Accelerated Sampling Optimization for RF Energy Harvesting Wireless Sensor Network

被引:2
|
作者
Zhao, Chuanxin [1 ]
Chen, Siguang [2 ]
Wu, Changzhi [3 ]
Chen, Fulong [1 ]
Ji, Yimu [2 ,4 ]
机构
[1] Anhui Normal Univ, Anhui Prov Key Lab Network & Informat Secur, Wuhu 241000, Peoples R China
[2] Nanjing Univ Posts & Telecommun, Sch Internet Things, Nanjing 210003, Jiangsu, Peoples R China
[3] Guangzhou Univ, Sch Management, Guangzhou 510006, Guangdong, Peoples R China
[4] Nanjing Univ Posts & Telecommun, Sch Comp Sci, Nanjing 210003, Jiangsu, Peoples R China
来源
IEEE ACCESS | 2018年 / 6卷
关键词
Accelerated gradient method; network utility maximization; distributed rate control; energy harvesting; channel capacity; ALLOCATION;
D O I
10.1109/ACCESS.2018.2869524
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Network utility maximization has been widely adopted to allocate the resource of networks. However, it suffers from slow convergence under distributed computational environment. This paper proposes a fast rate control algorithm to maximize network utility for energy harvesting in a wireless sensor network. Energy harvesting and channel bandwidth limits are considered together to formulate as a utility maximization problem. Then, an accelerated distributed gradient method is proposed to solve the problem for energy harvesting. Numerical experiments show that the accelerated method achieves faster convergence to the optimal sampling rate under energy and channel constraints than traditional gradient descent methods.
引用
收藏
页码:52161 / 52168
页数:8
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