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A Bio-Inspired Reaction Against Cyberattacks: AIS-Powered Optimal Countermeasures Selection
- Source :
- IEEE Access, Vol 9, Pp 60971-60996 (2021), IEEE Access
- Publication Year :
- 2021
- Publisher :
- Zenodo, 2021.
-
Abstract
- Nowadays, Information and Communication Technology (ICT) infrastructures play a crucial role for human beings, providing essential services at astonishing speed. Nevertheless, such a centrality of those infrastructures attracts the interest of ill-motivated actors that target such infrastructures with cyberattacks that are every day more sophisticated and more disruptive. In this alarming context, selecting the optimal set of countermeasures represents a primary need to react against the appearance of potentially dangerous threats effectively. With the motivation to contribute to developing faster and more effective response capabilities against them, the paper at hand introduces a novel cybersecurity reaction methodology based on Artificial Immune Systems (AIS), for which the evolutionary computing paradigm has been adopted. By leveraging the outstanding properties of these bio-inspired techniques, the selected countermeasures to defeat cyberthreats through cloning and mutation phases in an effort to improve the quality of the solution from a quantitative perspective, being able to adjust the risk to which the assets of the protected system are exposed. Exhaustive experiments demonstrate the feasibility of the proposed approach, reducing the risk in a more than acceptable time lapse.
- Subjects :
- artificial immune systems
General Computer Science
Computer science
media_common.quotation_subject
Context (language use)
02 engineering and technology
Evolutionary computation
cyberattack countermeasures
0202 electrical engineering, electronic engineering, information engineering
General Materials Science
Quality (business)
Set (psychology)
intrusion reaction systems
media_common
Cloning (programming)
Artificial immune system
General Engineering
020206 networking & telecommunications
TK1-9971
Risk analysis (engineering)
Information and Communications Technology
020201 artificial intelligence & image processing
bio-inspired reaction
Countermeasure selection
Electrical engineering. Electronics. Nuclear engineering
Countermeasure selection, cyberattack countermeasures, intrusion reaction systems, artificial immune systems, bio-inspired reaction
Centrality
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- IEEE Access, Vol 9, Pp 60971-60996 (2021), IEEE Access
- Accession number :
- edsair.doi.dedup.....eb35fceadd054cc1ed17ad93e65529ef