Author: HE Junyi HAN Yijie ZHANG Min WU Mengxiang FENG Jiashen | Time: 2023-07-10 | Counts: |
HE J Y, HAN Y J, ZHANG M, et al.Visible light positioning algorithm based on improved light source layout and gravitational particle swarm[J].Journal of Henan Polytechnic University(Natural Science) ,2023,42(4):140-147.
doi:10.16186/j.cnki.1673-9787.2021090053
Received:2021/09/15
Revised:2021/11/15
Published:2023/07/25
Visible light positioning algorithm based on improved light source layout and gravitational particle swarm
HE Junyi, HAN Yijie, ZHANG Min, WU Mengxiang, FENG Jiashen
School of Computer Science and Technology,Henan Polytechnic University,Jiaozuo 454000,Henan,China
Abstract:In order to solve the problems of uneven light signal distribution and complicated calculations in the indoor visible light positioning,a visible light positioning algorithm was proposed based on the improved lamp source layout and particle swarms.By improving the layout of LED lights,the indoor light intensity distribution was more well-distributed,thereby reducing the influence of noise and making the received power of each indoor locations more balanced.An improved gravitational particle swarm algorithm was used for objective optimization.The simulation results showed that,in an indoor environment of 5 m×5 m×3 m,the maximum positioning error of the algorithm was 1.23 cm,and the average multipoint positioning error was 0.71 cm,which was better than TOA/RSS positioning method and fingerprint positioning method.
Key words:lighting source layout;indoor positioning;gravity particle swarm algorithm;visible light
基于改进灯源布局和万有引力粒子群的可见光定位算法_贺军义.pdf