinforcement-Learning, Resource-Recommendation System for Cloud HPC

Auteurs: J.L.F. Betting, C.I. De Zeeuw, C. Strydis
Publié dans: 2023 IEEE 30th International Conference on High Performance Computing, Data, and Analytics (HiPC), 2024
Éditeur: IEEE
DOI: 10.1109/HIPC58850.2023.00044

NetPacketformer: Real-Time, Context-Aware Network Intrusion Detection with Transformers

Auteurs: Armando Domi, Christos Zonios, Giorgos Tatsis, Anastasios Drosou, Dimitrios Tzovaras
Publié dans: 2025 IEEE International Conference on Cyber Security and Resilience (CSR), 2025
Éditeur: IEEE
DOI: 10.1109/CSR64739.2025.11130136

A lightweight architecture for real-time neuronal-spike classification

Auteurs: Siddiqi, M. A., Vrijenhoek, D., Landsmeer, L. P. L., van der Kleij, J., Gebregiorgis, A., Romano, V., Bishnoi, R., Hamdioui, S., & Strydis, C.
Publié dans: 21st ACM International Conference on Computing Frontiers (CF'24), ISSN 1551-7616
Éditeur: ACM

Design and Implementation of Health Tracking and Monitoring System Based on IoMT technology supported by secure firmware data logging storage and wireless communication.

Auteurs: Victoria Katsarou, Nick Alampasis, Nikos Papadakis, Emmanοuil Bakiris
Publié dans: PETRA 2024 DEMO, 2024
Éditeur: ACM

Lightweight machine learning for privacy-preserving and secure networked medical devices: The SEPTON project use cases

Auteurs: S. Messinis, N. E. Protonotarios, I.Tzortzis, I. Rallis, D. Kalogeras, and N. Doulamis,
Publié dans: PETRA 2023, 2023
DOI: 10.1145/3594806.3596562

HUMA: Heterogeneous, Ultra Low-Latency Model Accelerator for The Virtual Brain on a Versal Adaptive SoC

Auteurs: Amirreza Movahedin, Lennart P. L. Landsmeer, Christos Strydis
Publié dans: Proceedings of the 2025 ACM/SIGDA International Symposium on Field Programmable Gate Arrays, 2025
Éditeur: ACM
DOI: 10.1145/3706628.3708875

Enhancing Federated Graph Learning with Adaptive Differential Privacy

Auteurs: Sotirios Messinis, Nicholas E. Protonotarios, Ioannis Rallis, Dimitrios Kalogeras, Nikolaos Doulamis
Publié dans: 2025 IEEE 45th International Conference on Distributed Computing Systems Workshops (ICDCSW), 2025
Éditeur: IEEE
DOI: 10.1109/ICDCSW63273.2025.00103

MedTech Chain Demo: Decentralised, Secure and Privacy-preserving Platform for Medical Device Data Research^*

Auteurs: Alin Petru-Rosu, Tamara Tataru, Jegor Zelenjak, Roland Kromes, Zekeriya Erkin
Publié dans: 2024 6th Conference on Blockchain Research & Applications for Innovative Networks and Services (BRAINS), 2024
Éditeur: IEEE
DOI: 10.1109/BRAINS63024.2024.10732467

Zeekflow+: A Deep LSTM Autoencoder with Integrated Random Forest Classifier for Binary & Multi-class Classification in Network Traffic Data

Auteurs: EMMANOUIL ARAPIDIS∗NIKOS TEMENOS, DIMITRIS GIAGKOS, IOANNIS K. RALLIS, DIMITRIS KALOGERAS, NIKOLAOS PAPADAKIS, ANTONIS LITKE, SOTIRIS MESSINIS
Publié dans: PETRA 2024 CYMED
Éditeur: ACM
DOI: 10.1145/3652037.3663908

Auditable Medical Data Sharing through Recoverable Key Agreement

Auteurs: van Assen J., Kromes R., Erkin Z.
Publié dans: IEEE 6th Conference on Blockchain Research & Applications for Innovative Networks and Services
Éditeur: IEEE

Completely FROST-ed: IoT issued FROST signature for Hyperledger Fabric blockchain

Auteurs: Mostafa Khattat, Roland Kromes
Publié dans: IEEE International Conference on Blockchain and Cryptocurrency 2024
Éditeur: IEEE

IoT-Driven Security Solutions for Resource-Constrained Wearable Medical Devices

Auteurs: Emmanouil Bakiris, George Oikonomakis
Publié dans: EICC 2025
Éditeur: SPRINGER
DOI: 10.1007/978-3-031-94855-8_18

Client Selection and Resource Allocation via Graph Neural Networks for Efficient Federated Learning in Healthcare Environments.

Auteurs: C. Messinis, S., Ε. Protonotarios, N., Arapidis, E., & Doulamis, N
Publié dans: PETRA 2024 CYMED, 2024
Éditeur: ACM
DOI: 10.1145/3652037.3663906

Towards Enhanced Data Integrity and Accountability: Leveraging Blockchain Technology in Healthcare

Auteurs: ATHANASIOS KOULIANOS, PANAGIOTIS PARASKEVOPOULOS, ANTONIOS LITKE, and NIKOLAOS K. PAPADAKIS
Publié dans: PETRA 2024 CYMED
Éditeur: ACM