Publications

PUBLICATIONS

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2021

1.

Grammatikis, Panagiotis Radoglou; Sarigiannidis, Panagiotis; Iturbe, Eider; Rios, Erkuden; Martinez, Saturnino; Sarigiannidis, Antonios; Efstathopoulos, Georgios; Spyridis, Yannis; Sesis, Achilleas; Vakakis, Nikolaos; Tzovaras, Dimitrios; Kafetzakis, Emmanouil; Giannoulakis, Ioannis; Tzifas, Michalis; Giannakoulias, Alkiviadis; Angelopoulos, Michail; Ramos, Francisco

SPEAR SIEM: A Security Information and Event Management system for the Smart Grid (Journal Article)

In: Computer Networks, 2021.

(Abstract | Links | BibTeX | Tags: Anomaly Detection, Auto-encoder, Cybersecurity, Deep Learning, Generative Adversarial Network, Machine Learning, Modbus, Smart Grid)

2.

Grammatikis, Panagiotis Radoglou; Sarigiannidis, Panagiotis; Efstathopoulos, George; Lagkas, Thomas; Fragulis, George; Sarigiannidis, Antonios

A Self-Learning Approach for Detecting Intrusions in Healthcare Systems (Inproceedings)

In: IEEE International Conference on Communications, 2021.

(Abstract | Links | BibTeX | Tags: Cybersecurity, Healthcare, Machine Learning)

3.

Kelli, Vasiliki; Argyriou, Vasileios; Lagkas, Thomas; Fragulis, George; Grigoriou, Elisavet; Sarigiannidis, Panagiotis

IDS for industrial applications: a federated learning approach with active personalization (Journal Article)

In: Sensors, vol. 21, no. 20, pp. 6743, 2021.

(Abstract | Links | BibTeX | Tags: Active Learning, Federated Learning, Internet of Things (IoT), Intrusion Detection System, Machine Learning, Personalization)

4.

Radoglou-Grammatikis, Panagiotis; Rompolos, Konstantinos; Sarigiannidis, Panagiotis; Argyriou, Vasileios; Lagkas, Thomas; Sarigiannidis, Antonios; Goudos, Sotirios; Wan, Shaohua

Modeling, detecting, and mitigating threats against industrial healthcare systems: a combined software defined networking and reinforcement learning approach (Journal Article)

In: IEEE Transactions on Industrial Informatics, vol. 18, no. 3, pp. 2041–2052, 2021.

(Abstract | Links | BibTeX | Tags: Cybersecurity, IEC-60870- 5-104, Internet of Things (IoT), Intrusion detection, Machine Learning, Software Defined Networks)

2020

5.

Radoglou-Grammatikis, Panagiotis; Sarigiannidis, Panagiotis; Efstathopoulos, George; Karypidis, Paris-Alexandros; Sarigiannidis, Antonios

DIDEROT: An Intrusion Detection and Prevention System for DNP3-Based SCADA Systems (Inproceedings)

In: Proceedings of the 15th International Conference on Availability, Reliability and Security, Association for Computing Machinery, Virtual Event, Ireland, 2020, ISBN: 9781450388337.

(Abstract | Links | BibTeX | Tags: Anomaly Detection, Autonencoder, Intrusion detection, Machine Learning, SCADA, SDN, Smart Grid)

6.

Lytos, Anastasios; Lagkas, Thomas; Sarigiannidis, Panagiotis; Zervakis, Michalis; Livanos, George

Towards smart farming: Systems, frameworks and exploitation of multiple sources (Journal Article)

In: Computer Networks, vol. 172, pp. 107147, 2020, ISSN: 1389-1286.

(Abstract | Links | BibTeX | Tags: Agriculture, Big Data, Internet of Things, Machine Learning, Smart farming)

2019

7.

Efstathopoulos, Georgios; Grammatikis, Panagiotis Radoglou; Sarigiannidis, Panagiotis; Argyriou, Vasilis; Sarigiannidis, Antonios; Stamatakis, Konstantinos; Angelopoulos, Michail K; Athanasopoulos, Solon K

Operational Data Based Intrusion Detection System for Smart Grid (Inproceedings)

In: 2019 IEEE 24th International Workshop on Computer Aided Modeling and Design of Communication Links and Networks (CAMAD), pp. 1-6, 2019.

(Abstract | Links | BibTeX | Tags: Anomaly Detection, Cybersecurity, Intrusion Detection System, Machine Learning, Operational Data, Smart Grid)

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