Joanna Domańska, PhD, D.Sc.

Email: 

Orcid ID: 

0000-0002-1935-8358

Position: 

Institute Professor
Research groups

Information: 

Joanna Domanska obtained a Master of Engineering degree from the Silesian University of Technology, Gliwice, Poland, in 1994. She received her PhD in Computer Science in January 2005 from the Scientific Council of the Institute of Theoretical and Applied Informatics, Polish Academy of Sciences, Gliwice, and defended the habilitation dissertation in Computer Science in 2015 at the Faculty of Automatic Control, Electronics and Computer Science at the Silesian University of Technology. She has taken part in seven projects for the National Science Centre, Poland, and was project leader in two of them. She is a member of the SerIoT and the SDK4ED research teams, under the EU H2020 program. She is currently an Institute Professor at the Institute of Theoretical and Applied Informatics, Polish Academy of Sciences (IITIS-PAN) and member of the Computer Systems Modelling and Performance Evaluation Group since 1994, serving as leader of this group since 2018.

Her main areas of research include performance modelling methods for computer networks, particularly the modelling of network traffic intensity and the QoS related problems. Recently, her scientific interests have also been focused on the applications of Artificial Intelligence and Machine Learning to networking research. She transferred her experience regarding the analysis of properties of the network traffic to create the Machine Learning-based approach to examine the LRD behaviour of the traffic. Another recent work was focused on the improvement of Quality of Service (QoS), energy-efficiency and security by using Self-Aware Networks. Her other research endeavours were focused on the IoT security and software security.

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Publications
Biblio RSS

2021

26. Marek, D., A. Domański, J. Domańska, J. Szyguła, T. Czachórski, and J. Klamka, "Diffusion model of a non-integer order PIγ controller with TCP/UDP streams", Entropy, vol. 23, 05/2021.
27. Szyguła, J., A. Domański, J. Domańska, D. Marek, K. Filus, and S. Mendla, "Supervised learning of Neural Networks for Active Queue Management in the Internet", Sensors, vol. 21(15), issue Special Issue "Mathematical Modelling and Analysis in Sensors Networks", 2021.

2020

28. Filus, K., A. Domański, J. Domańska, D. Marek, and J. Szyguła, "Long-Range Dependent Traffic Classification with Convolutional Neural Networks Based on Hurst Exponent Analysis", Entropy, vol. 22, issue 10, 2020.
29. Gelenbe, E., M. Siavvas, P. Boryszko, and J. Domańska, "Optimum checkpoints for time and energy", IEEE MASCOTS 2020, Nice France, IEEEXpress, 10/2020.  (557.59 KB)
30. Domański, A., J. Domańska, K. Filus, J. Szyguła, and T. Czachórski, "The self-similar markovian sources", Applied Sciences, vol. 10, issue 11, 2020.
31. Gelenbe, E., J. Domańska, P. Fröhlich, M. Nowak, and S. Nowak, "Self-Aware Networks that Optimize Security, QoS and Energy", Proceedings of the IEEE, vol. 108, issue 7, July 2020.  (5.07 MB)
32. Szyguła, J., A. Domański, J. Domańska, T. Czachórski, D. Marek, and J. Klamka, " AQM mechanism with neuron tuning parameters", 12th Asian Conference on Intelligent Information and Database Systems, Phuket, Thailand, 23-26 March 2020.
33. Domański, A., J. Domańska, T. Czachórski, J. Klamka, J. Szyguła, and D. Marek, "Diffusion Approximation Model of TCP NewReno Congestion Control Mechanism", SN Computer Science, issue 1:43, 2020.

2019

34. Nowak, M., S. Nowak, J. Domańska, and T. Czachórski, "Cognitive Packet Networks for the Secure Internet of Things", Global IoT Summit (GIoTS), Aarhus, Denmark, 2019.
35. Domański, A., J. Domańska, T. Czachórski, J. Klamka, and J. Szyguła, "The AQM Dropping Packet Probability Function Based on Non-integer Order PI^αD^β Controller", Lecture Notes in Electrical Engineering, vol. 496, pp. 36-48, 2019.
36. Nowak, M., S. Nowak, and J. Domańska, "Cognitive Routing for Improvement of IoT Security", 2019 IEEE International Conference on Fog Computing ICFC, Prague, Czechia, IEEE, 06/2019.
37. Domański, A., J. Domańska, T. Czachórski, J. Klamka, D. Marek, and J. Szyguła, "AQM Mechanism with the Dropping Packet Function Based on the Answer of Several PIα Controllers", Communications in Computer and Information Science , vol. 1039, 2019.

