Causality adversarial attack generation algorithm for intelligent unmanned communication system
A causality adversarial attack generation algorithm was proposed in response to the causality issue of gradient-based adversarial attack generation algorithms in practical communication system.The sequential input-output features and temporal memory capability of long short-term memory networks were...
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| Format: | Article |
| Language: | zho |
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Editorial Department of Journal on Communications
2024-01-01
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| Series: | Tongxin xuebao |
| Subjects: | |
| Online Access: | http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2024036/ |
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| _version_ | 1841540070650150912 |
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| author | Shuwen YU Wei XU Jiacheng YAO |
| author_facet | Shuwen YU Wei XU Jiacheng YAO |
| author_sort | Shuwen YU |
| collection | DOAJ |
| description | A causality adversarial attack generation algorithm was proposed in response to the causality issue of gradient-based adversarial attack generation algorithms in practical communication system.The sequential input-output features and temporal memory capability of long short-term memory networks were utilized to extract the temporal correlation of communication signals while satisfying practical causality constraints, and enhance the adversarial attack performance against unmanned communication systems.Simulation results demonstrate that the proposed algorithm outperforms existing causality adversarial attack algorithms, such as universal adversarial perturbation, under identical conditions. |
| format | Article |
| id | doaj-art-c6952d5bf3914fff9c66a7778d8c29f9 |
| institution | Kabale University |
| issn | 1000-436X |
| language | zho |
| publishDate | 2024-01-01 |
| publisher | Editorial Department of Journal on Communications |
| record_format | Article |
| series | Tongxin xuebao |
| spelling | doaj-art-c6952d5bf3914fff9c66a7778d8c29f92025-01-14T06:22:36ZzhoEditorial Department of Journal on CommunicationsTongxin xuebao1000-436X2024-01-0145546259385088Causality adversarial attack generation algorithm for intelligent unmanned communication systemShuwen YUWei XUJiacheng YAOA causality adversarial attack generation algorithm was proposed in response to the causality issue of gradient-based adversarial attack generation algorithms in practical communication system.The sequential input-output features and temporal memory capability of long short-term memory networks were utilized to extract the temporal correlation of communication signals while satisfying practical causality constraints, and enhance the adversarial attack performance against unmanned communication systems.Simulation results demonstrate that the proposed algorithm outperforms existing causality adversarial attack algorithms, such as universal adversarial perturbation, under identical conditions.http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2024036/intelligent communication systemadversarial attackdeep learning, causal systemlong short-term memory network |
| spellingShingle | Shuwen YU Wei XU Jiacheng YAO Causality adversarial attack generation algorithm for intelligent unmanned communication system Tongxin xuebao intelligent communication system adversarial attack deep learning, causal system long short-term memory network |
| title | Causality adversarial attack generation algorithm for intelligent unmanned communication system |
| title_full | Causality adversarial attack generation algorithm for intelligent unmanned communication system |
| title_fullStr | Causality adversarial attack generation algorithm for intelligent unmanned communication system |
| title_full_unstemmed | Causality adversarial attack generation algorithm for intelligent unmanned communication system |
| title_short | Causality adversarial attack generation algorithm for intelligent unmanned communication system |
| title_sort | causality adversarial attack generation algorithm for intelligent unmanned communication system |
| topic | intelligent communication system adversarial attack deep learning, causal system long short-term memory network |
| url | http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2024036/ |
| work_keys_str_mv | AT shuwenyu causalityadversarialattackgenerationalgorithmforintelligentunmannedcommunicationsystem AT weixu causalityadversarialattackgenerationalgorithmforintelligentunmannedcommunicationsystem AT jiachengyao causalityadversarialattackgenerationalgorithmforintelligentunmannedcommunicationsystem |