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DDoS Attack Detection Method for Space-Based Network Based on SDN Architecture

DDoS Attack Detection Method for Space-Based Network Based on SDN Architecture

作     者:JIA Min SHU Yuejie GUO Qing GAO Zihe XIE Suofei JIA Min;SHU Yuejie;GUO Qing;GAO Zihe;XIE Suofei

作者机构:Communication Research CenterSchool of Electronics and Information EngineeringHarbin Institute of TechnologyHarbin 150006China Institute of Telecommunication SatelliteChina Academy of Space TechnologyBeijing 100094China 

出 版 物:《ZTE Communications》 (中兴通讯技术(英文版))

年 卷 期:2020年第18卷第4期

页      面:18-25页

学科分类:080904[工学-电磁场与微波技术] 12[管理学] 0809[工学-电子科学与技术(可授工学、理学学位)] 08[工学] 0810[工学-信息与通信工程] 1201[管理学-管理科学与工程(可授管理学、工学学位)] 0839[工学-网络空间安全] 081104[工学-模式识别与智能系统] 080402[工学-测试计量技术及仪器] 0804[工学-仪器科学与技术] 081001[工学-通信与信息系统] 0835[工学-软件工程] 0811[工学-控制科学与工程] 0812[工学-计算机科学与技术(可授工学、理学学位)] 

基  金:the National Natural Science Foundation of Chi⁃na under Grant Nos.61671183 and 61771163 

主  题:space-based network SDN DDoS attack LSTM SVM 

摘      要:With the development of satellite communications,the number of satellite nodes is constantly increasing,which undoubtedly increases the difficulty of maintaining network *** software defined network(SDN) with traditional space-based networks provides a new class of ideas for solving this ***,because of the highly centralized network management of the SDN controller,once the SDN controller is destroyed by network attacks,the network it manages will be paralyzed due to loss of *** of the main security threats to SDN controllers is Distributed Denial of Service(DDoS) attacks,so how to detect DDoS attacks scientifically has become a hot topic among SDN security *** paper proposes a DDoS attack detection method for space-based networks based on SDN *** attack detection method combines the optimized Long Short-Term Memory(LSTM) deep learning model and Support Vector Machine(SVM),which can not only make classification judgments on the time series,but also achieve the purpose of detecting and judging through the flow characteristics of a period of *** addition,it can reduce the detection time as well as the system burden.

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