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EchoSpot: Spotting Your Locations via Acoustic Sensing

Published: 14 September 2021 Publication History

Abstract

Indoor localization has played a significant role in facilitating a collection of emerging applications in the past decade. This paper presents a novel indoor localization solution via inaudible acoustic sensing, called EchoSpot, which relies on only one speaker and one microphone that are readily available on audio devices at households. We program the speaker to periodically send FMCW chirps at 18kHz-23kHz and leverage the co-located microphone to capture the reflected signals from the body and the wall for analysis. By applying the normalized cross-correlation on the transmitted and received signals, we can estimate and profile their time-of-flights (ToFs). We then eliminate the interference from device imperfection and environmental static objects, able to identify the ToFs corresponding to the direct reflection from human body. In addition, a new solution to estimate the ToF from wall reflection is designed, assisting us in spotting a human location in the two-dimensional space. We implement EchoSpot on three different types of speakers, e.g., Amazon Echo, Edifier R1280DB, and Logitech z200, and deploy them in real home environments for evaluation. Experimental results exhibit that EchoSpot achieves the mean localization errors of 4.1cm, 9.2cm, 13.1cm, 17.9cm, 22.2cm, respectively, at 1m, 2m, 3m, 4m, and 5m, comparable to results from the state-of-the-arts while maintaining favorable advantages.

References

[1]
Fadel Adib, Zachary Kabelac, and Dina Katabi. 2015. Multi-person localization via RF body reflections. In Proceedings of the 12th USENIX Symposium on Networked Systems Design and Implementation (NSDI). 279--292.
[2]
Sean L Bowman, Nikolay Atanasov, Kostas Daniilidis, and George J Pappas. 2017. Probabilistic data association for semantic slam. In Proceedings of the IEEE International Conference on Robotics and Automation (ICRA). 1722--1729.
[3]
Matthias Brugger, Tonia Christ, Ferdinand Kemeth, Sandor Nagy, Matthias Schaefer, and Michal M Pietrzyk. 2010. The FMCW technology-based indoor localization system. In 2010 Ubiquitous Positioning Indoor Navigation and Location Based Service. IEEE, 1--6.
[4]
Jagmohan Chauhan, Yining Hu, Suranga Seneviratne, Archan Misra, Aruna Seneviratne, and Youngki Lee. 2017. BreathPrint: Breathing acoustics-based user authentication. In Proceedings of the 15th ACM Annual International Conference on Mobile Systems, Applications, and Services. 278--291.
[5]
Huijie Chen, Fan Li, and Yu Wang. 2017. EchoTrack: Acoustic device-free hand tracking on smart phones. In IEEE INFOCOM 2017-IEEE Conference on Computer Communications. IEEE, 1--9.
[6]
Ziyang Chen, Panlong Yang, Jie Xiong, Yuanhao Feng, and Xiang-Yang Li. 2020. TagRay: Contactless Sensing and Tracking of Mobile Objects using COTS RFID Devices. In Proceedings of the IEEE Conference on Computer Communications (INFOCOM). 307--316.
[7]
Linsong Cheng, Zhao Wang, Yunting Zhang, Weiyi Wang, Weimin Xu, and Jiliang Wang. 2020. AcouRadar: Towards Single Source based Acoustic Localization. In Proceedings of the IEEE Conference on Computer Communications (INFOCOM). 1848--1856.
[8]
Mark D Fletcher, Sian Lloyd Jones, Paul R White, Craig N Dolder, Timothy G Leighton, and Benjamin Lineton. 2018. Effects of very high-frequency sound and ultrasound on humans. Part II: A double-blind randomized provocation study of inaudible 20-kHz ultrasound. The Journal of the Acoustical Society of America 144, 4 (2018), 2521--2531.
[9]
Iowa State University Center for Nondestructive Evaluation. [n.d.]. Temperature and the Speed of Sound. https://www.ndeed.org/Physics/Sound/tempandspeed.xhtml
[10]
Hassen Fourati. 2014. Heterogeneous data fusion algorithm for pedestrian navigation via foot-mounted inertial measurement unit and complementary filter. IEEE Transactions on Instrumentation and Measurement 64, 1 (2014), 221--229.
