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Deteção autónoma de anomalias em redes SCADA by Chukwunenye Amadi

Deteção autónoma de anomalias em redes SCADA

by Chukwunenye Amadi
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Book cover type: Paperback
  • ISBN13: 9786209595561
  • Binding: Paperback
  • Subject: N/A
  • Publisher: Edicoes Nosso Conhecimento
  • Publisher Imprint: Edicoes Nosso Conhecimento
  • Publication Date:
  • Pages: 56
  • Original Price: GBP 38.19
  • Language: Portuguese
  • Edition: N/A
  • Item Weight: 87 grams
  • BISAC Subject(s): Networking / General

Esta investiga��o aborda a crescente vulnerabilidade das redes SCADA legadas em infraestruturas cr�ticas perante ataques ciberf�sicos sofisticados. Estes sistemas, que frequentemente utilizam protocolos inseguros como Modbus e DNP3, s�o mal protegidos pela dete��o de intrus�o tradicional baseada em assinaturas. Este estudo prop�e uma estrutura de dete��o aut�noma de anomalias que alavanca a aprendizagem profunda para identificar amea�as em tempo real. Ao analisar dados operacionais, modelos como o LSTM-Autoencoder aprendem padr�es comportamentais normais e sinalizam desvios com elevada precis�o. O sistema desenvolvido demonstra um desempenho superior na dete��o de ataques furtivos, como a inje��o de dados falsos e a manipula��o de comandos, reduzindo significativamente a lat�ncia de dete��o. Esta abordagem baseada em dados fornece um mecanismo de seguran�a proativo, aumentando a resili�ncia do sistema sem atualiza��es de infraestrutura dispendiosas. Representa uma mudan�a cr�tica para uma defesa inteligente e adapt�vel para salvaguardar servi�os essenciais contra ciberamea�as em evolu��o, garantindo a continuidade operacional e a seguran�a. A estrutura integra capacidades de aprendizagem cont�nua, permitindo-lhe adaptar-se a novas amea�as e padr�es de tr�fego. Avalia��o experimental atrav�s de simula��es.

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