High-precision indoor three-dimensional positioning system based on visible light communication using modified artificial fish swarm algorithm

被引:10
|
作者
Wen, Shangsheng [1 ]
Cai, Xiaoge [2 ]
Guan, Weipeng [2 ]
Jiang, Jiajia [3 ]
Chen, Bangdong [3 ]
Huang, Mouxiao [2 ]
机构
[1] South China Univ Technol, Sch Mat Sci & Engn, Guangzhou, Guangdong, Peoples R China
[2] South China Univ Technol, Sch Automat Sci & Engn, Guangzhou, Guangdong, Peoples R China
[3] South China Univ Technol, Sch Elect & Informat Engn, Guangzhou, Guangdong, Peoples R China
关键词
visible light communication; positioning accuracy; indoor three-dimensional positioning; modified artificial fish swarm algorithm; global optimization;
D O I
10.1117/1.OE.57.10.106102
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
Indoor visible light positioning has become a research hotspot owing to its high accuracy, low cost, and easy implementation. However, many existing indoor positioning systems based on visible light communication (VLC) can only achieve two-dimensional (2-D) positioning and those focusing on three-dimensional (3-D) positioning usually contain various sensors or use complex algorithms. Consequently, a high-precision indoor 3-D positioning system based on VLC using modified artificial fish swarm algorithm is proposed, avoiding the problems mentioned above. To simplify the solution procedure of searching for 3-D coordinates, the 3-D positioning problem is transformed into a global optimization problem with the corresponding fitness function designed according to Lambertian radiation pattern. The simulation executed on 1350 points shows an average 3-D positioning error of 4.05 mm in an indoor space of 4 m x4 m x6 m, and 90% positioning errors are below 5.95 mm. Moreover, when tracking a moving target in the positioning space, the average error is 3.57 mm and the maximum error is 7.25 mm. All in all, the system proposed in this paper stands a good chance of widespread application for its excellent performance in indoor 3-D positioning. (C) 2018 Society of Photo-Optical Instrumentation Engineers (SPIE)
引用
收藏
页数:12
相关论文
共 50 条
  • [21] High precision three-dimensional iterative indoor localization algorithm using code division multiple access modulation based on visible light communication
    Guan, Weipeng
    Wu, Yvxiang
    Wen, Shangsheng
    Yang, Chen
    Chen, Hao
    Zhang, Zhaoze
    Chen, Yingcong
    OPTICAL ENGINEERING, 2016, 55 (10)
  • [22] High precision indoor positioning method based on visible light communication using improved Camshift tracking algorithm
    Mao, Wanchao
    Xie, Hongyun
    Tan, Zequn
    Liu, Zhipeng
    Liu, Manxi
    OPTICS COMMUNICATIONS, 2020, 468
  • [23] Performance comparison and analysis on different optimization models for high-precision three-dimensional visible light positioning
    Chen, Bangdong
    Jiang, Jiajia
    Guan, Weipeng
    Wen, Shangsheng
    Li, Jingyi
    Chen, Yirong
    OPTICAL ENGINEERING, 2018, 57 (12)
  • [24] High-precision Indoor Visible Light Positioning with Tilt Receiver Based on Image Sensors
    Wang, Mengjin
    Ni, Wenjun
    Shum, Perry Ping
    Yang, Chunyong
    2022 ASIA COMMUNICATIONS AND PHOTONICS CONFERENCE, ACP, 2022, : 546 - 550
  • [25] Discrete Indoor Three-Dimensional Localization System Based on Neural Networks Using Visible Light Communication
    Alonso-Gonzalez, Itziar
    Sanchez-Rodriguez, David
    Ley-Bosch, Carlos
    Quintana-Suarez, Miguel A.
    SENSORS, 2018, 18 (04)
  • [26] Dead-zone-free three-dimensional indoor positioning method based on visible light communication with dimensionality reduction algorithm
    Li, Ning
    Qiao, Yaojun
    Zhang, Tiantian
    Lu, Yueming
    OPTICAL ENGINEERING, 2018, 57 (03)
  • [27] A Novel Three-dimensional Indoor Localization Algorithm Based on Visual Visible Light Communication Using Single LED
    Guan, Weipeng
    Wen, Shangsheng
    Zhang, Hanlin
    Liu, Lizhao
    PROCEEDINGS OF 2018 IEEE INTERNATIONAL CONFERENCE ON AUTOMATION, ELECTRONICS AND ELECTRICAL ENGINEERING (AUTEEE), 2018, : 202 - 208
  • [28] Indoor Positioning System Using Visible Light Communication
    Juneja, Sakshi
    Vashisth, Sharda
    2017 INTERNATIONAL CONFERENCE ON COMPUTING AND COMMUNICATION TECHNOLOGIES FOR SMART NATION (IC3TSN), 2017, : 80 - 84
  • [29] An efficient three-dimensional indoor visible light positioning algorithm using multiple transmitters and single receiver
    Afroza, Ummea
    Choudhury, Pallab K.
    RESULTS IN OPTICS, 2021, 5
  • [30] Research on indoor space positioning using improved particle swarm optimization algorithm based on visible light communication
    Wang, Jiaan
    Gu, Siwen
    Zhang, Siqi
    Liu, Shuying
    OPTICS COMMUNICATIONS, 2023, 544