SECURITY PROTECTION TOOLS FOR NETWORKED MEDICAL DEVICES

Información del proyecto

SEPTON

Identificador del acuerdo de subvención: 101094901

DOI

10.3030/101094901

Proyecto cerrado

Fecha de la firma de la CE 22 Noviembre 2022

Fecha de inicio 1 Diciembre 2022

Fecha de finalización 30 Noviembre 2025

Financiado con arreglo a

• Health

Coste total

€ 4 897 778,75

Aportación de la UE

€ 4 897 778,50

Coordinado por

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

CORDIS proporciona enlaces a los documentos públicos y las publicaciones de los proyectos de los programas marco HORIZONTE.

Los enlaces a los documentos y las publicaciones de los proyectos del Séptimo Programa Marco, así como los enlaces a algunos tipos de resultados específicos, como conjuntos de datos y «software», se obtienen dinámicamente de OpenAIRE .

Resultado final

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

Publicaciones

Peer reviewed articles (9)

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

Autores: Roland Kromes, Tianyu Li, Maxime Bouillon, Talha Enes Güler, Victor van der Hulst, Zekeriya Erkin
Publicado en: MDPI Sensor, 2024, ISSN 1424-8220
Editor: MDPI
DOI: 10.3390/S24030986

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

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

Quantum neural networks meet federated learning for DNA mutation prediction

Autores: Sotirios Messinis, Ioannis Rallis, Nikolaos Temenos, Dimitrios Kalogeras, George A. Kastis, Nikolaos Doulamis, Nicholas E. Protonotarios
Publicado en: Computational and Structural Biotechnology Journal, Edición 30, 2026, ISSN 2001-0370
Editor: 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

Autores: Sotirios C. Messinis, Nicholas E. Protonotarios, Nikolaos Doulamis
Publicado en: Sensors, Edición 24, 2025, ISSN 1424-8220
Editor: MDPI AG
DOI: 10.3390/S24165142

Frontiers in Neuroinformatics

Autores: R. Miedema and C. Strydis
Publicado en: Frontiers in Neuroinformatics, ISSN 1662-5196
Editor: Frontiers Research Foundation
DOI: 10.3389/FNINF.2024.1330875

Neurocomputing

Autores: Lennart P. L. Landsmeer, Max C. W. Engelen, Rene Miedema, Christos Strydis
Publicado en: Neurocomputing, ISSN 0925-2312
Editor: Elsevier
DOI: 10.1016/J.NEUCOM.2024.127953

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

Autores: Sotirios Panagiotou, Rene Miedema, Dimitrios Soudris, Christos Strydis
Publicado en: Frontiers in Neuroinformatics, Edición 19, 2025, ISSN 1662-5196
Editor: Frontiers Media SA
DOI: 10.3389/FNINF.2025.1572782

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

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

Computers in Biology and Medicine

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

Book chapters (2)

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

Autores: 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
Publicado en: Communications in Computer and Information Science, Cybersecurity, 2025
Editor: Springer Nature Switzerland
DOI: 10.1007/978-3-031-94855-8_22

Threshold Multiparty Private Set Intersection via Federated Graph Neural Networks

Autores: Sotirios Messinis, Nicholas E. Protonotarios, Dimitris Kalogeras, Nikolaos Doulamis
Publicado en: Communications in Computer and Information Science, Cybersecurity, 2025
Editor: 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

Autores: Taylor, S., Gilje Jaatun, M., Bernsmed, K., Androutsos, C., Frey, D., Favrin, S., ... & Katzis, K.
Publicado en: PETRA 2024 CYMED
Editor: ACM
DOI: 10.1145/3652037.3663894

Memristor-Based Lightweight Encryption

Autores: Muhammad Ali Siddiqi, Jan Andres Galvan Hernández, Anteneh Gebregiorgis, Rajendra Bishnoi, Christos Strydis, Said Hamdioui, Mottaqiallah Taouil
Publicado en: DSD 2023
Editor: IEEE
DOI: 10.1109/DSD60849.2023.00092

Privacy-Preserving Data Aggregation with Public Verifiability Against Internal Adversaries

Autores: Palazzo M., Dekker F.W., Brighente A., Conti M., Erkin Z.
Publicado en: 33rd USENIX Security Symposium
Editor: USENIX Association

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

Autores: Shareeful Islam, Spyros Papastergiou
Publicado en: Springer - International Conference on Artificial Intelligence Applications andInnovations(AIAI), ISSN 2193-1801
Editor: Springer Science and Business Media Deutschland GmbH

Randomized Response and Differential Privacy

Autores: ANDREAS IOANNIDIS ,ANTONIOS LITKE, and NIKOLAOS K. PAPADAKIS
Publicado en: PETRA 2024 CYMED, 2024
Editor: ACM
DOI: 10.1145/3652037.3663902

