Efficient range-free localization using elliptical distance correction in heterogeneous wireless sensor networks

被引:8
|
作者
Wu, Wenlan [1 ,2 ]
Wen, Xianbin [1 ,2 ]
Xu, Haixia [1 ,2 ]
Yuan, Liming [1 ,2 ]
Meng, Qingxia [3 ]
机构
[1] Tianjin Univ Technol, Key Lab Comp Vis & Syst, Minist Educ, Tianjin 300384, Peoples R China
[2] Tianjin Univ Technol, Tianjin Key Lab Intelligence Comp & Novel Softwar, Tianjin, Peoples R China
[3] Tianjin Univ, Sch Comp Sci & Technol, Tianjin, Peoples R China
基金
中国国家自然科学基金;
关键词
Heterogeneous wireless sensor networks; range-free localization; multihop; expected hop progress; elliptical distance correction; GRAPH;
D O I
10.1177/1550147718756274
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this article, a novel range-free localization algorithm is proposed based on the modified expected hop progress for heterogeneous wireless sensor networks where all nodes' communication ranges are different. First, we construct the new cumulative distribution function expression of expected hop progress to reduce the computational complexity. Then, the elliptical distance correction method is used to improve the accuracy of the estimation distance and simultaneously decrease overhead. Finally, using the modified distance, the coordinate of the unknown node can be obtained by maximum likelihood estimation. Compared with other algorithms for heterogeneous wireless sensor network, the proposed algorithm is superior in the localization accuracy and efficiency when used in random and uniform placement of nodes.
引用
收藏
页数:9
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