Acta Optica Sinica, Volume. 41, Issue 19, 1906001(2021)
Indoor Visible Light Positioning of Improved RBF Neural Network Based on KPCA-K-means+ + and GA-LMS Model
[1] Deng Z L, Yu Y P, Yuan X et al. Situation and development tendency of indoor positioning[J]. China Communications, 10, 42-55(2013).
[2] Saab S S, Nakad Z S. A standalone RFID indoor positioning system using passive tags[J]. IEEE Transactions on Industrial Electronics, 58, 1961-1970(2011).
[3] Xu S W, Wu Y, Su G D. Fingerprint matching and localization algorithm based on orthogonal frequency division multiplexing modulation for visible light communication[J]. Laser & Optoelectronics Progress, 56, 090601(2019).
[4] Jung S Y, Hann S, Park C S. TDOA-based optical wireless indoor localization using LED ceiling lamps[J]. IEEE Transactions on Consumer Electronics, 57, 1592-1597(2011).
[5] Chen Y, Wu J, Liu H L et al. Visible light and inertial navigation fusion indoor positioning system based on hidden Markov model[J]. Chinese Journal of Lasers, 47, 1206001(2020).
[6] Cao Y P, Li X J, Hu Y Y. Visible light fingerprint-based high-accuracy indoor positioning method[J]. Laser & Optoelectronics Progress, 56, 160601(2019).
[7] Hao H G, Zhang D D, Tang S. Analysis of the LED lamp arrangement for uniformity of illumination in indoor VLC system[J]. Journal of the Optical Society of Korea, 18, 663-671(2014).
[8] Hu J Y[D]. Research on indoor lighting source layout based on neural network(2019).
[9] Zhou Z S, Ye W P. Convex optimization based LED lamps arrangement for visible light communication[J]. Microcomputer & Its Applications, 35, 70-72(2016).
[10] Hou Y N, Xue Y K, Chen C et al. A RSS/AOA based indoor positioning system with a single LED lamp[C], 1-4(2015).
[11] Bian G L, Huang H S, Wang A Y et al. Optimization of wireless sensor network positioning based on PSO-BP algorithm[J]. Telecommunication Engineering, 57, 139-144(2017).
[12] Fu S Y, Wang H D. Indoor positioning of wireless network based on harmony search algorithm optimizing neural network[J]. Journal of Nanjing University of Science and Technology, 41, 428-433(2017).
[13] Zheng H H, Xu Z W, Yu C Y et al. A 3-D high accuracy positioning system based on visible light communication with novel positioning algorithm[J]. Optics Communications, 396, 160-168(2017).
[14] Nadeem U, Hassan N U, Pasha M A et al. Indoor positioning system designs using visible LED lights: performance comparison of TDM and FDM protocols[J]. Electronics Letters, 51, 72-74(2015).
[15] Meng H, Yuan F, Yan T H et al. Indoor positioning of RBF neural network based on improved fast clustering algorithm combined with LM algorithm[J]. IEEE Access, 7, 5932-5945(2019).
[16] Komine T, Nakagawa M. Fundamental analysis for visible-light communication system using LED lights[J]. IEEE Transactions on Consumer Electronics, 50, 100-107(2004).
[17] Ding J P[D]. Visible light communications indoor channel modeling & performance optimization(2013).
[18] Jamil M, Yang X S. A literature survey of benchmark functions for global optimisation problems[J]. International Journal of Mathematical Modelling and Numerical Optimisation, 4, 150-194(2013).
[19] Yang X S. Flower pollination algorithm for global optimization[M]. Durand-Lose J, Jonoska N. Unconventional computation and natural computation. Lecture notes in computer science, 7445, 240-249(2012).
[20] Zhou Y Q, Wang R, Luo Q F. Elite opposition-based flower pollination algorithm[J]. Neurocomputing, 188, 294-310(2016).
[21] Zhao C Y[D]. Application research of flower pollination algorithm(2017).
[22] Chicco G. Overview and performance assessment of the clustering methods for electrical load pattern grouping[J]. Energy, 42, 68-80(2012).
Get Citation
Copy Citation Text
Huiying Zhang, Haiyue Yu, Kai Wang, Yuxi Lu, Yu Liang. Indoor Visible Light Positioning of Improved RBF Neural Network Based on KPCA-K-means+ + and GA-LMS Model[J]. Acta Optica Sinica, 2021, 41(19): 1906001
Category: Fiber Optics and Optical Communications
Received: Jan. 4, 2021
Accepted: Apr. 16, 2021
Published Online: Oct. 9, 2021
The Author Email: Zhang Huiying (yingzi1313@163.com)