Intelligent power control for covert communication in cognitive Internet of things
In order to solve the security problem of cognitive Internet of things (IoT),an intelligent power control algorithm of covert communication in cognitive IoT based on generative adversarial network was proposed.Firstly,the covert communication optimization problem in the cognitive IoT was transformed...
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| Format: | Article |
| Language: | zho |
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China InfoCom Media Group
2020-03-01
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| Series: | 物联网学报 |
| Subjects: | |
| Online Access: | http://www.wlwxb.com.cn/zh/article/doi/10.11959/j.issn.2096-3750.2020.00148/ |
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| _version_ | 1841531210310877184 |
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| author | Zan LI Xiaomin LIAO Jia SHI Pei XIAO |
| author_facet | Zan LI Xiaomin LIAO Jia SHI Pei XIAO |
| author_sort | Zan LI |
| collection | DOAJ |
| description | In order to solve the security problem of cognitive Internet of things (IoT),an intelligent power control algorithm of covert communication in cognitive IoT based on generative adversarial network was proposed.Firstly,the covert communication optimization problem in the cognitive IoT was transformed into a dynamic game between the cognitive IoT user and the eavesdropper.Then,the generator imitated the cognitive IoT user,while the discriminator imitated the eavesdropper.The generator and the discriminator were constructed by the three-layer neural network respectively.Through the two-person zero-sum game,the learning optimization process was realized to achieve the Nash equilibrium,and finally the covert power control scheme was obtained.The simulation results show that the proposed algorithm can not only obtain near-optimal covert power control scheme with rapid convergence ability,but also be more practical in the future cognitive IoT. |
| format | Article |
| id | doaj-art-eaf3f405c0ce439eaa1f474c0dda9b35 |
| institution | Kabale University |
| issn | 2096-3750 |
| language | zho |
| publishDate | 2020-03-01 |
| publisher | China InfoCom Media Group |
| record_format | Article |
| series | 物联网学报 |
| spelling | doaj-art-eaf3f405c0ce439eaa1f474c0dda9b352025-01-15T02:52:49ZzhoChina InfoCom Media Group物联网学报2096-37502020-03-014525859645636Intelligent power control for covert communication in cognitive Internet of thingsZan LIXiaomin LIAOJia SHIPei XIAOIn order to solve the security problem of cognitive Internet of things (IoT),an intelligent power control algorithm of covert communication in cognitive IoT based on generative adversarial network was proposed.Firstly,the covert communication optimization problem in the cognitive IoT was transformed into a dynamic game between the cognitive IoT user and the eavesdropper.Then,the generator imitated the cognitive IoT user,while the discriminator imitated the eavesdropper.The generator and the discriminator were constructed by the three-layer neural network respectively.Through the two-person zero-sum game,the learning optimization process was realized to achieve the Nash equilibrium,and finally the covert power control scheme was obtained.The simulation results show that the proposed algorithm can not only obtain near-optimal covert power control scheme with rapid convergence ability,but also be more practical in the future cognitive IoT.http://www.wlwxb.com.cn/zh/article/doi/10.11959/j.issn.2096-3750.2020.00148/cognitive IoTcovert communicationgenerative adversarial networkpower control |
| spellingShingle | Zan LI Xiaomin LIAO Jia SHI Pei XIAO Intelligent power control for covert communication in cognitive Internet of things 物联网学报 cognitive IoT covert communication generative adversarial network power control |
| title | Intelligent power control for covert communication in cognitive Internet of things |
| title_full | Intelligent power control for covert communication in cognitive Internet of things |
| title_fullStr | Intelligent power control for covert communication in cognitive Internet of things |
| title_full_unstemmed | Intelligent power control for covert communication in cognitive Internet of things |
| title_short | Intelligent power control for covert communication in cognitive Internet of things |
| title_sort | intelligent power control for covert communication in cognitive internet of things |
| topic | cognitive IoT covert communication generative adversarial network power control |
| url | http://www.wlwxb.com.cn/zh/article/doi/10.11959/j.issn.2096-3750.2020.00148/ |
| work_keys_str_mv | AT zanli intelligentpowercontrolforcovertcommunicationincognitiveinternetofthings AT xiaominliao intelligentpowercontrolforcovertcommunicationincognitiveinternetofthings AT jiashi intelligentpowercontrolforcovertcommunicationincognitiveinternetofthings AT peixiao intelligentpowercontrolforcovertcommunicationincognitiveinternetofthings |