Quality of Information Maximization in Lifetime-Constrained Wireless Sensor Networks

被引:8
|
作者
Du, Pengfei [1 ,2 ]
Yang, Qinghai [1 ,2 ]
Shen, Zhong [1 ,2 ]
Kwak, Kyung Sup [3 ]
机构
[1] Xidian Univ, Sch Telecommun, Engn, State Key Lab ISN, Xian 710071, Peoples R China
[2] Xidian Univ, Collaborat Innovat Ctr Informat Sensing & Underst, Xian 710071, Peoples R China
[3] Inha Univ, Dept Informat & Commun Engn, Inchon 22212, South Korea
关键词
Wireless sensor networks; quality of information; network lifetime; data rate; power control; ALLOCATION; TRADEOFF; POWER;
D O I
10.1109/JSEN.2016.2597439
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper, we investigate the quality of information (QoI) maximization problem by jointly optimizing the data rate and transmit power in lifetime-constrained wireless sensor networks. The QoI at the sink node is characterized by the virtue of the network utility, which quantifies the aggregated value of the data gathered from different sensor nodes. Then, a network utility maximization (NUM) problem is formulated to maximize the QoI subject to the constraints of the network lifetime and the link capacity. To avoid oscillation among optimal solutions resulted from the usage of multipath routing, the NUM problem is converted into an equivalent problem by exploiting the proximal optimization approach. Correspondingly, the transformed problem can be solved by the proposed proximal approximation-based resource allocation algorithm (PARA), which has good features of fast convergence and low complexity. Moreover, we develop a successive convex approximation-based algorithm (SCAA) to settle a nonlinear nonconvex difference of convex functions programming in the PARA. Simulation results demonstrate the advantages of the proposed algorithms.
引用
收藏
页码:7278 / 7286
页数:9
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