Dataset Watermarking Using the Discrete Wavelet Transform

Autores: M.P. Raave, D. Isler, Z. Erkin
Publicado en: SECRYP
Editor: SCITEPRESS

Demo - MedGuard: Securing Medical IoT with compiler polymorphism

Autores: Dimitris Santorinaios, Michail Alexandros Kourtis, Anna Santorinaiou, George Oikonomakis
Publicado en: 2024 IEEE International Workshop on Information Forensics and Security (WIFS), 2024
Editor: IEEE
DOI: 10.1109/WIFS61860.2024.10810710

Enhancing Malware Detection through Machine Learning using XAI with SHAP Framework

Autores: Shareeful Islam, Spyros Papastergiou
Publicado en: Springer - International Conference on Artificial Intelligence Applications and Innovations(AIAI), ISSN 2193-1801
Editor: Springer Science and Business Media Deutschland GmbH

Topology-Based Reconstruction Prevention for Decentralised Learning

Autores: F. W. Dekker, Z. Erkin, M. Conti
Publicado en: The 25th Privacy Enhancing Technologies Symposium
Editor: 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

Autores: Yavor Pachedzhiev, Andaç Durmaz , Ege Yarar, Ivan Markov, Sinan Önen, Roland Kromes and Zekeriya Erkin
Publicado en: IEEE 7th Conference on Blockchain Research & Applications for Innovative Networks and Service
Editor: IEEE

Extending Null Embedding for Deep Neural Network (DNN) Watermarking

Autores: K. Altınay, D. Isler, Z. Erkin
Publicado en: SECRYP
Editor: SCITEPRESS

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

Autores: Alessandro Neri, Iulian Onea, Matei Pânzariu, Mihai Frânculescu, Roland Kromes and Zekeriya Erkin
Publicado en: IEEE 7th Conference on Blockchain Research & Applications for Innovative Networks and Service
Editor: IEEE

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

Autores: BAKIRIS EMMANOUIL,VICTORIA KATSAROU,NIKOS PAPADAKIS, NIKOLAOS ALAMPASIS
Publicado en: PETRA 2024 CYMED
Editor: ACM

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

Autores: C. Guan, Z. Erkin
Publicado en: 16th IEEE INTERNATIONAL WORKSHOP ON INFORMATION FORENSICS AND SECURITY (WIFS) 2024
Editor: IEEE

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

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

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

Autores: Armando Domi, Christos Zonios, Giorgos Tatsis, Anastasios Drosou, Dimitrios Tzovaras
Publicado en: 2025 IEEE International Conference on Cyber Security and Resilience (CSR), 2025
Editor: IEEE
DOI: 10.1109/CSR64739.2025.11130136

A lightweight architecture for real-time neuronal-spike classification

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

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

Autores: Victoria Katsarou, Nick Alampasis, Nikos Papadakis, Emmanοuil Bakiris
Publicado en: PETRA 2024 DEMO, 2024
Editor: ACM

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

Autores: S. Messinis, N. E. Protonotarios, I.Tzortzis, I. Rallis, D. Kalogeras, and N. Doulamis,
Publicado en: PETRA 2023, 2023
DOI: 10.1145/3594806.3596562

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

Autores: Amirreza Movahedin, Lennart P. L. Landsmeer, Christos Strydis
Publicado en: Proceedings of the 2025 ACM/SIGDA International Symposium on Field Programmable Gate Arrays, 2025
Editor: ACM
DOI: 10.1145/3706628.3708875

Enhancing Federated Graph Learning with Adaptive Differential Privacy

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

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

Autores: Alin Petru-Rosu, Tamara Tataru, Jegor Zelenjak, Roland Kromes, Zekeriya Erkin
Publicado en: 2024 6th Conference on Blockchain Research & Applications for Innovative Networks and Services (BRAINS), 2024
Editor: 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

Autores: EMMANOUIL ARAPIDIS∗NIKOS TEMENOS, DIMITRIS GIAGKOS, IOANNIS K. RALLIS, DIMITRIS KALOGERAS, NIKOLAOS PAPADAKIS, ANTONIS LITKE, SOTIRIS MESSINIS
Publicado en: PETRA 2024 CYMED
Editor: ACM
DOI: 10.1145/3652037.3663908

Auditable Medical Data Sharing through Recoverable Key Agreement

Autores: van Assen J., Kromes R., Erkin Z.
Publicado en: IEEE 6th Conference on Blockchain Research & Applications for Innovative Networks and Services
Editor: IEEE

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

Autores: Mostafa Khattat, Roland Kromes
Publicado en: IEEE International Conference on Blockchain and Cryptocurrency 2024
Editor: IEEE

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

Autores: Emmanouil Bakiris, George Oikonomakis
Publicado en: EICC 2025
Editor: 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.

Autores: C. Messinis, S., Ε. Protonotarios, N., Arapidis, E., & Doulamis, N
Publicado en: PETRA 2024 CYMED, 2024
Editor: ACM
DOI: 10.1145/3652037.3663906

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

Autores: ATHANASIOS KOULIANOS, PANAGIOTIS PARASKEVOPOULOS, ANTONIOS LITKE, and NIKOLAOS K. PAPADAKIS
Publicado en: PETRA 2024 CYMED
Editor: ACM