基于时间压缩的流量加速回放方法

王硕; 柏军; 王佰玲; 张旭; 刘红日

doi:10.11959/j.issn.2096-109x.2021082

您当前的位置：

首页 >

文章列表页 >

基于时间压缩的流量加速回放方法

学术论文 | 更新时间：2024-06-03

- 基于时间压缩的流量加速回放方法
- Accelerated traffic replay method based on time compression
- 网络与信息安全学报 2021年7卷第5期页码：178-188
- 作者机构：
- 作者简介：
  
  [ "王硕（1996− ），男，山东东营人，哈尔滨工业大学（威海）硕士生，主要研究方向为网络安全、流量回放、用户行为模拟" ]
  [ "柏军（1969− ），男，辽宁鞍山人，哈尔滨工业大学（威海）副教授，主要研究方向为物联网应用技术、计算机体系结构、嵌入式系统等" ]
  [ "王佰玲（1978− ），男，黑龙江哈尔滨人，哈尔滨工业大学（威海）教授、博士生导师，主要研究方向为工业互联网安全、信息对抗、信息安全、信息搜索、金融安全" ]
  [ "张旭（1995− ），男，安徽合肥人，哈尔滨工业大学（威海）硕士生，主要研究方向为网络安全、用户行为模拟" ]
  [ "刘红日（1982− ），男，山东烟台人，博士，哈尔滨工业大学（威海）助理研究员，主要研究方向为网络行为模拟、工业控制系统的流量审计和网络安全互联" ]
- 基金信息：
  
  国家重点研发计划;The National Key R＆D Program of China(2018YFB2004200)
- DOI：10.11959/j.issn.2096-109x.2021082
  中图分类号： TP393
- 网络首发：2021-10，
  
  纸质出版：2021-10-15
- 稿件说明：
移动端阅览
王硕, 柏军, 王佰玲, 等. 基于时间压缩的流量加速回放方法[J]. 网络与信息安全学报, 2021,7(5):178-188.

Shuo WANG, Jun BAI, Bailing WANG, et al. Accelerated traffic replay method based on time compression[J]. Chinese Journal of Network and Information Security, 2021, 7(5): 178-188.
王硕, 柏军, 王佰玲, 等. 基于时间压缩的流量加速回放方法[J]. 网络与信息安全学报, 2021,7(5):178-188. DOI： 10.11959/j.issn.2096-109x.2021082.

Shuo WANG, Jun BAI, Bailing WANG, et al. Accelerated traffic replay method based on time compression[J]. Chinese Journal of Network and Information Security, 2021, 7(5): 178-188. DOI： 10.11959/j.issn.2096-109x.2021082.

摘要

随着网络流量的激增，在虚拟环境下对流量进行回放面临着许多问题。为了满足回放过程中流量完整性和准确性的需求，提出了一种基于时间压缩的流量加速回放方法，实现了在虚拟环境下对真实网络流量的加速回放。该方法优先将时间间隔集合中最大的时间间隔进行压缩，对间隔较小的时间减少压缩，从而减少时间压缩造成的单位时间流量猛增现象，进而降低流量的丢包率。从丢包率、时间间隔误差、相似度3方面对其效果进行衡量。实验表明，与等比压缩方法相比，该方法在相似度上表现较差，但有着较低的丢包率和时间间隔误差。

Abstract

With the proliferation of network traffic

replaying traffic in a virtual environment faces many problems.In order to meet the requirements of traffic integrity and accuracy in the replay process

an accelerated traffic replay method based on time-compressed was proposed to achieve accelerated replay of real network traffic in a virtual environment.The method prioritized the compression of the largest time interval in the set of time intervals

and reduced the compression of the smaller intervals

thus reducing the traffic spike per unit time caused by time compression

and reducing the packet loss rate of traffic.The effect was measured in terms of packet loss rate

time interval error and similarity.The experiments show that this method has a lower packet loss rate and lower time interval error compared with the isometric compression method

although it performs worse in similarity.

关键词

Keywords

references

方滨兴 , 贾焰 , 李爱平 , 等 . 网络空间靶场技术研究 [J ] . 信息安全学报 , 2016 , 1 ( 3 ): 1 - 9 .

