DV-Hop Localization Algorithm Based on RSSI Hop Number Correction and Improved Artificial Immune Algorithm Optimization

被引:7
|
作者
Pang Min [1 ]
Feng Zhihong [1 ]
Bai Wenxuan [1 ]
机构
[1] Lanzhou Jiaotong Univ, Lanzhou 730070, Gansu, Peoples R China
关键词
Sensor Nodes; DV-Hop Positioning Algorithm; Received Signal Strength (RSSI); Improved Artificial Immune Algorithm;
D O I
10.1109/ICRIS.2019.00129
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Since the sensor nodes are unevenly distributed, when the DV-Hop positioning algorithm counts the hop count, each hop with a different hop distance between the beacon nodes and the other nodes is considered to be equivalent, resulting in the calculated test metric. The node coordinates are quite inaccurate. In order to solve this error, a DV-Hop node localization algorithm based on received signal strength (RSSI) hops correction and improved artificial immune algorithm optimization is proposed. In this paper, firstly, the RSSI value received by the node is used to construct the correction coefficient to correct the hop count. On this basis, an improved artificial immune algorithm is introduced to improve the coordinates of the node to be measured by Gaussian mutation in the local search process. The Matlab simulation proves that compared with the original DV-Hop algorithm, the algorithm reduces the positioning error to different extents, improves the positioning accuracy, and improves the convergence speed.
引用
收藏
页码:501 / 504
页数:4
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