SECURITY PROTECTION TOOLS FOR NETWORKED MEDICAL DEVICES

Informacje na temat projektu

SEPTON

Identyfikator umowy o grant: 101094901

DOI

10.3030/101094901

Projekt został zamknięty

Data podpisania przez KE 22 Listopada 2022

Data rozpoczęcia 1 Grudnia 2022

Data zakończenia 30 Listopada 2025

Finansowanie w ramach

• Health

Koszt całkowity

€ 4 897 778,75

Wkład UE

€ 4 897 778,50

Koordynowany przez

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

CORDIS oferuje możliwość skorzystania z odnośników do publicznie dostępnych publikacji i rezultatów projektów realizowanych w ramach programów ramowych HORYZONT.

Odnośniki do rezultatów i publikacji związanych z poszczególnymi projektami 7PR, a także odnośniki do niektórych konkretnych kategorii wyników, takich jak zbiory danych i oprogramowanie, są dynamicznie pobierane z systemu OpenAIRE .

Rezultaty

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

Publikacje

Peer reviewed articles (9)

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

Autorzy: Roland Kromes, Tianyu Li, Maxime Bouillon, Talha Enes Güler, Victor van der Hulst, Zekeriya Erkin
Opublikowane w: MDPI Sensor, 2024, ISSN 1424-8220
Wydawca: MDPI
DOI: 10.3390/S24030986

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

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

Quantum neural networks meet federated learning for DNA mutation prediction

Autorzy: Sotirios Messinis, Ioannis Rallis, Nikolaos Temenos, Dimitrios Kalogeras, George A. Kastis, Nikolaos Doulamis, Nicholas E. Protonotarios
Opublikowane w: Computational and Structural Biotechnology Journal, Numer 30, 2026, ISSN 2001-0370
Wydawca: 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

Autorzy: Sotirios C. Messinis, Nicholas E. Protonotarios, Nikolaos Doulamis
Opublikowane w: Sensors, Numer 24, 2025, ISSN 1424-8220
Wydawca: MDPI AG
DOI: 10.3390/S24165142

Frontiers in Neuroinformatics

Autorzy: R. Miedema and C. Strydis
Opublikowane w: Frontiers in Neuroinformatics, ISSN 1662-5196
Wydawca: Frontiers Research Foundation
DOI: 10.3389/FNINF.2024.1330875

Neurocomputing

Autorzy: Lennart P. L. Landsmeer, Max C. W. Engelen, Rene Miedema, Christos Strydis
Opublikowane w: Neurocomputing, ISSN 0925-2312
Wydawca: Elsevier
DOI: 10.1016/J.NEUCOM.2024.127953

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

Autorzy: Sotirios Panagiotou, Rene Miedema, Dimitrios Soudris, Christos Strydis
Opublikowane w: Frontiers in Neuroinformatics, Numer 19, 2025, ISSN 1662-5196
Wydawca: Frontiers Media SA
DOI: 10.3389/FNINF.2025.1572782

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

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

Computers in Biology and Medicine

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

Book chapters (2)

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

Autorzy: 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
Opublikowane w: Communications in Computer and Information Science, Cybersecurity, 2025
Wydawca: Springer Nature Switzerland
DOI: 10.1007/978-3-031-94855-8_22

Threshold Multiparty Private Set Intersection via Federated Graph Neural Networks

Autorzy: Sotirios Messinis, Nicholas E. Protonotarios, Dimitris Kalogeras, Nikolaos Doulamis
Opublikowane w: Communications in Computer and Information Science, Cybersecurity, 2025
Wydawca: 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

Autorzy: Taylor, S., Gilje Jaatun, M., Bernsmed, K., Androutsos, C., Frey, D., Favrin, S., ... & Katzis, K.
Opublikowane w: PETRA 2024 CYMED
Wydawca: ACM
DOI: 10.1145/3652037.3663894

Memristor-Based Lightweight Encryption

Autorzy: Muhammad Ali Siddiqi, Jan Andres Galvan Hernández, Anteneh Gebregiorgis, Rajendra Bishnoi, Christos Strydis, Said Hamdioui, Mottaqiallah Taouil
Opublikowane w: DSD 2023
Wydawca: IEEE
DOI: 10.1109/DSD60849.2023.00092

Privacy-Preserving Data Aggregation with Public Verifiability Against Internal Adversaries

Autorzy: Palazzo M., Dekker F.W., Brighente A., Conti M., Erkin Z.
Opublikowane w: 33rd USENIX Security Symposium
Wydawca: USENIX Association

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

Autorzy: Shareeful Islam, Spyros Papastergiou
Opublikowane w: Springer - International Conference on Artificial Intelligence Applications andInnovations(AIAI), ISSN 2193-1801
Wydawca: Springer Science and Business Media Deutschland GmbH

Randomized Response and Differential Privacy

Autorzy: ANDREAS IOANNIDIS ,ANTONIOS LITKE, and NIKOLAOS K. PAPADAKIS
Opublikowane w: PETRA 2024 CYMED, 2024
Wydawca: ACM
DOI: 10.1145/3652037.3663902

Dataset Watermarking Using the Discrete Wavelet Transform

Autorzy: M.P. Raave, D. Isler, Z. Erkin
Opublikowane w: SECRYP
Wydawca: SCITEPRESS

