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  1. 研究報告
  2. インターネットと運用技術(IOT)
  3. 2018
  4. 2018-IOT-040

A proposal of a real-time OpenFlow DDoS detection tool

https://ipsj.ixsq.nii.ac.jp/records/186272
https://ipsj.ixsq.nii.ac.jp/records/186272
f73b0b1f-618b-4f11-a3cd-6fb8f9613006
名前 / ファイル ライセンス アクション
IPSJ-IOT18040034.pdf IPSJ-IOT18040034.pdf (1.6 MB)
Copyright (c) 2018 by the Information Processing Society of Japan
オープンアクセス
Item type SIG Technical Reports(1)
公開日 2018-02-26
タイトル
タイトル A proposal of a real-time OpenFlow DDoS detection tool
タイトル
言語 en
タイトル A proposal of a real-time OpenFlow DDoS detection tool
言語
言語 eng
キーワード
主題Scheme Other
主題 異常検出とその制御
資源タイプ
資源タイプ識別子 http://purl.org/coar/resource_type/c_18gh
資源タイプ technical report
著者所属
Nara Institute of Science and Technology
著者所属
Nara Institute of Science and Technology
著者所属
Nara Institute of Science and Technology
著者所属(英)
en
Nara Institute of Science and Technology
著者所属(英)
en
Nara Institute of Science and Technology
著者所属(英)
en
Nara Institute of Science and Technology
著者名 Wassapon, Watanakeesuntorn

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Wassapon, Watanakeesuntorn

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Kohei, Ichikawa

× Kohei, Ichikawa

Kohei, Ichikawa

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Hajimu, Iida

× Hajimu, Iida

Hajimu, Iida

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著者名(英) Wassapon, Watanakeesuntorn

× Wassapon, Watanakeesuntorn

en Wassapon, Watanakeesuntorn

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Kohei, Ichikawa

× Kohei, Ichikawa

en Kohei, Ichikawa

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Hajimu, Iida

× Hajimu, Iida

en Hajimu, Iida

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論文抄録
内容記述タイプ Other
内容記述 The controller of the SDN network is a single point of failure. When the controller is down, the SDN network may stop working. The controller can be attacked by an attacker with DDoS attack techniques. In this paper, we propose a DDoS detection in the OpenFlow network by analyzing the OpenFlow messages in control plane by using machine learning. For the purpose, we use a DRAPA's DDoS traffic dataset for training and evaluating the proposed model. The DRAPA dataset only contains the traffic data of data plane, however we generate a dataset in control plane by simulating the network traffic from the dataset, and use the generated dataset for training and evaluation. In addition, we plan to integrate the proposed mechanism with our ”Opimon”, OpenFlow Interactive Monitoring Tool, to monitor and detect DDoS attack in real-time.
論文抄録(英)
内容記述タイプ Other
内容記述 The controller of the SDN network is a single point of failure. When the controller is down, the SDN network may stop working. The controller can be attacked by an attacker with DDoS attack techniques. In this paper, we propose a DDoS detection in the OpenFlow network by analyzing the OpenFlow messages in control plane by using machine learning. For the purpose, we use a DRAPA's DDoS traffic dataset for training and evaluating the proposed model. The DRAPA dataset only contains the traffic data of data plane, however we generate a dataset in control plane by simulating the network traffic from the dataset, and use the generated dataset for training and evaluation. In addition, we plan to integrate the proposed mechanism with our ”Opimon”, OpenFlow Interactive Monitoring Tool, to monitor and detect DDoS attack in real-time.
書誌レコードID
収録物識別子タイプ NCID
収録物識別子 AA12326962
書誌情報 研究報告インターネットと運用技術(IOT)

巻 2018-IOT-40, 号 34, p. 1-4, 発行日 2018-02-26
ISSN
収録物識別子タイプ ISSN
収録物識別子 2188-8787
Notice
SIG Technical Reports are nonrefereed and hence may later appear in any journals, conferences, symposia, etc.
出版者
言語 ja
出版者 情報処理学会
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