An Accurate Ensemble-based Wireless Localization Strategy for Wireless Sensor Networks

被引:0
|
作者
Ahmadi, Hanen [1 ,2 ]
Viani, Federico [3 ]
Polo, Alessandro [3 ]
Bouallegue, Ridha [1 ]
机构
[1] Univ Tunis El Manar, Univ Carthage, InnovCOM, Supcom, Tunis, Tunisia
[2] Univ Carthage, ELEDIA Res Ctr, ELEDIA InnovCOM, Tunis, Tunisia
[3] Univ Trento, ELEDIA UniTN, ELEDIA Res Ctr, Trento, Italy
关键词
Wireless localization; RSSI; Ensemble learning; regression tree; anchor selection;
D O I
暂无
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
In wireless systems, localization is still an important challenge to ensure innovative based services solutions. In this paper, a novel localization algorithm which intends to improve robustness and accuracy of previous work based on regression tree is proposed. The suggested approach is a learning based ensemble technique which combines several regression trees. Anchor selection procedure is associated to the proposed algorithm to ensure better performance. We take into consideration two performance keys : the localization error and the computation complexity. Experimental results show that the ensemble method is simple and accurate compared to localization algorithms currently available in the literature.
引用
收藏
页码:6 / 10
页数:5
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