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RainbowLight: Towards Low Cost Ambient Light Positioning with Mobile Phones

Published: 15 October 2018 Publication History

Abstract

Visible Light Positioning (VLP) has attracted much research effort recently. Most existing VLP approaches require special designed light or receiver, collecting light information or strict user operation (e.g., horizontally holding mobile phone). This incurs a high deployment, maintenance and usage overhead. We present RainbowLight, a low cost ambient light 3D localization approach easy to deploy in today's buildings. Our key finding is that light through a chip of polarizer and birefringence material produces specific interference and light spectrum at different directions to the chip. We derive a model to characterize the relation for direction, light interference and spectrum. Exploiting the model, RainbowLight calculates the direction to a chip after taking a photo containing the chip. With multiple chips, RainbowLight designs a direction intersection based method to derive the location. We implement RainbowLight and extensively evaluate its performance in various environments. The evaluation results show that RainbowLight achieves an average localization error of 3.3 cm in 2D and 9.6 cm in 3D for light on, and an error of 7.4 cm in 2D and 20.5 cm in 3D for light off scenario in daytime.

References

[1]
Swarun Kumar, Stephanie Gil, Dina Katabi, and Daniela Rus. Accurate indoor localization with zero start-up cost. In Proceedings of ACM MobiCom, 2014.
[2]
Souvik Sen, Jeongkeun Lee, Kyu-Han Kim, and Paul Congdon. Avoiding multipath to revive inbuilding wifi localization. In Proceedings of ACM MobiSys, 2013.
[3]
Jie Xiong and Kyle Jamieson. Arraytrack: a fine-grained indoor location system. In Proceedings of USENIX NSDI, 2013.
[4]
Kiran Joshi, Steven Hong, and Sachin Katti. Pinpoint: Localizing interfering radios. In Proceedings of USENIX NSDI, 2013.
[5]
Jon Gjengset, Jie Xiong, Graeme McPhillips, and Kyle Jamieson. Phaser: enabling phased array signal processing on commodity wifi access points. In Proceedings of ACM MobiCom, 2014.
[6]
Fadel Adib, Hongzi Mao, Zachary Kabelac, Dina Katabi, and Robert C Miller. Smart homes that monitor breathing and heart rate. In Proceedings of ACM CHI, 2015.
[7]
Fadel Adib, Zachary Kabelac, and Dina Katabi. Multi-person localization via rf body reflections. In Proceedings of USENIX NSDI, 2015.
[8]
Fadel Adib, Zach Kabelac, Dina Katabi, and Robert C Miller. 3d tracking via body radio reflections. In Proceedings of USENIX NSDI, 2014.
[9]
Yu-Lin Wei, Chang-Jung Huang, Hsin-Mu Tsai, and Kate Ching-Ju Lin. Celli: Indoor positioning using polarized sweeping light beams. In Proceedings of ACM MobiSys, 2017.
[10]
Julian Randall, Oliver Amft, Jürgen Bohn, and Martin Burri. Luxtrace: indoor positioning using building illumination. Personal and ubiquitous computing, 11(6):417--428, 2007.
[11]
Nishkam Ravi and Liviu Iftode. Fiatlux: Fingerprinting rooms using light intensity. na, 2007.
[12]
Jean Armstrong, Y Sekercioglu, and Adrian Neild. Visible light positioning: a roadmap for international standardization. IEEE Communications Magazine, 51(12):68--73, 2013.
[13]
Bo Xie, Kongyang Chen, Guang Tan, Mingming Lu, Yunhuai Liu, Jie Wu, and Tian He. Lips: A light intensity-based positioning system for indoor environments. ACM Transactions on Sensor Networks, 12(4):28, 2016.
[14]
Radu Stoleru, Tian He, John A. Stankovic, and David Luebke. A high-accuracy, low-cost localization system for wireless sensor networks. In Proceedings of ACM SenSys, 2005.
[15]
Bo Xie, Guang Tan, and Tian He. Spinlight: A high accuracy and robust light positioning system for indoor applications. In Proceedings of ACM SenSys, 2015.
[16]
Song Liu and Tian He. Smartlight: Light-weight 3d indoor localization using a single led lamp. In Proceedings of ACM SenSys, 2017.
[17]
Zhice Yang, Zeyu Wang, Jiansong Zhang, Chenyu Huang, and Qian Zhang. Wearables can afford: Light-weight indoor positioning with visible light. In Proceedings of ACM MobiSys, 2015.
[18]
Chi Zhang and Xinyu Zhang. Litell: robust indoor localization using unmodified light fixtures. In Proceedings of ACM MobiCom, 2016.
[19]
