块链
计算机科学
强化学习
分布式计算
无线网络
方案(数学)
无线
计算机网络
共享资源
人工智能
计算机安全
电信
数学
数学分析
作者
Yueyue Dai,Du Xu,Sabita Maharjan,Zhuang Chen,Qian He,Yan Zhang
出处
期刊:IEEE Network
[Institute of Electrical and Electronics Engineers]
日期:2019-05-01
卷期号:33 (3): 10-17
被引量:331
标识
DOI:10.1109/mnet.2019.1800376
摘要
Blockchain and AI are promising techniques for next-generation wireless networks. Blockchain can establish a secure and decentralized resource sharing environment. AI can be explored to solve problems with uncertain, time-variant, and complex features. Both of these techniques have recently seen a surge in interest. The integration of these two techniques can further enhance the performance of wireless networks. In this article, we first propose a secure and intelligent architecture for next-generation wireless networks by integrating AI and blockchain into wireless networks to enable flexible and secure resource sharing. Then we propose a blockchain empowered content caching problem to maximize system utility, and develop a new caching scheme by utilizing deep reinforcement learning. Numerical results demonstrate the effectiveness of the proposed scheme.
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