In accordance with regulations and requirements, the editorial department's website domain has been changed to arocmag.cn. The original domain (arocmag.com) will be discontinued after Dec. 31st, 2024.
See More
Technology of Information Security
|
App. Res. of Comp. Printed Article
Vol. 39, 2022 No. 12
3781-3785

Word DGA domain name detection method based on ON-LSTM and self-attention mechanism

Liu Liting
Ou Yuyi
Ling Jie
School of Computers, Guangdong University of Technology, Guangzhou 510006, China
DOI: 10.19734/j.issn.1001-3695.2022.03.0204

Abstract

Aiming at the problem that the character randomness of word DGA domain names is low, the character structure and distribution are similar to benign domain names, and the detection effect of existing methods is inefficient, this paper proposed a detection method for word DGA domain name. Firstly, this method encoded domain names based on BiGRAM characters, so that the input of the model covered more domain name features. Secondly, it constructed the ON-LSTM-SA feature extraction module to fully extract the hierarchical semantic features of the domain name and assigned weights to it. Finally, it outputted the classification result through the softmax function. The experimental results show that, compared with the four contrasting models, this method performs the best in both detection performance and multi-classification performance, and has higher robustness and generalization ability.

Foundation Support

广州市科技计划项目(201902020007,202007010004)

Publish Information

DOI: 10.19734/j.issn.1001-3695.2022.03.0204
Publish at: Application Research of Computers Printed Article, Vol. 39, 2022 No. 12
Section: Technology of Information Security
Pages: 3781-3785
Serial Number: 1001-3695(2022)12-041-3781-05

Publish History

[2022-07-07] Accepted Paper
[2022-12-05] Printed Article

Cite This Article

刘立婷, 欧毓毅, 凌捷. 基于ON-LSTM与自注意力机制的单词DGA域名检测方法 [J]. 计算机应用研究, 2022, 39 (12): 3781-3785. (Liu Liting, Ou Yuyi, Ling Jie. Word DGA domain name detection method based on ON-LSTM and self-attention mechanism [J]. Application Research of Computers, 2022, 39 (12): 3781-3785. )

About the Journal

  • Application Research of Computers Monthly Journal
  • Journal ID ISSN 1001-3695
    CN  51-1196/TP

Application Research of Computers, founded in 1984, is an academic journal of computing technology sponsored by Sichuan Institute of Computer Sciences under the Science and Technology Department of Sichuan Province.

Aiming at the urgently needed cutting-edge technology in this discipline, Application Research of Computers reflects the mainstream technology, hot technology and the latest development trend of computer application research at home and abroad in a timely manner. The main contents of the journal include high-level academic papers in this discipline, the latest scientific research results and major application results. The contents of the columns involve new theories of computer discipline, basic computer theory, algorithm theory research, algorithm design and analysis, blockchain technology, system software and software engineering technology, pattern recognition and artificial intelligence, architecture, advanced computing, parallel processing, database technology, computer network and communication technology, information security technology, computer image graphics and its latest hot application technology.

Application Research of Computers has many high-level readers and authors, and its readers are mainly senior and middle-level researchers and engineers engaged in the field of computer science, as well as teachers and students majoring in computer science and related majors in colleges and universities. Over the years, the total citation frequency and Web download rate of Application Research of Computers have been ranked among the top of similar academic journals in this discipline, and the academic papers published are highly popular among the readers for their novelty, academics, foresight, orientation and practicality.

Indexed & Evaluation

  • The Second National Periodical Award 100 Key Journals
  • Double Effect Journal of China Journal Formation
  • the Core Journal of China (Peking University 2023 Edition)
  • the Core Journal for Science
  • Chinese Science Citation Database (CSCD) Source Journals
  • RCCSE Chinese Core Academic Journals
  • Journal of China Computer Federation
  • 2020-2022 The World Journal Clout Index (WJCI) Report of Scientific and Technological Periodicals
  • Full-text Source Journal of China Science and Technology Periodicals Database
  • Source Journal of China Academic Journals Comprehensive Evaluation Database
  • Source Journals of China Academic Journals (CD-ROM Version), China Journal Network
  • 2017-2019 China Outstanding Academic Journals with International Influence (Natural Science and Engineering Technology)
  • Source Journal of Top Academic Papers (F5000) Program of China's Excellent Science and Technology Journals
  • Source Journal of China Engineering Technology Electronic Information Network and Electronic Technology Literature Database
  • Source Journal of British Science Digest (INSPEC)
  • Japan Science and Technology Agency (JST) Source Journal
  • Russian Journal of Abstracts (AJ, VINITI) Source Journals
  • Full-text Journal of EBSCO, USA
  • Cambridge Scientific Abstracts (Natural Sciences) (CSA(NS)) core journals
  • Poland Copernicus Index (IC)
  • Ulrichsweb (USA)