Chi Zhang and Xinyu Zhang. Pulsar: Towards ubiquitous visible light localization. In Proceedings of ACM MobiCom, 2017.
[20]
Shilin Zhu and Xinyu Zhang. Enabling high-precision visible light localization in today's buildings. In Proceedings of ACM MobiSys, 2017.
[21]
Masaki Yoshino, Shinichiro Haruyama, and Masao Nakagawa. High-accuracy positioning system using visible led lights and image sensor. In Proceedings of IEEE RWS, 2008.
[22]
S-H Yang, E-M Jeong, D-R Kim, H-S Kim, Y-H Son, and S-K Han. Indoor three-dimensional location estimation based on led visible light communication. Electronics Letters, 49(1):54--56, 2013.
[23]
Ye-Sheng Kuo, Pat Pannuto, Ko-Jen Hsiao, and Prabal Dutta. Luxapose: Indoor positioning with mobile phones and visible light. In Proceedings of ACM MobiCom, 2014.
[24]
Ruipeng Gao, Yang Tian, Fan Ye, Guojie Luo, Kaigui Bian, Yizhou Wang, Tao Wang, and Xiaoming Li. Sextant: Towards ubiquitous indoor localization service by photo-taking of the environment. IEEE Transactions on Mobile Computing, 15(2):460--474, 2016.
[25]
Edward Collett. Field guide to polarization, volume 15. SPIE press Bellingham, 2005.
[26]
Wikipedia. Color wheel. https://en.wikipedia.org/wiki/Color_wheel#Color_wheels_and_paint_color_mixing.
[27]
Zhao Tian, Yu-Lin Wei, Xi Xiong, Wei-Nin Chang, Hsin-Mu Tsai, Kate Ching-Ju Lin, Changxi Zheng, and Xia Zhou. Position: Augmenting inertial tracking with light. In Proceedings of ACM VLCS, 2017.
[28]
Yuanqing Zheng, Guobin Shen, Liqun Li, Chunshui Zhao, Mo Li, Feng Zhao, Yuanqing Zheng, Guobin Shen, Liqun Li, Chunshui Zhao, et al. Travi-navi: Self-deployable indoor navigation system. IEEE/ACM Transactions on Networking (TON), 25(5):2655--2669, 2017.
[29]
Mei Wang, Zhehui Zhang, Xiaohua Tian, and Xinbing Wang. Temporal correlation of the rss improves accuracy of fingerprinting localization. In INFOCOM 2016-The 35th Annual IEEE International Conference on Computer Communications, IEEE, pages 1--9. IEEE, 2016.
[30]
Jizhong Zhao, Wei Xi, Yuan He, Yunhao Liu, Xiang-Yang Li, Lufeng Mo, and Zheng Yang. Localization of wireless sensor networks in the wild: Pursuit of ranging quality. IEEE/ACM Transactions on Networking (ToN), 21(1):311--323, 2013.
[31]
Kun Qian, Chenshu Wu, Zheng Yang, Yunhao Liu, Fugui He, and Tianzhang Xing. Enabling contactless detection of moving humans with dynamic speeds using csi. ACM Transactions on Embedded Computing Systems (TECS), 17(2):52, 2018.
[32]
Zuwei Yin, Chenshu Wu, Zheng Yang, and Yunhao Liu. Peer-to-peer indoor navigation using smartphones. IEEE Journal on Selected Areas in Communications, 35(5):1141--1153, 2017.
[33]
Kun Qian, Chenshu Wu, Yi Zhang, Guidong Zhang, Zheng Yang, and Yunhao Liu. Widar2. 0: Passive human tracking with a single wi-fi link. Procs. of ACM MobiSys, 2018.
[34]
Chunyi Peng, Guobin Shen, and Yongguang Zhang. Beepbeep: A high-accuracy acoustic-based system for ranging and localization using cots devices. ACM Transactions on Embedded Computing Systems, 11(1):4:1--4:29, 2012.
[35]
K. Liu, X. Liu, L. Xie, and X. Li. Towards accurate acoustic localization on a smartphone. In Proceedings of IEEE INFOCOM, 2013.
[36]
K. Liu, Xinxin Liu, and Xiaolin Li. Acoustic ranging and communication via microphone channel. In Proceedings of IEEE GLOBECOM, 2012.
[37]
K. Liu, X. Liu, and X. Li. Guoguo: Enabling fine-grained smartphone localization via acoustic anchors. IEEE Transactions on Mobile Computing, 15(5):1144--1156, 2016.
[38]
R. Nandakumar, S. Gollakota, and N. Watson. Contactless sleep apnea detection on smartphones. In Proceedings of ACM MobiSys, 2015.
[39]
Pengfei Zhou, Yuanqing Zheng, and Mo Li. How long to wait?: Predicting bus arrival time with mobile phone based participatory sensing. In Proceedings of ACM MobiSys, 2014.
[40]
Yin Chen, Jie Liu, Dimitrios Lymberopoulos, and Bodhi and Priyantha. Fm-based indoor localization. In Proceedings of ACM MobiSys, 2012.
[41]
Yonghang Jiang, Zhenjiang Li, and Jianping Wang. Ptrack: Enhancing the applicability of pedestrian tracking with wearables. IEEE Transactions on Mobile Computing, 2018.
[42]
SHEN Wei-min. Interference pattern of convergent light for a uniaxial crystal with optical axis parallel to surface {j}. College Physics, 6:001, 2005.
[43]
Dennis H Goldstein. Polarized light. CRC press, 2017.