[11]
Ruipeng Gao, Yang Tian, Fan Ye, Guojie Luo, Kaigui Bian, Yizhou Wang, Tao Wang, and Xiaoming Li. 2015. Sextant: Towards ubiquitous indoor localization service by photo-taking of the environment. IEEE Transactions on Mobile Computing 15, 2 (2015), 460--474.
[12]
Jon Gjengset, Jie Xiong, Graeme McPhillips, and Kyle Jamieson. 2014. Phaser: Enabling phased array signal processing on commodity WiFi access points. In Proceedings of the 20th ACM Annual International Conference on Mobile Computing and Networking (MobiCom). 153--164.
[13]
Daniel Graham, George Simmons, David T Nguyen, and Gang Zhou. 2015. A software-based sonar ranging sensor for smart phones. IEEE Internet of Things Journal 2, 6 (2015), 479--489.
[14]
Tianbo Gu, Zheng Fang, Zhicheng Yang, Pengfei Hu, and Prasant Mohapatra. 2019. mmSense: Multi-Person Detection and Identification via mmWave Sensing. In Proceedings of the 3rd ACM Workshop on Millimeter-wave Networks and Sensing Systems. 45--50.
[15]
Sidhant Gupta, Daniel Morris, Shwetak Patel, and Desney Tan. 2012. Soundwave: using the doppler effect to sense gestures. In Proceedings of the ACM SIGCHI Conference on Human Factors in Computing Systems. 1911--1914.
[16]
Stefan L Hahn. 1996. Hilbert transforms in signal processing. Vol. 2. Artech House Boston.
[17]
Yiqing Hu, Yan Xiong, Wenchao Huang, Xiang-Yang Li, Panlong Yang, Yanan Zhang, and Xufei Mao. 2018. Lightitude: Indoor positioning using uneven light intensity distribution. Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies 2, 2 (2018), 1--25.
[18]
IndustryArc. 2017. Indoor Positioning and Navigation Market - Forecast(2020 - 2025). https://www.industryarc.com/Report/43/global-indoor-positioning-navigation-market.html
[19]
Guang-yao Jin, Xiao-yi Lu, and Myong-Soon Park. 2006. An indoor localization mechanism using active RFID tag. In IEEE International Conference on Sensor Networks, Ubiquitous, and Trustworthy Computing (SUTC'06), Vol. 1. IEEE, 4-pp.
[20]
Kiran Joshi, Dinesh Bharadia, Manikanta Kotaru, and Sachin Katti. 2015. WiDeo: Fine-grained Device-free Motion Tracing using RF Backscatter. In Proceedings of the 12th USENIX Symposium on Networked Systems Design and Implementation (NSDI). 189--204.
[21]
Manikanta Kotaru, Kiran Joshi, Dinesh Bharadia, and Sachin Katti. 2015. Spotfi: Decimeter level localization using WiFi. In Proceedings of the ACM Conference on Special Interest Group on Data Communication. 269--282.
[22]
Ye-Sheng Kuo, Pat Pannuto, Ko-Jen Hsiao, and Prabal Dutta. 2014. Luxapose: Indoor positioning with mobile phones and visible light. In Proceedings of the 20th annual international conference on Mobile computing and networking. 447--458.
[23]
Taras I Lakoba, David J Kaup, and Neal M Finkelstein. 2005. Modifications of the Helbing-Molnar-Farkas-Vicsek social force model for pedestrian evolution. Simulation 81, 5 (2005), 339--352.
[24]
Christopher Langlois, Saideep Tiku, and Sudeep Pasricha. 2017. Indoor localization with smartphones: Harnessing the sensor suite in your pocket. IEEE Consumer Electronics Magazine 6, 4 (2017), 70--80.
[25]
TG Leighton. 2016. Are some people suffering as a result of increasing mass exposure of the public to ultrasound in air? Proceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences 472, 2185 (2016), 20150624.
[26]
Qiongzheng Lin, Zhenlin An, and Lei Yang. 2019. Rebooting ultrasonic positioning systems for ultrasound-incapable smart devices. In Proceedings of the 25th ACM Annual International Conference on Mobile Computing and Networking (MobiCom). 1--16.
[27]
Kaikai Liu, Xinxin Liu, and Xiaolin Li. 2015. Guoguo: Enabling fine-grained smartphone localization via acoustic anchors. IEEE transactions on mobile computing 15, 5 (2015), 1144--1156.
