Advances in Computer and Communication

Downloads: 18319 Total View: 180033
Frequency: bimonthly ISSN Online: 2767-2875 CODEN: ACCDC3
Email: acc@hillpublisher.com
Article http://dx.doi.org/10.26855/acc.2020.12.001

URL Security Detection on the Basis of a New Optimization Algorithm

B. Wang 1,2,*, B. F. Zhang 1, X. W. Liu 1, S. M. Zhong 2

1 School of Electrical Engineering and Electronic Information, Xihua University, Chengdu, 610039, China.

2 School of Applied Mathematics, University Electronic Science and Technology of China, Chengdu 610054, China.

*Corresponding author: B. Wang

Published: September 28,2020

Abstract

In this paper, the issue on URL security detection is investigated. Considering the problems about local optimization and speed, chaotic mapping is introduced into PSO to design the optimization algorithm for BP neural network to achieve URL security detection with better performance. Some typical experimental examples are included and corresponding results display the advantage and effectiveness of the optimization algorithm proposed.

References

[1] Sahingoz, O., Buber, E., and Demir, O. (2019). Machine learning based phishing detection from URLs. Expert Sys-tems with Applications, 1171, 345-357.

[2] Li, T., Kou, G., and Peng,Y. (2020). Improving malicious URLs detection via feature engineering: Linear and non-linear space transformation methods. Information Systems, 91, 101494.

[3] Li, Y., Yang, Z., and Chen, X. (2019). A stacking model using URL and HTML features for phishing webpage de-tection. Future Generation Computer Systems, 94, 27-39.

[4] Wei, W., Ke, Q., and Nowak, J. (2020). Accurate and fast URL phishing detector: A convolutional neural network approach. Computer Networks, 1784, 107275.

[5] Wang, S., Chen, Z., and Yan, Q. (2020). Deep and broad URL feature mining for android malware detection. In-formation Sciences, 513, 600-613.

[6] Rösslor, O. E. (1976). An equation for continuous chaos. Physics Letters A, 57, 397-398.

[7] Dong, E. and Yuan, M. (2019). A new class of Hamiltonian conservative chaotic systems with multistability and design of pseudo-random number generator. Applied Mathematical Modelling, 73, 40-71.

[8] Shabestari, P., Panahi, S., and Hatef, B. (2018). A new chaotic model for glucose-insulin regulatory system. Chaos, Solitons & Fractals, 112, 44-51. 

[9] Chen, G. R. and Ueta, T. (1999). Yet another chaotic Attractor. International Journal of Bifurcation and Chaos, 9, 1465-1466.

[10] Balootaki, M., Rahmani, H., and Moeinkhah, H. (2020). On the Synchronization and Stabilization of fraction-al-order chaotic systems: Recent advances and future perspectives. Physica A: Statistical Mechanics and its Appli-cations, 551, 124203.

How to cite this paper

URL Security Detection on the Basis of a New Optimization Algorithm

How to cite this paper: B. Wang, B. F. Zhang, X. W. Liu, S. M. Zhong. (2020) URL Security Detection on the Basis of a New Optimization Algorithm. Advances in Computer and Communication, 1(1), 1-6.

DOI: http://dx.doi.org/10.26855/acc.2020.12.001