Autor:

Sopot, Wojciech ; Wachel, Paweł ; Mzyk, Grzegorz

Współtwórca:

Korbicz, Józef (1951- ) - red. ; Uciński, Dariusz - red.

Tytuł:

Robustness enhancement of a dynamic object model against adversarial attacks

Tytuł publikacji grupowej:

AMCS, volume 35 (2025)

Temat i słowa kluczowe:

nonlinear dynamic systems ; adversarial attacks ; error-in-variables ; Wiener model ; robustness

Abstract:

The aim of this work is to find a compromise between the accuracy of reproducing the behaviour of a nominal (Wiener-type) object examined in a laboratory under noise-free conditions and its robustness to intentional external attacks disrupting the input signal. By linearizing the model at the operating points and replacing the computationally expensive minimax optimization criterion with a simpler one, we construct a technique that leads to models robust to adversarial attacks of bounded intensity. Simulation experiments demonstrate the robustness of the obtained models against adversarial disruptions, highlighting the metod`s potential applications in fields requiring high resilience, such as control systems and safety-critical environments

Wydawca:

Zielona Góra: Uniwersytet Zielonogórski

Data wydania:

2025

Typ zasobu:

artykuł

DOI:

10.61822/amcs-2025-0042

Strony:

591-600

Źródło:

AMCS, volume 35, number 4 (2025) ; kliknij tutaj, żeby przejść

Jezyk:

eng

Licencja CC BY 4.0:

kliknij tutaj, żeby przejść

Prawa do dysponowania publikacją:

Biblioteka Uniwersytetu Zielonogórskiego