SECURITY PROTECTION TOOLS FOR NETWORKED MEDICAL DEVICES

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Deliverables

Dissemination plan and communication activities report -second edition
SEPTON dissemination material -final edition
Hardware acceleration mechanisms - final report
Vulnerability assessment protection mechanisms final report

D3.2 final

Device V&V tool final version

Device V&V tool (final report)

Project management handbook

Project managementhandbook

Technical requirements and SEPTON architecture (first and second editions)
SEPTON dashboard -final report
Legal and ethics framework -second edition

Legal and ethics framework ( second editions)

Blockchain-based data exchanges protection mechanisms -final report
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
Use cases and user and certification requirements -second edition
Anomaly detection tool - final report
Technical requirements and SEPTON architecture -second edition

Technical requirements and SEPTON architecture ( second editions)

SEPTON toolkit -final report
Updated Data Management Plan

Update Data Management Plan

Dissemination plan and communication activities report -final edition

Dissemination plan and communication activities report -final editioncommunication activities shall be included as recommended in GAP Preliminary comments

IoT end-point protection mechanisms -final report
Use cases and user and certification requirements first edition

Use cases and user and certification requirements (first and second editions)

Scientific review of current standards and practices in NMDs
Data management plan
SEPTON user needs assessment guide and lessons learnt
Legal and ethics framework -first edition

Legal and ethics framework (first and second editions)

Overview of the project-related applicability in the framework of guidance MDCG 2019-16
Differential privacy protection mechanisms -final version

Differential privacy protection mechanisms -final version

Threat information exchanges -final report

Vulnerability assessment protection mechanisms alpha version

SEPTON website

Publications

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

Author(s): Roland Kromes, Tianyu Li, Maxime Bouillon, Talha Enes Güler, Victor van der Hulst, Zekeriya Erkin
Published in: MDPI Sensor, 2024, ISSN 1424-8220
Publisher: MDPI
DOI: 10.3390/S24030986

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

Author(s): Dirk De Ridder, Muhammad Ali Siddiqi, Justin Dauwels, Wouter A. Serdijn, Christos Strydis
Published in: Neuromodulation: Technology at the Neural Interface, ISSN 1525-1403
Publisher: Elsevier
DOI: 10.1016/J.NEUROM.2024.01.003

Quantum neural networks meet federated learning for DNA mutation prediction

Author(s): Sotirios Messinis, Ioannis Rallis, Nikolaos Temenos, Dimitrios Kalogeras, George A. Kastis, Nikolaos Doulamis, Nicholas E. Protonotarios
Published in: Computational and Structural Biotechnology Journal, Issue 30, 2026, ISSN 2001-0370
Publisher: 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

Author(s): Sotirios C. Messinis, Nicholas E. Protonotarios, Nikolaos Doulamis
Published in: Sensors, Issue 24, 2025, ISSN 1424-8220
Publisher: MDPI AG
DOI: 10.3390/S24165142

Frontiers in Neuroinformatics

Author(s): R. Miedema and C. Strydis
Published in: Frontiers in Neuroinformatics, ISSN 1662-5196
Publisher: Frontiers Research Foundation
DOI: 10.3389/FNINF.2024.1330875

Neurocomputing

Author(s): Lennart P. L. Landsmeer, Max C. W. Engelen, Rene Miedema, Christos Strydis
Published in: Neurocomputing, ISSN 0925-2312
Publisher: Elsevier
DOI: 10.1016/J.NEUCOM.2024.127953

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

Author(s): Sotirios Panagiotou, Rene Miedema, Dimitrios Soudris, Christos Strydis
Published in: Frontiers in Neuroinformatics, Issue 19, 2025, ISSN 1662-5196
Publisher: Frontiers Media SA
DOI: 10.3389/FNINF.2025.1572782

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

Author(s): Nikos Kostopoulos; Dimitris Kalogeras; Dimitris Pantazatos; Maria Grammatikou; Vasilis Maglaris
Published in: IEEE Access, Vol 11, Pp 61144-61160 (2023), 2023, ISSN 2169-3536
Publisher: IEEE Access
DOI: 10.1109/access.2023.3286313

Computers in Biology and Medicine

Author(s): S. Messinis, N. Temenos, N. E. Protonotarios, I. Rallis, D. Kalogeras, and N. Doulamis,
Published in: Computers in Biology and Medicine, ISSN 0010-4825
Publisher: Pergamon Press Ltd.
DOI: 10.1016/J.COMPBIOMED.2024.108036

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

Author(s): Taylor, S., Gilje Jaatun, M., Bernsmed, K., Androutsos, C., Frey, D., Favrin, S., ... & Katzis, K.
Published in: PETRA 2024 CYMED
Publisher: ACM
DOI: 10.1145/3652037.3663894

