Indoor High Precision Three-Dimensional Positioning System Based on Visible Light Communication Using Particle Swarm Optimization

Recently, visible light communication (VLC) has gradually become a research hotspot in indoor environments because its advantages of illumination and relative high positioning accuracy. But unfortunately, in the matter of algorithm complexity and positioning accuracy, most existing VLC-based systems fail to deliver satisfactory performance. Moreover, the majority of visible light positioning algorithm in them are based on two-dimensional (2-D) plane. In addition, some of the systems realize 3-D positioning on the base of various sensors or hybrid complex algorithm. These methods greatly reduce the robustness of VLC system. To solve these problems, a novel VLC positioning system based on modified particle swarm optimization (PSO) algorithm is put forward in this article. PSO is a powerful population-based stochastic approach to solve the global optimization problems, such as VLC-based indoor positioning, which can be transformed into a global optimization problem. Our simulation shows that the average distance error is 3.9 mm within 20 iterations in an indoor environment of ${\text{3}\,\text{m}}\times \text{3}\,{\text{m}}\times \text{4}\,{\text{m}}$. And the positioning results prove that this system can prove high localization accuracy and significantly lower the algorithm complexity. Moreover, in the experiment, we come up with a solution that using Kalman filter to deal with the unstable received signals. Our experiment result proves the mentioned system satisfies the requirement of cm-level indoor positioning. Therefore, this scheme may be considered as one of the competitive indoor positioning candidates in the future.

[1]  Sang-Kook Han,et al.  Three-Dimensional Visible Light Indoor Localization Using AOA and RSS With Multiple Optical Receivers , 2014, Journal of Lightwave Technology.

[2]  Hao Chen,et al.  A novel three-dimensional indoor positioning algorithm design based on visible light communication , 2017 .

[3]  Weisheng Hu,et al.  Single LED Beacon-Based 3-D Indoor Positioning Using Off-the-Shelf Devices , 2016, IEEE Photonics Journal.

[4]  Kun Chang Lee,et al.  An Adjusted Simulated Annealing Approach to Particle Swarm Optimization: Empirical Performance in Decision Making , 2011, ACIIDS.

[5]  Jin-Yuan Wang,et al.  Three-dimensional indoor visible light positioning system with a single transmitter and a single tilted receiver , 2016 .

[6]  Lihui Feng,et al.  Localization Accuracy Improvement of a Visible Light Positioning System Based on the Linear Illumination of LED Sources , 2017, IEEE Photonics Journal.

[7]  Myungsik Yoo,et al.  An in-Depth Survey of Visible Light Communication Based Positioning Systems , 2016, Sensors.

[8]  Hao Chen,et al.  High precision three-dimensional iterative indoor localization algorithm using code division multiple access modulation based on visible light communication , 2016 .

[9]  Liang Yin,et al.  Indoor Visible Light Positioning with Angle Diversity Transmitter , 2015, 2015 IEEE 82nd Vehicular Technology Conference (VTC2015-Fall).

[10]  Nan Li,et al.  A Wi-Fi Indoor Localization Strategy Using Particle Swarm Optimization Based Artificial Neural Networks , 2016, Int. J. Distributed Sens. Networks.

[11]  Nan Chi,et al.  Reversed Three-Dimensional Visible Light Indoor Positioning Utilizing Annular Receivers with Multi-Photodiodes , 2016, Sensors.

[12]  Mohsen Kavehrad,et al.  VLC-based indoor positioning system with tracking capability using Kalman and particle filters , 2014, 2014 IEEE International Conference on Consumer Electronics (ICCE).

[13]  Junbin Fang,et al.  High-Speed Indoor Navigation System based on Visible Light and Mobile Phone , 2017, IEEE Photonics Journal.

[14]  Wenjun Gu,et al.  Three-dimensional indoor light positioning algorithm based on nonlinear estimation , 2016, SPIE OPTO.

[15]  M. Kavehrad,et al.  A 2-D indoor localization system based on visible light LED , 2012, 2012 IEEE Photonics Society Summer Topical Meeting Series.

[16]  Mohsen Kavehrad,et al.  Three-dimensional light positioning algorithm with filtering techniques for indoor environments , 2014 .

[17]  Yingkui Gong,et al.  Research on the Collinear Equation Model of Visual Positioning Based on Visible Light Communication , 2015 .

[18]  Masao Nakagawa,et al.  Fundamental analysis for visible-light communication system using LED lights , 2004, IEEE Transactions on Consumer Electronics.

[19]  Wen Shangsheng,et al.  Indoor Positioning Technology of Visible Light Communication Based on CDMA Modulation , 2016 .

[20]  Sang-Kook Han,et al.  Three-dimensional localization based on visible light optical wireless communication , 2013, 2013 Fifth International Conference on Ubiquitous and Future Networks (ICUFN).

[21]  Hao Chen,et al.  High-precision approach to localization scheme of visible light communication based on artificial neural networks and modified genetic algorithms , 2017 .