Cholesky MDS: A Fast and Efficient Heterogeneous Localization Algorithm

被引:0
|
作者
Ghods, Alireza [1 ]
Abreu, Giuseppe [1 ,2 ]
Severi, Stefano [1 ]
机构
[1] Jacobs Univ Bremen, Campus Ring 1, D-28759 Bremen, Germany
[2] Ritsumeikan Univ, Noji Higashi 1-1-1, Kusatsu, Shiga 5258577, Japan
关键词
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
Creating an efficient localization algorithm for Internet of Things (IoT) and heterogeneous networks has been of the greatest challenges in the recent years for the researchers and industries. There has been significant efforts to increase the estimation accuracy and computational speed of localization algorithms either by improving the already existing ones or proposing new solutions. In this paper we propose a new algorithm, namely Cholesky MDS (CMDS) which is based on Multidimensional Scaling (MDS) and Super MDS (SMDS). Likewise SMDS, the proposed algorithm allows angle and distance information to be used simultaneously for an accurate position estimation while offering a computational speed of up to 8 times faster. This makes CMDS one of the best candidates for real-time and power-constrained scenarios especially those involving large networks and fast moving targets.
引用
收藏
页码:1055 / 1060
页数:6
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