Demo - MedGuard: Securing Medical IoT with compiler polymorphism

Autorzy: Dimitris Santorinaios, Michail Alexandros Kourtis, Anna Santorinaiou, George Oikonomakis
Opublikowane w: 2024 IEEE International Workshop on Information Forensics and Security (WIFS), 2024
Wydawca: IEEE
DOI: 10.1109/WIFS61860.2024.10810710

Enhancing Malware Detection through Machine Learning using XAI with SHAP Framework

Autorzy: Shareeful Islam, Spyros Papastergiou
Opublikowane w: Springer - International Conference on Artificial Intelligence Applications and Innovations(AIAI), ISSN 2193-1801
Wydawca: Springer Science and Business Media Deutschland GmbH

Topology-Based Reconstruction Prevention for Decentralised Learning

Autorzy: F. W. Dekker, Z. Erkin, M. Conti
Opublikowane w: The 25th Privacy Enhancing Technologies Symposium
Wydawca: 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

Autorzy: Yavor Pachedzhiev, Andaç Durmaz , Ege Yarar, Ivan Markov, Sinan Önen, Roland Kromes and Zekeriya Erkin
Opublikowane w: IEEE 7th Conference on Blockchain Research & Applications for Innovative Networks and Service
Wydawca: IEEE

Extending Null Embedding for Deep Neural Network (DNN) Watermarking

Autorzy: K. Altınay, D. Isler, Z. Erkin
Opublikowane w: SECRYP
Wydawca: SCITEPRESS

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

Autorzy: Alessandro Neri, Iulian Onea, Matei Pânzariu, Mihai Frânculescu, Roland Kromes and Zekeriya Erkin
Opublikowane w: IEEE 7th Conference on Blockchain Research & Applications for Innovative Networks and Service
Wydawca: IEEE

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

Autorzy: BAKIRIS EMMANOUIL,VICTORIA KATSAROU,NIKOS PAPADAKIS, NIKOLAOS ALAMPASIS
Opublikowane w: PETRA 2024 CYMED
Wydawca: ACM

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

Autorzy: C. Guan, Z. Erkin
Opublikowane w: 16th IEEE INTERNATIONAL WORKSHOP ON INFORMATION FORENSICS AND SECURITY (WIFS) 2024
Wydawca: IEEE

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

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

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

Autorzy: Armando Domi, Christos Zonios, Giorgos Tatsis, Anastasios Drosou, Dimitrios Tzovaras
Opublikowane w: 2025 IEEE International Conference on Cyber Security and Resilience (CSR), 2025
Wydawca: IEEE
DOI: 10.1109/CSR64739.2025.11130136

A lightweight architecture for real-time neuronal-spike classification

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

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

Autorzy: Victoria Katsarou, Nick Alampasis, Nikos Papadakis, Emmanοuil Bakiris
Opublikowane w: PETRA 2024 DEMO, 2024
Wydawca: ACM

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

Autorzy: S. Messinis, N. E. Protonotarios, I.Tzortzis, I. Rallis, D. Kalogeras, and N. Doulamis,
Opublikowane w: PETRA 2023, 2023
DOI: 10.1145/3594806.3596562

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

Autorzy: Amirreza Movahedin, Lennart P. L. Landsmeer, Christos Strydis
Opublikowane w: Proceedings of the 2025 ACM/SIGDA International Symposium on Field Programmable Gate Arrays, 2025
Wydawca: ACM
DOI: 10.1145/3706628.3708875

Enhancing Federated Graph Learning with Adaptive Differential Privacy

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

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

Autorzy: Alin Petru-Rosu, Tamara Tataru, Jegor Zelenjak, Roland Kromes, Zekeriya Erkin
Opublikowane w: 2024 6th Conference on Blockchain Research & Applications for Innovative Networks and Services (BRAINS), 2024
Wydawca: 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

Autorzy: EMMANOUIL ARAPIDIS∗NIKOS TEMENOS, DIMITRIS GIAGKOS, IOANNIS K. RALLIS, DIMITRIS KALOGERAS, NIKOLAOS PAPADAKIS, ANTONIS LITKE, SOTIRIS MESSINIS
Opublikowane w: PETRA 2024 CYMED
Wydawca: ACM
DOI: 10.1145/3652037.3663908

Auditable Medical Data Sharing through Recoverable Key Agreement

Autorzy: van Assen J., Kromes R., Erkin Z.
Opublikowane w: IEEE 6th Conference on Blockchain Research & Applications for Innovative Networks and Services
Wydawca: IEEE

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

Autorzy: Mostafa Khattat, Roland Kromes
Opublikowane w: IEEE International Conference on Blockchain and Cryptocurrency 2024
Wydawca: IEEE

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

Autorzy: Emmanouil Bakiris, George Oikonomakis
Opublikowane w: EICC 2025
Wydawca: 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.

Autorzy: C. Messinis, S., Ε. Protonotarios, N., Arapidis, E., & Doulamis, N
Opublikowane w: PETRA 2024 CYMED, 2024
Wydawca: ACM
DOI: 10.1145/3652037.3663906

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

Autorzy: ATHANASIOS KOULIANOS, PANAGIOTIS PARASKEVOPOULOS, ANTONIOS LITKE, and NIKOLAOS K. PAPADAKIS
Opublikowane w: PETRA 2024 CYMED
Wydawca: ACM