[28]
Song Liu and Tian He. 2017. Smartlight: Light-weight 3d indoor localization using a single led lamp. In Proceedings of the 15th ACM Conference on Embedded Network Sensor Systems. 1--14.
[29]
Li Lu, Jiadi Yu, Yingying Chen, Hongbo Liu, Yanmin Zhu, Yunfei Liu, and Minglu Li. 2018. LipPass: Lip reading-based user authentication on smartphones leveraging acoustic signals. In Proceedings of the IEEE Conference on Computer Communications (INFOCOM). 1466--1474.
[30]
Wenguang Mao, Jian He, and Lili Qiu. 2016. CAT: high-precision acoustic motion tracking. In Proceedings of the 22nd Annual International Conference on Mobile Computing and Networking. 69--81.
[31]
Wenguang Mao, Mei Wang, Wei Sun, Lili Qiu, Swadhin Pradhan, and Yi-Chao Chen. 2019. RNN-Based Room Scale Hand Motion Tracking. In Proceedings of the 25th ACM Annual International Conference on Mobile Computing and Networking (MobiCom). 1--16.
[32]
Carlyn J Matz, David M Stieb, Karelyn Davis, Marika Egyed, Andreas Rose, Benedito Chou, and Orly Brion. 2014. Effects of age, season, gender and urban-rural status on time-activity: Canadian Human Activity Pattern Survey 2 (CHAPS 2). International journal of environmental research and public health 11, 2 (2014), 2108--2124.
[33]
Mostafa Mirshekari, Shijia Pan, Jonathon Fagert, Eve M Schooler, Pei Zhang, and Hae Young Noh. 2018. Occupant localization using footstep-induced structural vibration. Mechanical Systems and Signal Processing 112 (2018), 77--97.
[34]
Rajalakshmi Nandakumar, Vikram Iyer, Desney Tan, and Shyamnath Gollakota. 2016. Fingerio: Using active sonar for fine-grained finger tracking. In Proceedings of the 2016 CHI Conference on Human Factors in Computing Systems. 1515--1525.
[35]
Rajalakshmi Nandakumar, Alex Takakuwa, Tadayoshi Kohno, and Shyamnath Gollakota. 2017. Covertband: Activity information leakage using music. ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies 1, 3 (2017), 87.
[36]
Lionel M Ni, Yunhao Liu, Yiu Cho Lau, and Abhishek P Patil. 2003. LANDMARC: indoor location sensing using active RFID. In Proceedings of the First IEEE International Conference on Pervasive Computing and Communications, 2003.(PerCom 2003). IEEE, 407--415.
[37]
Tsutomu Oohashi, Emi Nishina, Manabu Honda, Yoshiharu Yonekura, Yoshitaka Fuwamoto, Norie Kawai, Tadao Maekawa, Satoshi Nakamura, Hidenao Fukuyama, and Hiroshi Shibasaki. 2000. Inaudible high-frequency sounds affect brain activity: hypersonic effect. Journal of neurophysiology (2000).
[38]
Robert J Orr and Gregory D Abowd. 2000. The smart floor: A mechanism for natural user identification and tracking. In Proceedings of the CHI Extended Abstracts on Human Factors in Computing Systems. 275--276.
[39]
Jacopo Pegoraro, Francesca Meneghello, and Michele Rossi. 2020. Multi-Person Continuous Tracking and Identification from mm-Wave micro-Doppler Signatures. arXiv preprint arXiv:2003.03571 (2020).
[40]
Chunyi Peng, Guobin Shen, and Yongguang Zhang. 2012. BeepBeep: A high-accuracy acoustic-based system for ranging and localization using COTS devices. ACM Transactions on Embedded Computing Systems (TECS) 11, 1 (2012), 1--29.
[41]
Kun Qian, Chenshu Wu, Yi Zhang, Guidong Zhang, Zheng Yang, and Yunhao Liu. 2018. Widar2. 0: Passive human tracking with a single Wi-Fi link. In Proceedings of the 16th Annual International Conference on Mobile Systems, Applications, and Services. 350--361.
[42]
Christoph Schroeder and Hermann Rohling. 2010. X-band FMCW radar system with variable chirp duration. In 2010 IEEE Radar Conference. IEEE, 1255--1259.
[43]
Claude Elwood Shannon. 1949. Communication in the presence of noise. Proceedings of the IRE 37, 1 (1949), 10--21.
