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Autonomiczne wykrywanie anomalii w sieciach SCADA by Chukwunenye Amadi

Autonomiczne wykrywanie anomalii w sieciach SCADA

by Chukwunenye Amadi
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Book cover type: Paperback
  • ISBN13: 9786209587887
  • Binding: Paperback
  • Subject: N/A
  • Publisher: Wydawnictwo Nasza Wiedza
  • Publisher Imprint: Wydawnictwo Nasza Wiedza
  • Publication Date:
  • Pages: 60
  • Original Price: GBP 38.19
  • Language: Polish
  • Edition: N/A
  • Item Weight: 96 grams
  • BISAC Subject(s): Networking / General

Niniejsze badanie podejmuje problem rosnącej podatności starszych sieci SCADA w infrastrukturze krytycznej na wyrafinowane ataki cyber-fizyczne. Systemy te, często korzystające z niezabezpieczonych protokol�w, takich jak Modbus i DNP3, są slabo chronione przez tradycyjne wykrywanie wlamań oparte na sygnaturach. Studium proponuje autonomiczne ramy wykrywania anomalii wykorzystujące glębokie uczenie do identyfikacji zagrożeń w czasie rzeczywistym. Poprzez analizę danych operacyjnych, modele takie jak LSTM-Autoencoder uczą się normalnych wzorc�w zachowań i z dużą dokladnością sygnalizują odchylenia. Opracowany system wykazuje doskonalą skutecznośc w wykrywaniu ukrytych atak�w, takich jak wstrzykiwanie falszywych danych i manipulacja komendami, znacząco redukując op�źnienia w wykrywaniu. To podejście oparte na danych zapewnia proaktywny mechanizm bezpieczeństwa, zwiększając odpornośc systemu bez kosztownej modernizacji infrastruktury. Stanowi ono krytyczny krok w kierunku inteligentnej, adaptacyjnej obrony w celu zabezpieczenia kluczowych uslug przed ewoluującymi cyberzagrożeniami, zapewniając ciąglośc operacyjną i bezpieczeństwo. Ramy te integrują możliwości ciąglego uczenia się, co pozwala na adaptację do nowych zagrożeń i wzorc�w ruchu. Ocena eksperymentalna przeprowadzona na symulacjach.

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