Systems resource allocation algorithm for RIS-assisted D2D secure communication based on parallel CNN
To meet the requirements of intelligent signal processing and physical layer security, aiming at the shortage of spectrum resources, a resource allocation algorithm for reconfigurable intelligent surface (RIS)-assisted the device to device (D2D) communication was proposed.D2D users communicated by m...
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| Main Authors: | , , , , , |
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| Format: | Article |
| Language: | zho |
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Editorial Department of Journal on Communications
2022-03-01
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| Series: | Tongxin xuebao |
| Subjects: | |
| Online Access: | http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2022046/ |
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| _version_ | 1841539956269383680 |
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| author | Zhengyu ZHU Gengwang HOU Chongwen HUANG Gangcan SUN Wanming HAO Jing LIANG |
| author_facet | Zhengyu ZHU Gengwang HOU Chongwen HUANG Gangcan SUN Wanming HAO Jing LIANG |
| author_sort | Zhengyu ZHU |
| collection | DOAJ |
| description | To meet the requirements of intelligent signal processing and physical layer security, aiming at the shortage of spectrum resources, a resource allocation algorithm for reconfigurable intelligent surface (RIS)-assisted the device to device (D2D) communication was proposed.D2D users communicated by multiplexing the spectrum resources of cellular users.Considering the constraints of D2D transmission rate, base station transmission power and RIS transmission phase shift, the problem of maximizing user security rate was formulated.To solve the nonlinear programming problem, a parallel convolutional neural network (CNN) algorithm was proposed to obtain the optimal resource allocation scheme.Simulation results show that the parallel CNN algorithm can effectively improve the secrecy rate and it is significantly better than other benchmark algorithms. |
| format | Article |
| id | doaj-art-11910788e8e845178467840466e80ce0 |
| institution | Kabale University |
| issn | 1000-436X |
| language | zho |
| publishDate | 2022-03-01 |
| publisher | Editorial Department of Journal on Communications |
| record_format | Article |
| series | Tongxin xuebao |
| spelling | doaj-art-11910788e8e845178467840466e80ce02025-01-14T06:29:11ZzhoEditorial Department of Journal on CommunicationsTongxin xuebao1000-436X2022-03-014317217959393123Systems resource allocation algorithm for RIS-assisted D2D secure communication based on parallel CNNZhengyu ZHUGengwang HOUChongwen HUANGGangcan SUNWanming HAOJing LIANGTo meet the requirements of intelligent signal processing and physical layer security, aiming at the shortage of spectrum resources, a resource allocation algorithm for reconfigurable intelligent surface (RIS)-assisted the device to device (D2D) communication was proposed.D2D users communicated by multiplexing the spectrum resources of cellular users.Considering the constraints of D2D transmission rate, base station transmission power and RIS transmission phase shift, the problem of maximizing user security rate was formulated.To solve the nonlinear programming problem, a parallel convolutional neural network (CNN) algorithm was proposed to obtain the optimal resource allocation scheme.Simulation results show that the parallel CNN algorithm can effectively improve the secrecy rate and it is significantly better than other benchmark algorithms.http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2022046/D2D communicationreconfigurable intelligent surfaceresource allocationsecrecy rateconvolutional neural network |
| spellingShingle | Zhengyu ZHU Gengwang HOU Chongwen HUANG Gangcan SUN Wanming HAO Jing LIANG Systems resource allocation algorithm for RIS-assisted D2D secure communication based on parallel CNN Tongxin xuebao D2D communication reconfigurable intelligent surface resource allocation secrecy rate convolutional neural network |
| title | Systems resource allocation algorithm for RIS-assisted D2D secure communication based on parallel CNN |
| title_full | Systems resource allocation algorithm for RIS-assisted D2D secure communication based on parallel CNN |
| title_fullStr | Systems resource allocation algorithm for RIS-assisted D2D secure communication based on parallel CNN |
| title_full_unstemmed | Systems resource allocation algorithm for RIS-assisted D2D secure communication based on parallel CNN |
| title_short | Systems resource allocation algorithm for RIS-assisted D2D secure communication based on parallel CNN |
| title_sort | systems resource allocation algorithm for ris assisted d2d secure communication based on parallel cnn |
| topic | D2D communication reconfigurable intelligent surface resource allocation secrecy rate convolutional neural network |
| url | http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2022046/ |
| work_keys_str_mv | AT zhengyuzhu systemsresourceallocationalgorithmforrisassistedd2dsecurecommunicationbasedonparallelcnn AT gengwanghou systemsresourceallocationalgorithmforrisassistedd2dsecurecommunicationbasedonparallelcnn AT chongwenhuang systemsresourceallocationalgorithmforrisassistedd2dsecurecommunicationbasedonparallelcnn AT gangcansun systemsresourceallocationalgorithmforrisassistedd2dsecurecommunicationbasedonparallelcnn AT wanminghao systemsresourceallocationalgorithmforrisassistedd2dsecurecommunicationbasedonparallelcnn AT jingliang systemsresourceallocationalgorithmforrisassistedd2dsecurecommunicationbasedonparallelcnn |