Visible Light Positioning Algorithm Based on Sparsity Adaptive and Location Fingerprinting

Shiwu Xu; Yi Wu; Xufang Wang

doi:10.3788/AOS202040.1806003

[1] Zafari F, Gkelias A, Leung K K. A survey of indoor localization systems and technologies[J]. IEEE Communications Surveys & Tutorials, 21, 2568-2599(2019).

[2] Zhuang Y, Hua L C, Qi L N et al. A survey of positioning systems using visible LED lights[J]. IEEE Communications Surveys & Tutorials, 20, 1963-1988(2018).

[3] Wu Y X, Liu X W, Guan W P et al. High-speed 3D indoor localization system based on visible light communication using differential evolution algorithm[J]. Optics Communications, 424, 177-189(2018).

[4] Gu W J, Aminikashani M, Deng P et al. Impact of multipath reflections on the performance of indoor visible light positioning systems[J]. Journal of Lightwave Technology, 34, 2578-2587(2016).

[5] Mathias L C, de Melo L F, Abrao T. 3-D localization with multiple LEDs lamps in OFDM-VLC system[J]. IEEE Access, 7, 6249-6261(2019).

[6] Zhou B P, Lau V, Chen Q C et al. Simultaneous positioning and orientating for visible light communications: algorithm design and performance analysis[J]. IEEE Transactions on Vehicular Technology, 67, 11790-11804(2018).

[7] Cai Y, Guan W P, Wu Y X et al. Indoor high precision three-dimensional positioning system based on visible light communication using particle swarm optimization[J]. IEEE Photonics Journal, 9, 7908120(2017).

[8] Guo X S, Shao S H, Ansari N et al. Indoor localization using visible light via fusion of multiple classifiers[J]. IEEE Photonics Journal, 9, 7803716(2017).

[9] Lovón-Melgarejo J, Castillo-Cara M, Huarcaya-Canal O et al. Comparative study of supervised learning and metaheuristic algorithms for the development of bluetooth-based indoor localization mechanisms[J]. IEEE Access, 7, 26123-26135(2019).

[10] Li F M, Zhang T, Liu K et al. An indoor positioning method based onrange measuring and location fingerprinting[J]. Chinese Journal of Computers, 42, 339-350(2019).

[11] Hu J S, Liu D W, Yan Z et al. Experimental analysis on weight K-nearest neighbor indoor fingerprint positioning[J]. IEEE Internet of Things Journal, 6, 891-897(2019).

[12] Van M T, Tuan N V, Son T T et al. Weighted K-nearest neighbour model for indoor VLC positioning[J]. IET Communications, 11, 864-871(2017).

[13] Zhao C H, Zhang H M, Song J. Fingerprint based visible light indoor localization method[J]. Chinese Journal of Lasers, 45, 0806002(2018).

[14] Xu S W, Wu Y, Su G D. Fingerprint matching and localization algorithm based on orthogonal frequencydivision multiplexing modulation for visible light communication[J]. Laser & Optoelectronics Progress, 56, 090601(2019).

[15] Alam F, Chew M T, Wenge T et al. An accurate visible light positioning system using regenerated fingerprint database based on calibrated propagation model[J]. IEEE Transactions on Instrumentation and Measurement, 68, 2714-2723(2019).

[16] Donoho D L. Compressed sensing[J]. IEEE Transactions on Information Theory, 52, 1289-1306(2006).

[17] Tropp J A, Gilbert A C. Signal recovery from random measurements via orthogonal matching pursuit[J]. IEEE Transactions on Information Theory, 53, 4655-4666(2007).

[18] Ajmani M et al. Visible light communications-based indoor positioning via compressed sensing[J]. IEEE Communications Letters, 22, 1410-1413(2018).

[19] Zhang R, Zhong W D, Qian K M et al. A reversed visible light multitarget localization system via sparse matrix reconstruction[J]. IEEE Internet of Things Journal, 5, 4223-4230(2018).

[20] Wang P F, Guan W P, Wen S S et al. High precision indoor visible three-dimensional positioning system based on immune algorithm[J]. Acta Optica Sinica, 38, 1006007(2018).

[21] Komine T, Nakagawa M. Fundamental analysis for visible-light communication system using LED lights[J]. IEEE Transactions on Consumer Electronics, 50, 100-107(2004).