Indoor unknown radio transmitter localization using improved RSSD and grey correlation degree

被引:0
|
作者
Zhang, Liyang [1 ]
Xu, Chenyu [1 ]
Gao, Rui [1 ]
Liang, Yin [2 ]
Zhang, Lidong [1 ]
Guo, Lixia [1 ]
机构
[1] Tianjin Chengjian Univ, Sch Control & Mech Engn, Tianjin 300384, Peoples R China
[2] Tianjin Chengjian Univ, Sch Energy & Safety Engn, Tianjin, Peoples R China
基金
中国国家自然科学基金;
关键词
indoor localization; RSSD; unknown radio transmitter; fuzzy weight; grey correlation degree; ALGORITHM; AP;
D O I
10.1088/1361-6501/ad5de6
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Accurate location of unknown radio transmitter (URT) is the key to secure wireless communication. Since the fingerprint positioning methods based on received signal strength difference (RSSD) can adapt to the diversity of transmitting power and frequency, RSSD has become a popular scheme for locating the URT. However, the RSSD is obtained by subtracting the RSS from two different access points (APs), so the interference of noise on the RSS is inherited and amplified by the RSSD. Besides, the need for more APs to ensure positioning accuracy leads to an increase in hardware costs. In this paper, a RSSD-based fuzzy weight grey correlation degree positioning algorithm, called FUZZY-GREY, is proposed to reduce the interference of noise, save AP hardware cost and improve the positioning accuracy. Firstly, online RSSD vector is improved by using fuzzy weight to reduce the noise interference. Secondly, the RSSD-based grey correlation coefficient is designed to calculate the correlation degree of the corresponding RSSD and ensure data integrity. Finally, a RSSD-based grey correlation degree scheme combining with fuzzy weight is proposed to select optimal reference points (RPs). Simulation and experimental results show that the proposed algorithm has better positioning performance than weighted k-nearest neighbor, maximum correlation coefficient estimation, Naive Bayes and support vector machine in the case of different selected K numbers, grid distances, noise levels and AP numbers.
引用
收藏
页数:12
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