Deep reinforcement learning based resource allocation algorithm in cellular networks
In order to solve multi-objective optimization problem,a resource allocation algorithm based on deep reinforcement learning in cellular networks was proposed.Firstly,deep neural network (DNN) was built to optimize the transmission rate of cellular system and to complete the forward transmission proc...
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| Format: | Article |
| Language: | zho |
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Editorial Department of Journal on Communications
2019-02-01
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| Series: | Tongxin xuebao |
| Subjects: | |
| Online Access: | http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2019002/ |
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| _version_ | 1841539410147934208 |
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| author | Xiaomin LIAO Shaohu YAN Jia SHI Zhenyu TAN Zhongling ZHAO Zan LI |
| author_facet | Xiaomin LIAO Shaohu YAN Jia SHI Zhenyu TAN Zhongling ZHAO Zan LI |
| author_sort | Xiaomin LIAO |
| collection | DOAJ |
| description | In order to solve multi-objective optimization problem,a resource allocation algorithm based on deep reinforcement learning in cellular networks was proposed.Firstly,deep neural network (DNN) was built to optimize the transmission rate of cellular system and to complete the forward transmission process of the algorithm.Then,the Q-learning mechanism was utilized to construct the error function,which used energy efficiency as the rewards.The gradient descent method was used to train the weights of DNN,and the reverse training process of the algorithm was completed.The simulation results show that the proposed algorithm can determine optimization extent of optimal resource allocation scheme with rapid convergence ability,it is obviously superior to the other algorithms in terms of transmission rate and system energy consumption optimization. |
| format | Article |
| id | doaj-art-271183dd3ecb4d32bf27e67002362047 |
| institution | Kabale University |
| issn | 1000-436X |
| language | zho |
| publishDate | 2019-02-01 |
| publisher | Editorial Department of Journal on Communications |
| record_format | Article |
| series | Tongxin xuebao |
| spelling | doaj-art-271183dd3ecb4d32bf27e670023620472025-01-14T07:16:14ZzhoEditorial Department of Journal on CommunicationsTongxin xuebao1000-436X2019-02-0140111859724877Deep reinforcement learning based resource allocation algorithm in cellular networksXiaomin LIAOShaohu YANJia SHIZhenyu TANZhongling ZHAOZan LIIn order to solve multi-objective optimization problem,a resource allocation algorithm based on deep reinforcement learning in cellular networks was proposed.Firstly,deep neural network (DNN) was built to optimize the transmission rate of cellular system and to complete the forward transmission process of the algorithm.Then,the Q-learning mechanism was utilized to construct the error function,which used energy efficiency as the rewards.The gradient descent method was used to train the weights of DNN,and the reverse training process of the algorithm was completed.The simulation results show that the proposed algorithm can determine optimization extent of optimal resource allocation scheme with rapid convergence ability,it is obviously superior to the other algorithms in terms of transmission rate and system energy consumption optimization.http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2019002/cellular networksresource allocationdeep reinforcement learningneural network |
| spellingShingle | Xiaomin LIAO Shaohu YAN Jia SHI Zhenyu TAN Zhongling ZHAO Zan LI Deep reinforcement learning based resource allocation algorithm in cellular networks Tongxin xuebao cellular networks resource allocation deep reinforcement learning neural network |
| title | Deep reinforcement learning based resource allocation algorithm in cellular networks |
| title_full | Deep reinforcement learning based resource allocation algorithm in cellular networks |
| title_fullStr | Deep reinforcement learning based resource allocation algorithm in cellular networks |
| title_full_unstemmed | Deep reinforcement learning based resource allocation algorithm in cellular networks |
| title_short | Deep reinforcement learning based resource allocation algorithm in cellular networks |
| title_sort | deep reinforcement learning based resource allocation algorithm in cellular networks |
| topic | cellular networks resource allocation deep reinforcement learning neural network |
| url | http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2019002/ |
| work_keys_str_mv | AT xiaominliao deepreinforcementlearningbasedresourceallocationalgorithmincellularnetworks AT shaohuyan deepreinforcementlearningbasedresourceallocationalgorithmincellularnetworks AT jiashi deepreinforcementlearningbasedresourceallocationalgorithmincellularnetworks AT zhenyutan deepreinforcementlearningbasedresourceallocationalgorithmincellularnetworks AT zhonglingzhao deepreinforcementlearningbasedresourceallocationalgorithmincellularnetworks AT zanli deepreinforcementlearningbasedresourceallocationalgorithmincellularnetworks |