A Cooperative Localization Algorithm with Cluster Nodes Selection Based on Cramer-Rao Lower Bound

被引：0

作者：

Zhu, Yaping ^{[1
]}

Zhang, Yueyue ^{[1
]}

Shen, Lianfeng ^{[1
]}

Yan, Feng ^{[1
]}

Song, Tiecheng ^{[1
]}

机构：

[1] Southeast Univ, Natl Mobile Commun Res Lab, Nanjing, Jiangsu, Peoples R China

来源：

2016 IEEE 84TH VEHICULAR TECHNOLOGY CONFERENCE (VTC FALL) | 2016年

基金：

中国国家自然科学基金;

关键词：

Cooperative localization; received signal strength; Cramer-Rao lower bound; wireless sensor networks;

D O I：

暂无

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：

Cooperative localization has become a promising solution for location-enabled technologies in Wireless Sensor Networks (WSNs). However, it suffers from great energy consumption problem due to the energy-constrained characteristic of the networks. To alleviate this problem, we propose a cluster nodes selection strategy based on the Cramer-Rao lower bound (CRLB) for the cooperative localization algorithm in WSNS. We first define clusters for every agent node by setting the received signal strength (RSS) threshold to screen out some less useful nodes, which greatly saves the energy at a cost of only a slight degradation in accuracy. Then, to improve the localization accuracy, the cluster nodes selection strategy catches the nodes that make the biggest contribution to localization results while discarding the least ones based on the derived analogous-CRLB values. Simulations show that the number of nodes participating in the localization is greatly decreased, which means a substantial reduction in energy consumption. In addition, the localization mean absolute error performance is significantly improved by using the proposed nodes selection algorithm.

引用

页数：5

共 15 条

[11]

Pricone M, 2014, INT WIREL COMMUN, P274, DOI 10.1109/IWCMC.2014.6906369

[12] Distributed Scheduling for Cooperative Localization Based on Information Evolution [J].

Wang, Tianheng ;

Shen, Yuan ;

Mazuelas, Santiago ;

Win, Moe Z. .

2012 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC), 2012, :576-580

[13] Network Localization and Navigation via Cooperation [J].

Win, Moe Z. ;

Conti, Andrea ;

Mazuelas, Santiago ;

Shen, Yuan ;

Gifford, Wesley M. ;

Dardari, Davide ;

Chiani, Marco .

IEEE COMMUNICATIONS MAGAZINE, 2011, 49 (05) :56-62

[14]

Wymeersch H., 2010, P IEEE T INF THEORY, V56, P4956

[15]

Zhao ZJ, 2014, IEEE ICC, P4577, DOI 10.1109/ICC.2014.6884043

← 1 2 →