Academic Staff

Dr. Artem Nazarenko
VG 1C, room 2.14

T: +49 (0) 355 69 2342
F: +49 (0) 355 69 2127
artem.nazarenko(at)b-tu.de

About me

I am a junior researcher at the Chair of IT Security. I received my Master degree in Computer Systems and Networks from Odessa National Academy of Food Technologies, Ukraine. Currently, I am also pursuing my PhD at the Nova University Lisbon (UNINOVA), Portugal. I am also a member Centre of Technology and Systems (CTS) at the UNINOVA research institute. I participated in several big research projects in the framework of Horizon 2020, such as Zero-Defects Manufacturing Platform (ZDMP) and Virtual Factory Operating System (vf-OS).

Research Interests

My research interests focus on network traffic analysis, analysis of process data derived from Cyber-Physical Systems, and the application of Machine Learning techniques for anomaly detection, with a particular emphasis on Deep Learning methods. Additionally, I explore the use of Generative Adversarial Networks (GANs) for synthetic traffic generation, especially in the context of Industrial Control System (ICS) protocols.

Projects

Currently, I am involved in the Energy Innovation Center (EIC) project at the Control Systems and Cyber Security (COSYS) Lab. My responsibilities include synthetic network traffic generation, with a specific focus on Industrial Control System (ICS) protocols. In addition, I work on Federated Learning techniques, focusing on secure and efficient data sharing among federated nodes.

Previously, I was involved in the medCS.5 project on secure 5G communication, contributing to data pre-processing and developing GAN- and Autoencoder-based methods for anomaly detection in encrypted network traffic.

Publications

A human-AI framework to design collaborative cyber physical systems

Author(s)
Nazarenko, Artem A., Camarinha-Matos, Luis M.
Type
part of book (chapter)
Year of publication
2024
Publisher name
Cham : Springer Nature Switzerland
Source
IFIP Advances in Information and Communication Technology, S. 28 - 42
ISBN
9783031638503
DOI
https://doi.org/10.1007/978-3-031-63851-0_2
IFIP Advances in Information and Communication Technology ; volume 716

A Framework for Service-Oriented Architecture (SOA)-Based IoT Application Development

Author(s)
Giao, Joao, Nazarenko, Artem A., Luis-Ferreira, Fernando, Gonçalves, Diogo, Sarraipa, Joao
Type
Scientific Article ref.
Year of publication
2022
application programming interfaces; Internet of Things; interoperability; middleware; modular construction
Source
Processes, S. 1 - 25
Volume
10
Issue/Journal number
9
ISSN
2227-9717
URL
https://www.mdpi.com/2227-9717/10/9/1782
DOI
https://doi.org/10.3390/pr10091782

Zero-defect manufacturing terminology standardization: Definition, improvement, and harmonization

Author(s)
Sousa, João, Nazarenko, Artem A., Grunewald, Christian, Psarommatis, Foivos, Fraile, Francisco, Meyer, Olga, Sarraipa, João
Type
Scientific Article ref.
Year of publication
2022
zero-defect manufacturing (ZDM); terminology; industrie 4.0; quality management system; inspection
Source
Frontiers in Manufacturing Technology
Volume
2
ISSN
2813-0359
DOI
https://doi.org/10.3389/fmtec.2022.947474