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Temporal Logic-Based Artificial Immune System for Intrusion Detection
Author(s) -
Xiyue Chen,
Jianmin Pang
Publication year - 2022
Publication title -
wireless communications and mobile computing
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 0.42
H-Index - 64
eISSN - 1530-8677
pISSN - 1530-8669
DOI - 10.1155/2022/4685754
Subject(s) - computer science , intrusion detection system , artificial immune system , mechanism (biology) , temporal logic , range (aeronautics) , artificial intelligence , data mining , machine learning , theoretical computer science , philosophy , epistemology , materials science , composite material
Artificial immune system has made many contributions to network security areas, but there are still problems of insufficient detection range and high time cost. This paper presents a Hybrid Detector (HD) mechanism in which temporal logic antigens are proposed. The HD mechanism is constructed by using the advantage of temporal logic to describe time-varying behaviors in system. Finally, simulation experiments were carried out on KDD99 and NSL-KDD datasets. Experimental results show that the proposed method can extend the detection range and improve the detection rate. This work proves the possibility of applying temporal logic to AIS system.

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