| 基于流式计算的DDoS实时检测方法* |
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| 引用本文： | 许承启,何利文,王延松,呼学理,牛小兵.基于流式计算的DDoS实时检测方法*[J].计算机应用研究,2017,34(3). |
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| 作者姓名： | 许承启 何利文 王延松 呼学理 牛小兵 |
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| 作者单位： | 南京邮电大学 计算机学院,南京邮电大学 计算机学院,中兴通讯股份有限公司,中兴通讯股份有限公司,中兴通讯股份有限公司 |
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| 基金项目： | 1.南京邮电大学引进人才科研启动基金(项目批准号－NY212012);2.中兴通讯研究基金(项目批准号－2015 外38) |
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| 摘 要： | 随着大数据时代的到来，DDoS攻击也愈发更具威胁性。近些年来，随着以spark-Streaming、storm为代表的流式计算的系统的出现。让DDoS攻击检测不仅可以保持较高的精度，也更加具有实时性。本文选取三种比较具有代表性的DDoS攻击进行危险建模，构建以spark-streaming为处理内核，以朴素贝叶斯算法为处理算法的实时系统；最后采用对比实验，验证了本系统具有较高的实时性和准确度。
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| 关 键 词： | DDoS攻击、流计算、spark-streaming、朴素贝叶斯算法、实时性 |
| 收稿时间： | 2016/2/17 0:00:00 |
| 修稿时间： | 2017/1/16 0:00:00 |
The method of real-time detect DDoS based on streaming calculation |
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| Xu chengqi,Liwen He,Wang Yansong,Hu Xueli and Niu Xiaobing.The method of real-time detect DDoS based on streaming calculation[J].Application Research of Computers,2017,34(3). |
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| Authors: | Xu chengqi Liwen He Wang Yansong Hu Xueli and Niu Xiaobing |
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| Affiliation: | Nanjing University of Posts and Telecommunications,School of Computer Science Technology,Nanjing,,Zhongxing Telecommunication Equipment Corporation,Nanjing,Zhongxing Telecommunication Equipment Corporation,Nanjing,Zhongxing Telecommunication Equipment Corporation,Nanjing |
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| Abstract: | With the era of big data have arrived, DDoS attack becomes more dangerous.In recent years, Streaming calculation system, such as spark-Streaming and storm etc,have been used in the industry.If this technology can be used to DDoS attack detection.It may be the huge increasing for that.This paper selects three representative ways of?DDoS attack as risk modeling,Building a real-time system with spark-streaming as its processor core and Naive Bayesian as its algorithm;Finally we did the contrast experiments to verify its high real-time performance and high accuracy of this system. |
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