FANG B X , JIA Y , LI A P , et al . Cyber Ranges:state-of-the-art and research challenges [J ] . Journal of Cyber Security , 2016 , 1 ( 3 ): 1 - 9 .

FERGUSON B , TALL A , OLSEN D . National cyber range overview [C ] // Proceedings of 2014 IEEE Military Communications Conference . 2014 : 123 - 128 .

WABISZEWSKI JR M G , ANDEL T R , MULLINS B E , et al . Enhancing realistic hands-on network training in a virtual environment [C ] // Proceedings of the 2009 Spring Simulation Multiconference . 2009 : 1 - 8 .

ROSSEY L M , CUNNINGHAM R K , FRIED D J , et al . LARIAT:Lincoln adaptable real-time information assurance testbed [C ] // Proceedings of,IEEE Aerospace Conference . 2002 :6.

AN B . Network Testing with Simulated Traffic.Does Realism Matter [R ] . 2014 .

MIYACHI T , MIWA S , HASEGAWA S , et al . Hands-on environments for network technologies on StarBED [J ] . Educational Technology Research , 2011 , 34 ( 1/2 ): 107 - 118 .

INDEX C V N . Global mobile data traffic forecast update,2016-2021 [R ] . 2017 .

ANGRISANI L , BOTTA A , MIELE G , et al . Experiment-driven modeling of open-source Internet traffic generators [J ] . IEEE Transactions on Instrumentation and Measurement , 2014 , 63 ( 11 ): 2529 - 2538 .

MOLNÁR S , MEGYESI P , SZABÓ G , . How to validate traffic generators [C ] // Proceedings of 2013 IEEE International Conference on Communications Workshops (ICC) . 2013 : 1340 - 1344 .

EMMERICH P , GALLENMÜLLER S , ANTICHI G , et al . Mind the gap - A comparison of software packet generators [C ] // Proceedings of 2017 ACM/IEEE Symposium on Architectures for Networking and Communications Systems (ANCS) . 2017 : 191 - 203 .

RING M , SCHLÖR D , LANDES D , et al . Flow-based network traffic generation using Generative Adversarial Networks [J ] . Computers ＆ Security , 2019 , 82 : 156 - 172 .

PREVEZANOS I , ANGELOU A , TSELIOS C , et al . Hammer:a real-world end-to-end network traffic simulator [C ] // Proceedings of 2017 IEEE 22nd International Workshop on Computer Aided Modeling and Design of Communication Links and Networks (CAMAD) . 2017 : 1 - 6 .

PARRY J , HUNTER D , RADKE K , et al . A network forensics tool for precise data packet capture and replay in cyber-physical systems [C ] // Proceedings of the Australasian Computer Science Week Multiconference . 2016 : 1 - 10 .

LIN Y D , LIN P C , LIN Y , et al . On-the-fly capture and replay mechanisms for multi-port network devices in operational networks [J ] . IEEE Transactions on Network and Service Management , 2014 , 11 ( 2 ): 158 - 171 .

HUSSAIN A , PRADKIN Y , HEIDEMANN J . Replay of malicious traffic in network testbeds [C ] // Proceedings of 2013 IEEE International Conference on Technologies for Homeland Security (HST) . 2013 : 322 - 327 .

LI L , HAO Z Y , ZHANG Y Z , et al . Traffic replay in virtual network based on IP-mapping [M ] // Algorithms and Architectures for Parallel Processing . Cham : Springer , 2015 : 697 - 713 .

CHU W B , GUAN X H , CAI Z M , et al . Real-time volume control for interactive network traffic replay [J ] . Computer Networks , 2013 , 57 ( 7 ): 1611 - 1629 .

CALLEGATI F , CERRONI W , CONTOLI C , et al . Performance of Network Virtualization in cloud computing infrastructures:the OpenStack case [C ] // Proceedings of 2014 IEEE 3rd International Conference on Cloud Networking (CloudNet) . 2014 : 132 - 137 .

浏览量

369

下载量

CSCD

文章被引用时，请邮件提醒。

提交

工具集

关联资源

网络靶场研究现状与展望

基于智能合约的高对抗性僵尸网络研究

基于可分离卷积的轻量级恶意域名检测模型

网络动态防御体系下主机安全威胁分析方法

社交网络异常用户检测技术研究进展