Optimizing Directional Reader Antennas Deployment in UHF RFID Localization System by Using a MPCSO Algorithm

被引:26
|
作者
Shi, Weiguang [1 ,2 ]
Guo, Yang [1 ,2 ]
Yan, Shuxia [1 ,2 ]
Yu, Yang [3 ]
Luo, Peng [4 ]
Li, Jianxiong [1 ,2 ]
机构
[1] Tianjin Polytech Univ, Sch Elect & Informat, Tianjin 300387, Peoples R China
[2] Tianjin Polytech Univ, Tianjin Key Lab Optoelect Detect Technol & Syst, Tianjin 300387, Peoples R China
[3] Univ Birmingham, Dept Elect Elect & Syst Engn, Birmingham B15 2TT, W Midlands, England
[4] Hebei Elect Power Commissioning Inst, Shijiazhuang 050021, Hebei, Peoples R China
基金
中国国家自然科学基金;
关键词
Radio frequency identification (RFID); network planning; wireless positioning; geometric dilution of precision; chicken swarm optimization; GENETIC ALGORITHM; NETWORK; OPTIMIZATION; SENSOR;
D O I
10.1109/JSEN.2018.2832216
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
Network planning plays a critical role in the performance of ultra-high frequency radio-frequency identification (UHF RFID) system. Existing works mainly focus on the impact of reader antennas' location with regard to coverage, quality of service, and cost, rather than localization accuracy. Moreover, since the link budget of stated solutions was investigated based on omnidirectional antennas, most research findings cannot be directly applied to practical directional localization scene. Hence, a novel deployment optimization approach for the directional reader antennas is proposed in this paper. By investigating the gain characteristic of patch antenna and dipole antenna, a propagation model is established in the first place. Then, we build a new network planning model for identifying the placement of a fixed number of reader antennas, which maximizes coverage and minimizes location error as well as interference. Finally, an improved chicken swarm optimization algorithm, termed as MPCSO, is developed for this problem. Simulation results show that the proposed approach achieves much better performance than other classic algorithms.
引用
收藏
页码:5035 / 5048
页数:14
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