2018

38. Domański, A., J. Domańska, T. Czachórski, J. Klamka, D. Marek, and J. Szyguła, "GPU Accelerated Non-integer Order PI^αD^β Controller Used as AQM Mechanism", Communications in Computer and Information Science, vol. 860, pp. 286-299, 2018.
39. Domańska, J., E. Gelenbe, T. Czachórski, A. Drosou, and D. Tzovaras, "Research and innovation action for the security of the internet of things: The SerIoT project", Communications in Computer and Information Science, vol. 821, London, United Kingdom, Springer, pp. 101-118, 2018.
40. Domańska, J., M. Nowak, S. Nowak, and T. Czachórski, "European Cybersecurity Research and the SerIoT Project", Communications in Computer and Information Science , vol. 935, pp. 166-173, 08/2018.
41. Różańska, A., A. Jarynowski, K. Kopeć-Godlewska, J. Wójkowska-Mach, A. Misiewska-Kaczur, M. Lech, M. Rozwadowska, M. Karwacka, J. Liberda, and J. Domańska, "Does surgical site infection after Caesarean section in Polish hospitals reflect high-quality patient care or poor postdischarge surveillance? Results from a 3-year multicenter study.", American Journal of Infection Control, vol. 46, issue 1, pp. 20-25, 2018.
42. Ferrera, E., C. Pastrone, P-E. Brun, R. De Besombes, K. Loupos, G. Kouloumpis, P. O’Sullivan, A. Papageorgiou, P. Katsoulakos, B. Karakostas, et al., "IoT European Security and Privacy Projects: Integration, Architectures and Interoperability", Next Generation Internet of Things. Distributed Intelligence at the Edge and Human Machine-to-Machine Cooperation: River Publishers, 2018.
43. Domański, A., J. Domańska, T. Czachórski, J. Klamka, D. Marek, and J. Szyguła, "The Influence of the Traffic Self-similarity on the Choice of the Non-integer Order PI^α Controller Parameters", Communications in Computer and Information Science, vol. 935, pp. 76-83, 2018.
44. Gelenbe, E., J. Domańska, T. Czachórski, A. Drosou, and D. Tzovaras, "Security for Internet of Things: The SerIoT Project", 2018 International Symposium on Networks, Computers and Communications (ISNCC), Rome, Italy, IEEE, 2018.

2017

45. Domański, A., J. Domańska, T. Czachórski, and J. Klamka, "Self-similarity Traffic and AQM Mechanism Based on Non-integer Order Pi^αD^β Controller", Communications in Computer and Information Science, vol. 718, pp. 336-350, 2017.
46. Domańska, J., A. Domański, and T. Czachórski, "Hidden Markov Models in Long Range Dependence Traffic Modelling", Communications in Computer and Information Science, vol. 700, pp. 75-86, 2017.

2016

47. Czachórski, T., A. Domański, J. Domańska, M. Pagano, and A. Rataj, "Delays in IP Routers, a Markov Model", Communications in Computer Information Science, vol. 659, Cham, Springer International Publishing, pp. 185–192, 2016.
48. Domański, A., J. Domańska, M. Pagano, and T. Czachórski, "The Fluid Flow Approximation of the TCP Vegas and Reno Congestion Control Mechanism", Communications in Computer Information Science, vol. 659, Cham, Springer International Publishing, pp. 193–200, 2016.
49. Domański, A., J. Domańska, T. Czachórski, and J. Klamka, "The use of a non-integer order PI controller with an active queue management mechanism", International Journal of Applied Mathematics and Computer Science, vol. 26, issue 4, pp. 777-789, 2016.
50. Domański, A., J. Domańska, and T. Czachórski, "The Impact of the Degree of Self-Similarity on the NLREDwM Mechanism with Drop from Front Strategy", Communications in Computer Information Science, vol. 608, Cham, Springer International Publishing, pp. 192–203, 2016.

Pages

Historia zmian

Data aktualizacji: 01/08/2023 - 12:42; autor zmian: Łukasz Zimny (lzimny@iitis.pl)

Joanna Domanska obtained a Master of Engineering degree from the Silesian University of Technology, Gliwice, Poland, in 1994. She received her PhD in Computer Science in January 2005 from the Scientific Council of the Institute of Theoretical and Applied Informatics, Polish Academy of Sciences, Gliwice, and defended the habilitation dissertation in Computer Science in 2015 at the Faculty of Automatic Control, Electronics and Computer Science at the Silesian University of Technology. She has taken part in seven projects for the National Science Centre, Poland, and was project leader in two of them. She is a member of the SerIoT and the SDK4ED research teams, under the EU H2020 program. She is currently an Institute Professor at the Institute of Theoretical and Applied Informatics, Polish Academy of Sciences (IITIS-PAN) and member of the Computer Systems Modelling and Performance Evaluation Group since 1994, serving as leader of this group since 2018.

Her main areas of research include performance modelling methods for computer networks, particularly the modelling of network traffic intensity and the QoS related problems. Recently, her scientific interests have also been focused on the applications of Artificial Intelligence and Machine Learning to networking research. She transferred her experience regarding the analysis of properties of the network traffic to create the Machine Learning-based approach to examine the LRD behaviour of the traffic. Another recent work was focused on the improvement of Quality of Service (QoS), energy-efficiency and security by using Self-Aware Networks. Her other research endeavours were focused on the IoT security and software security.