Memristor-Based Lightweight Encryption

Author(s): Muhammad Ali Siddiqi, Jan Andres Galvan Hernández, Anteneh Gebregiorgis, Rajendra Bishnoi, Christos Strydis, Said Hamdioui, Mottaqiallah Taouil
Published in: DSD 2023
Publisher: IEEE
DOI: 10.1109/DSD60849.2023.00092

Privacy-Preserving Data Aggregation with Public Verifiability Against Internal Adversaries

Author(s): Palazzo M., Dekker F.W., Brighente A., Conti M., Erkin Z.
Published in: 33rd USENIX Security Symposium
Publisher: USENIX Association

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

Author(s): Shareeful Islam, Spyros Papastergiou
Published in: Springer - International Conference on Artificial Intelligence Applications andInnovations(AIAI), ISSN 2193-1801
Publisher: Springer Science and Business Media Deutschland GmbH

Randomized Response and Differential Privacy

Author(s): ANDREAS IOANNIDIS ,ANTONIOS LITKE, and NIKOLAOS K. PAPADAKIS
Published in: PETRA 2024 CYMED, 2024
Publisher: ACM
DOI: 10.1145/3652037.3663902

Dataset Watermarking Using the Discrete Wavelet Transform

Author(s): M.P. Raave, D. Isler, Z. Erkin
Published in: SECRYP
Publisher: SCITEPRESS

Enhancing Malware Detection through Machine Learning using XAI with SHAP Framework

Author(s): Shareeful Islam, Spyros Papastergiou
Published in: Springer - International Conference on Artificial Intelligence Applications and Innovations(AIAI), ISSN 2193-1801
Publisher: Springer Science and Business Media Deutschland GmbH

Topology-Based Reconstruction Prevention for Decentralised Learning

Author(s): F. W. Dekker, Z. Erkin, M. Conti
Published in: The 25th Privacy Enhancing Technologies Symposium
Publisher: PETs
DOI: 10.48550/ARXIV.2312.05248

Extending Null Embedding for Deep Neural Network (DNN) Watermarking

Author(s): K. Altınay, D. Isler, Z. Erkin
Published in: SECRYP
Publisher: SCITEPRESS

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

Author(s): BAKIRIS EMMANOUIL,VICTORIA KATSAROU,NIKOS PAPADAKIS, NIKOLAOS ALAMPASIS
Published in: PETRA 2024 CYMED
Publisher: ACM

A lightweight architecture for real-time neuronal-spike classification

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

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

Author(s): Victoria Katsarou, Nick Alampasis, Nikos Papadakis, Emmanοuil Bakiris
Published in: PETRA 2024 DEMO, 2024
Publisher: ACM

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

Author(s): S. Messinis, N. E. Protonotarios, I.Tzortzis, I. Rallis, D. Kalogeras, and N. Doulamis,
Published in: PETRA 2023, 2023
DOI: 10.1145/3594806.3596562

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

Author(s): Amirreza Movahedin, Lennart P. L. Landsmeer, Christos Strydis
Published in: Proceedings of the 2025 ACM/SIGDA International Symposium on Field Programmable Gate Arrays, 2025
Publisher: ACM
DOI: 10.1145/3706628.3708875

MedTech Chain Demo: Decentralised, Secure and Privacy-preserving Platform for Medical Device Data Research<sup>*</sup>

Author(s): Alin Petru-Rosu, Tamara Tataru, Jegor Zelenjak, Roland Kromes, Zekeriya Erkin
Published in: 2024 6th Conference on Blockchain Research & Applications for Innovative Networks and Services (BRAINS), 2024
Publisher: 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

Author(s): EMMANOUIL ARAPIDIS∗NIKOS TEMENOS, DIMITRIS GIAGKOS, IOANNIS K. RALLIS, DIMITRIS KALOGERAS, NIKOLAOS PAPADAKIS, ANTONIS LITKE, SOTIRIS MESSINIS
Published in: PETRA 2024 CYMED
Publisher: ACM
DOI: 10.1145/3652037.3663908

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

Author(s): Mostafa Khattat, Roland Kromes
Published in: IEEE International Conference on Blockchain and Cryptocurrency 2024
Publisher: IEEE

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

Author(s): C. Messinis, S., Ε. Protonotarios, N., Arapidis, E., & Doulamis, N
Published in: PETRA 2024 CYMED, 2024
Publisher: ACM
DOI: 10.1145/3652037.3663906

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

Author(s): ATHANASIOS KOULIANOS, PANAGIOTIS PARASKEVOPOULOS, ANTONIOS LITKE, and NIKOLAOS K. PAPADAKIS
Published in: PETRA 2024 CYMED
Publisher: ACM

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