Clonal selection algorithm based on vaccination and Cauchy mutation

doi:10.3778/j.issn.1002-8331.1503-0133

Computer Engineering and Applications ›› 2017, Vol. 53 ›› Issue (1): 118-123.DOI: 10.3778/j.issn.1002-8331.1503-0133

Previous Articles Next Articles

Clonal selection algorithm based on vaccination and Cauchy mutation

ZHANG Fengbin, WANG Chao, YANG Ze

School of Computer Science and Technology, Harbin University of Science Technology, Harbin 150080, China

Online:2017-01-01 Published:2017-01-10

基于疫苗算子和柯西变异的克隆选择算法改进

张凤斌，王超，杨泽

哈尔滨理工大学计算机科学与技术学院，哈尔滨 150080

Abstract

Abstract: In the network intrusion detection system, clonal selection algorithm converges too slowly, and there is degradation in the process of mutation. Combining vaccination technology in biological systems and Cauchy mutation can generate greater range of random numbers, improve these two shortcomings about clonal selection algorithm respectively. Experiments show that the improved algorithm significantly accelerates the convergence rate and improve the detection rate.

Key words: network intrusion detection, clonal selection algorithm, vaccination;Cauchy mutation;vaccine library

摘要： 在网络入侵检测系统中，克隆选择算法已经取得了长足的发展，但是它仍然存在的很多缺点，例如算法收敛过慢，且在变异过程中有退化现象。结合生物系统中疫苗接种技术和柯西变异能产生较大随机数范围的特点，可以分别改进克隆选择算法的这两个缺点。实验结果显示，改进后的算法明显加快了收敛速度，并且提高了检测率。

关键词: 网络入侵检测, 克隆选择算法, 疫苗接种, 柯西变异, 疫苗库

ZHANG Fengbin, WANG Chao, YANG Ze. Clonal selection algorithm based on vaccination and Cauchy mutation[J]. Computer Engineering and Applications, 2017, 53(1): 118-123.

张凤斌，王超，杨泽. 基于疫苗算子和柯西变异的克隆选择算法改进[J]. 计算机工程与应用, 2017, 53(1): 118-123.

[1]	CHEN Haiyang, JIN Xiaolei, NIU Longhui, LIU Xiqing. Optimization of Regional Traffic Lights Timing Based on Improved Clonal Selection Algorithm [J]. Computer Engineering and Applications, 2020, 56(9): 272-278.
[2]	LI Jiayue, ZHAO Bo, LI Xiang, LIU Hui, LIU Yifan, ZOU Jianwen. Network Traffic Anomaly Prediction Method Based on Deep Learning [J]. Computer Engineering and Applications, 2020, 56(6): 39-50.
[3]	LIU Haiyan, ZHANG Yu, BI Jianquan, XING Meng. Review of technology based on distributed and collaborative network intrusion detection [J]. Computer Engineering and Applications, 2018, 54(8): 1-6.
[4]	CHEN Xingliang, LI Yongzhong, YU Hualong. Intrusion detection algorithm based on IPMeans-KELM [J]. Computer Engineering and Applications, 2016, 52(22): 118-122.
[5]	DONG Feng1, ZHOU Pengxu2. Multi-level immune intrusion detection model for cloud computing [J]. Computer Engineering and Applications, 2016, 52(21): 101-104.
[6]	ZHAO Xu, WANG Wei. Multithreading model for multimedia packets in NIDS based on genetic algorithm [J]. Computer Engineering and Applications, 2016, 52(14): 115-118.
[7]	ZHANG Tuo1, WANG Jianping2. Network intrusion detection based on cooperative quantum-behaved particle swarm algorithm and least square support vector machine [J]. Computer Engineering and Applications, 2015, 51(2): 113-116.
[8]	LIU Hanqiang. Semisupervised immune clone selection graph partition algorithm [J]. Computer Engineering and Applications, 2014, 50(22): 11-16.
[9]	ZHAO Xu, WANG Wei. Optimization research of DSAMDP method with dynamic programming theory [J]. Computer Engineering and Applications, 2014, 50(22): 83-87.
[10]	WENG Guang’an. Simulation dataset based study on byte frequency intrusion detection [J]. Computer Engineering and Applications, 2014, 50(12): 96-99.
[11]	XU Peng1, JIANG Fengru2. Network intrusion detection model based on particle swarm optimization and k-nearest neighbor [J]. Computer Engineering and Applications, 2014, 50(11): 95-98.
[12]	TONG Chengyi. Image threshold segmentation method based on CSACS [J]. Computer Engineering and Applications, 2013, 49(24): 161-164.
[13]	ZHAO Hui. Network intrusion detection algorithm based on neighborhood rough set and PSO [J]. Computer Engineering and Applications, 2013, 49(18): 73-77.
[14]	YANG Gelan1, JIN Huixia2, ZHU Xinghui3. Optimization algorithm based on differential evolution and clonal selection mechanism [J]. Computer Engineering and Applications, 2013, 49(10): 50-52.
[15]	LIU Mingzhen. New network intrusion detection algorithm based on support vector machine and particle swarm optimization [J]. Computer Engineering and Applications, 2012, 48(35): 71-74.

Clonal selection algorithm based on vaccination and Cauchy mutation

基于疫苗算子和柯西变异的克隆选择算法改进

PDF

Knowledge

Abstract

Cite this article

share this article

References

Related Articles 15

Recommended Articles

Metrics