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Technology of Information Security
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2149-2155

Distributed denial of service attack detection based on programming protocol-independent packet processors

Liu Xiangju
Shang Linsong
Fang Xianjin
Lu Xiaobao
School of Computer Science & Engineering, Anhui University of Science & Technology, Huainan Anhui 232001, China

Abstract

The distributed denial of service(DDoS) attack detection method in traditional software defined network(SDN) requires frequent communication between the control plane and the data plane, which will lead to significant overhead and delay, and the current programmable data plane can not implement complex detection algorithms, so it is difficult to ensure high detection efficiency. To solve the above problems, this paper proposed a DDoS attack detection method based on programming protocol-independent packet processors(P4) programmable data plane. First of all, the method used the improved information entropy based on P4 as initial detection to determine whether suspicious traffic occurred. Then, it took advantage of the microsecond time required for feature extraction by P4 to extract the six-tuple features of suspicious traffic, and imported them into the data standardization-deep neural network(DS-DNN) reinspection module to determine whether they were DDoS attack traffic. Finally, it tested the evaluation indicators of the method in the real environment. The experimental results show that this method can better detect DDoS attacks in SDN environments, ensure high detection rate and accuracy, effectively reduce the false alarm rate, and shorten the detection time to millisecond level.

Foundation Support

国家自然科学基金项目(61572034)
安徽省科技重大专项(18030901025)

Publish Information

DOI: 10.19734/j.issn.1001-3695.2021.12.0661
Publish at: Application Research of Computers Printed Article, Vol. 39, 2022 No. 7
Section: Technology of Information Security
Pages: 2149-2155
Serial Number: 1001-3695(2022)07-037-2149-07

Publish History

[2022-02-16] Accepted Paper
[2022-07-05] Printed Article

Cite This Article

刘向举, 尚林松, 方贤进, 等. 基于可编程协议无关报文处理的分布式拒绝服务攻击检测 [J]. 计算机应用研究, 2022, 39 (7): 2149-2155. (Liu Xiangju, Shang Linsong, Fang Xianjin, et al. Distributed denial of service attack detection based on programming protocol-independent packet processors [J]. Application Research of Computers, 2022, 39 (7): 2149-2155. )

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.


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