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  • (2024)Exploiting Anchor Links for NLOS Combating in UWB LocalizationACM Transactions on Sensor Networks10.1145/3657639Online publication date: 11-Apr-2024
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  • (2024)Passive Visible Light Tag System for Localization and Posture EstimationIEEE Transactions on Mobile Computing10.1109/TMC.2023.334880223:8(8541-8556)Online publication date: Aug-2024
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cover image ACM Conferences
MobiCom '18: Proceedings of the 24th Annual International Conference on Mobile Computing and Networking
October 2018
884 pages
ISBN:9781450359030
DOI:10.1145/3241539
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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Published: 15 October 2018

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Author Tags

  1. image processing
  2. indoor localization
  3. visible light positioning

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MobiCom '18 Paper Acceptance Rate 42 of 187 submissions, 22%;
Overall Acceptance Rate 440 of 2,972 submissions, 15%

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Cited By

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  • (2024)Exploiting Anchor Links for NLOS Combating in UWB LocalizationACM Transactions on Sensor Networks10.1145/3657639Online publication date: 11-Apr-2024
  • (2024)LightGyro: A Batteryless Orientation Measuring Scheme Based on Light ReflectionACM Transactions on Sensor Networks10.1145/359793420:4(1-23)Online publication date: 11-May-2024
  • (2024)Passive Visible Light Tag System for Localization and Posture EstimationIEEE Transactions on Mobile Computing10.1109/TMC.2023.334880223:8(8541-8556)Online publication date: Aug-2024
  • (2024)Camera-Based Position Estimation using Frequency-Multiplexed Luminance Gradient2024 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops)10.1109/PerComWorkshops59983.2024.10503176(475-480)Online publication date: 11-Mar-2024
  • (2023)IrisProceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies10.1145/36109137:3(1-27)Online publication date: 27-Sep-2023
  • (2023)Cross-technology Communication between Visible Light and Battery-free RFIDsProceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies10.1145/36108837:3(1-20)Online publication date: 27-Sep-2023
  • (2023)CurveLight: An Accurate and Practical Light Positioning SystemIEEE/ACM Transactions on Networking10.1109/TNET.2022.322481731:5(1950-1964)Online publication date: Oct-2023
  • (2023)Indoor Passive Visible Light Localization: A Case of the Novel Rake RGB-LED Series DetectorIEEE Transactions on Instrumentation and Measurement10.1109/TIM.2023.324925472(1-13)Online publication date: 2023
  • (2022)LiLo: ADL Localization with Conventional Luminaries and Ambient Light SensorElectronics10.3390/electronics1116250311:16(2503)Online publication date: 11-Aug-2022
  • (2022)Detecting and Controlling Smart Lights with LiTalkProceedings of the 1st ACM Workshop on AI Empowered Mobile and Wireless Sensing10.1145/3556558.3558581(13-18)Online publication date: 21-Oct-2022
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