Interference classification for IEEE 802.15.4 networks

被引:3
|
作者
Pesovic, Uros [1 ]
Djurasevic, Sladjana [1 ]
Lukovic, Vanja [1 ]
Planinsic, Peter [2 ]
机构
[1] Univ Kragujevac, Fac Tech Sci Cacak, Cacak, Serbia
[2] Univ Maribor, Fac Elect Engn & Comp Sci, Maribor, Slovenia
关键词
IEEE; 802.15.4; coexistence; interference classification; k-means clustering; machine learning;
D O I
10.1109/cobcom49975.2020.9174119
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Wireless sensor networks most commonly operate in 2.4 GHz band using the IEEE 802.15.4 standard for wireless transmission between sensor nodes. This frequency band is also used by IEEE 802.11 and IEEE 802.15.1 networks which operate with higher transmitting powers and could cause significant inter-protocol interference, especially in highly urbanized areas. To improve coexistence in 2.4 GHz band, IEEE 802.15.4 networks must to be able to identify and evade these interferences. In this paper, we present practical implementation of interference classification algorithm based on the k-means clustering which could be used by low-cost commercially available IEEE 802.15.4 transceivers.
引用
收藏
页数:4
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