PeerJ Computer Science • Vol 10
Integration of simulated annealing into pigeon inspired optimizer algorithm for feature selection in network intrusion detection systems
July 2024 • Wanwei Huang, Haobin Tian, Sun’an Wang, Chaoqin Zhang, Xiaohui Zhang
In the context of the 5G network, the proliferation of access devices results in heightened network traffic and shifts in traffic patterns, and network intrusion detection faces greater challenges. A feature selection algorithm is proposed for network intrusion detection systems that uses an improved binary pigeon-inspired optimizer (SABPIO) algorithm to tackle the challenges posed by the high dimensionality and complexity of network traffic, resulting in complex models, reduced accuracy, and longer detection time…