Random routing defense method based on deep deterministic policy gradient
To solve the problem of the existing routing shuffling defenses, such as too coarse data flow splitting granularity, poor protection effect on legitimate QoS and the security against eavesdropping attacks needed to be improved, a random routing defense method based on DDPG was proposed.INT was used...
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| Main Authors: | , , , |
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| Format: | Article |
| Language: | zho |
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Editorial Department of Journal on Communications
2021-06-01
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| Series: | Tongxin xuebao |
| Subjects: | |
| Online Access: | http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2021093/ |
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| _version_ | 1841539304019460096 |
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| author | Xiaoyu XU Hao HU Hongqi ZHANG Yuling LIU |
| author_facet | Xiaoyu XU Hao HU Hongqi ZHANG Yuling LIU |
| author_sort | Xiaoyu XU |
| collection | DOAJ |
| description | To solve the problem of the existing routing shuffling defenses, such as too coarse data flow splitting granularity, poor protection effect on legitimate QoS and the security against eavesdropping attacks needed to be improved, a random routing defense method based on DDPG was proposed.INT was used to monitor and obtain the network state in real time, DDPG algorithm was used to generate random routing scheme considering both security and QoS requirements, random routing scheme was implemented with programmable switch under P4 framework to realize real-time routing shuffling with packet level granularity.Experiment results show that compared with other typical routing shuffling defense methods, the security and QoS protection effect of the proposed method are improved. |
| format | Article |
| id | doaj-art-b85ee5925bc54e819c8afd096a5cbbfd |
| institution | Kabale University |
| issn | 1000-436X |
| language | zho |
| publishDate | 2021-06-01 |
| publisher | Editorial Department of Journal on Communications |
| record_format | Article |
| series | Tongxin xuebao |
| spelling | doaj-art-b85ee5925bc54e819c8afd096a5cbbfd2025-01-14T07:22:06ZzhoEditorial Department of Journal on CommunicationsTongxin xuebao1000-436X2021-06-0142415159741810Random routing defense method based on deep deterministic policy gradientXiaoyu XUHao HUHongqi ZHANGYuling LIUTo solve the problem of the existing routing shuffling defenses, such as too coarse data flow splitting granularity, poor protection effect on legitimate QoS and the security against eavesdropping attacks needed to be improved, a random routing defense method based on DDPG was proposed.INT was used to monitor and obtain the network state in real time, DDPG algorithm was used to generate random routing scheme considering both security and QoS requirements, random routing scheme was implemented with programmable switch under P4 framework to realize real-time routing shuffling with packet level granularity.Experiment results show that compared with other typical routing shuffling defense methods, the security and QoS protection effect of the proposed method are improved.http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2021093/random routingdeep deterministic policy gradienteavesdropping attackmoving target defense |
| spellingShingle | Xiaoyu XU Hao HU Hongqi ZHANG Yuling LIU Random routing defense method based on deep deterministic policy gradient Tongxin xuebao random routing deep deterministic policy gradient eavesdropping attack moving target defense |
| title | Random routing defense method based on deep deterministic policy gradient |
| title_full | Random routing defense method based on deep deterministic policy gradient |
| title_fullStr | Random routing defense method based on deep deterministic policy gradient |
| title_full_unstemmed | Random routing defense method based on deep deterministic policy gradient |
| title_short | Random routing defense method based on deep deterministic policy gradient |
| title_sort | random routing defense method based on deep deterministic policy gradient |
| topic | random routing deep deterministic policy gradient eavesdropping attack moving target defense |
| url | http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2021093/ |
| work_keys_str_mv | AT xiaoyuxu randomroutingdefensemethodbasedondeepdeterministicpolicygradient AT haohu randomroutingdefensemethodbasedondeepdeterministicpolicygradient AT hongqizhang randomroutingdefensemethodbasedondeepdeterministicpolicygradient AT yulingliu randomroutingdefensemethodbasedondeepdeterministicpolicygradient |