Acta Optica Sinica, Volume. 44, Issue 13, 1306006(2024)
Indoor Visible Light Positioning Method Based on Spatial Optimization
[1] Carvalho G S, Silva F O, Pacheco M V O et al. Performance analysis of relative GPS positioning for low-cost receiver-equipped agricultural rovers[J]. Sensors, 23, 8835(2023).
[2] Liu X Y, Guo L, Wei X T. Indoor visible light applications for communication, positioning, and security[J]. Wireless Communications and Mobile Computing, 2021, 1730655(2021).
[3] Zhuang Y, Syed Z, Li Y et al. Evaluation of two WiFi positioning systems based on autonomous crowdsourcing of handheld devices for indoor navigation[J]. IEEE Transactions on Mobile Computing, 15, 1982-1995(2016).
[5] Vena A, Illanes I, Alidieres L et al. RFID based indoor localization system to analyze visitor behavior in a museum[C], 183-186(2021).
[6] Bregar K. Indoor UWB positioning and position tracking data set[J]. Scientific Data, 10, 744(2023).
[8] Zhou R, Yang Y X, Chen P C. An RSS transform-based WKNN for indoor positioning[J]. Sensors, 21, 5685(2021).
[9] Mahfouz N E, Fayed H A, Abd El Aziz A et al. Improved light uniformity and SNR employing new LED distribution pattern for indoor applications in VLC system[J]. Optical and Quantum Electronics, 50, 350(2018).
[11] Yen L, Yan C H, Renu S et al. A modified WKNN indoor Wi-Fi localization method with differential coordinates[C], 1822-1824(2017).
[12] Xiang L, Xu Y, Cui J H et al. GM(1, 1)-based weighted K-nearest neighbor algorithm for indoor localization[J]. Remote Sensing, 15, 3706(2023).
[13] Peng X S, Chen R Z, Yu K G et al. An improved weighted K-nearest neighbor algorithm for indoor localization[J]. Electronics, 9, 2117(2020).
[15] Ding X Q, Shi S, Gu X M, Shi S, Ye L, Zhang Y et al. A visible light indoor location system based on lambert optimization model RSS fingerprint database algorithm[M]. Artificial intelligence for communications and network, 493-501(2021).
[16] Wang T Q, Sekercioglu Y A, Neild A et al. Position accuracy of time-of-arrival based ranging using visible light with application in indoor localization systems[J]. Journal of Lightwave Technology, 31, 3302-3308(2013).
[17] Shen R, Zhang J, Wang D. Indoor location method and the Cramer-Rao bound estimation based on visible light communications[J]. Laser & Optoelectronics Progress, 51, 090604(2014).
[18] Xu S W, Wu Y, Wang X F et al. Indoor high precision positioning system based on visible light communication and location fingerprinting[J]. Journal of Lightwave Technology, 41, 5564-5576(2023).
[19] Du P F, Zhang S, Chen C et al. Demonstration of a low-complexity indoor visible light positioning system using an enhanced TDOA scheme[J]. IEEE Photonics Journal, 10, 7905110(2018).
[20] 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).
[21] Shin B, Lee J H, Lee T. Novel indoor fingerprinting method based on RSS sequence matching[J]. Measurement, 223, 113719(2023).
[22] Zhang S C. Cost-sensitive KNN classification[J]. Neurocomputing, 391, 234-242(2020).
[23] Lu H Z, Zhang L P, Chen H Y et al. An indoor fingerprint positioning algorithm based on WKNN and improved XGBoost[J]. Sensors, 23, 3952(2023).
[24] Liang Z H, Shi L, Tang J et al. Improved weighted K nearest neighbor algorithm for indoor visible light fingerprint positioning system[J]. Laser & Optoelectronics Progress, 59, 1706005(2022).
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Chenxi Su, Yanyu Zhang, Dun Li, Lihui Shen, Qi Wu, Jian Zhang. Indoor Visible Light Positioning Method Based on Spatial Optimization[J]. Acta Optica Sinica, 2024, 44(13): 1306006
Category: Fiber Optics and Optical Communications
Received: Jan. 29, 2024
Accepted: Apr. 11, 2024
Published Online: Jul. 4, 2024
The Author Email: Zhang Jian (swordrawn@163.com)
CSTR:32393.14.AOS240587