[44]
Sheng Shen, Daguan Chen, Yu-Lin Wei, Zhijian Yang, and Romit Roy Choudhury. 2020. Voice localization using nearby wall reflections. In Proceedings of the 26th Annual International Conference on Mobile Computing and Networking. 1--14.
[45]
Elahe Soltanaghaei, Avinash Kalyanaraman, and Kamin Whitehouse. 2018. Multipath triangulation: Decimeter-level wifi localization and orientation with a single unaided receiver. In Proceedings of the 16th Annual International Conference on Mobile Systems, Applications, and Services. 376--388.
[46]
Roberto Sorrentino, Elisa Sbarra, Laura Urbani, Simone Montori, Roberto Vincenti Gatti, and Luca Marcaccioli. 2012. Accurate FMCW radar-based indoor localization system. In 2012 IEEE International Conference on RFID-Technologies and Applications (RFID-TA). IEEE, 362--368.
[47]
Takafumi Taketomi, Hideaki Uchiyama, and Sei Ikeda. 2017. Visual SLAM algorithms: a survey from 2010 to 2016. IPSJ Transactions on Computer Vision and Applications 9, 1 (2017), 1--11.
[48]
Dominik Van Opdenbosch, Georg Schroth, Robert Huitl, Sebastian Hilsenbeck, Adrian Garcea, and Eckehard Steinbach. 2014. Camera-based indoor positioning using scalable streaming of compressed binary image signatures. In 2014 IEEE International Conference on Image Processing (ICIP). IEEE, 2804--2808.
[49]
Deepak Vasisht, Anubhav Jain, Chen-Yu Hsu, Zachary Kabelac, and Dina Katabi. 2018. Duet: Estimating user position and identity in smart homes using intermittent and incomplete RF-data. Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies 2, 2 (2018), 1--21.
[50]
Deepak Vasisht, Swarun Kumar, and Dina Katabi. 2016. Decimeter-level localization with a single WiFi access point. In Proceedings of the 13th USENIX Symposium on Networked Systems Design and Implementation (NSDI). 165--178.
[51]
Jue Wang, Fadel Adib, Ross Knepper, Dina Katabi, and Daniela Rus. 2013. RF-compass: Robot object manipulation using RFIDs. In Proceedings of the 19th annual international conference on Mobile computing & networking. 3--14.
[52]
Ju Wang, Hongbo Jiang, Jie Xiong, Kyle Jamieson, Xiaojiang Chen, Dingyi Fang, and Binbin Xie. 2016. LIFS: low human-effort, device-free localization with fine-grained subcarrier information. In Proceedings of the 22nd ACM Annual International Conference on Mobile Computing and Networking (MobiCom). 243--256.
[53]
Jue Wang and Dina Katabi. 2013. Dude, where's my card? RFID positioning that works with multipath and non-line of sight. In Proceedings of the ACM SIGCOMM 2013 conference on SIGCOMM. 51--62.
[54]
Wei Wang, Alex X Liu, and Ke Sun. 2016. Device-free gesture tracking using acoustic signals. In Proceedings of the 22nd Annual International Conference on Mobile Computing and Networking. 82--94.
[55]
Yanwen Wang, Jiaxing Shen, and Yuanqing Zheng. 2020. Push the Limit of Acoustic Gesture Recognition. In Proceedings of the IEEE Conference on Computer Communications (INFOCOM). 566--575.
[56]
Yu-Lin Wei, Chang-Jung Huang, Hsin-Mu Tsai, and Kate Ching-Ju Lin. 2017. Celli: Indoor positioning using polarized sweeping light beams. In Proceedings of the 15th Annual International Conference on Mobile Systems, Applications, and Services. 136--147.
[57]
Greg Welch, Gary Bishop, et al. 1995. An introduction to the Kalman filter.
[58]
Matt Wixey, Emiliano De Cristofaro, and Shane D Johnson. 2020. On the Feasibility of Acoustic Attacks Using Commodity Smart Devices. In 2020 IEEE Security and Privacy Workshops (SPW). IEEE, 88--97.
[59]
Bo Xie, Kongyang Chen, Guang Tan, Mingming Lu, Yunhuai Liu, Jie Wu, and Tian He. 2016. LIPS: A light intensity-based positioning system for indoor environments. ACM Transactions on Sensor Networks (TOSN) 12, 4 (2016), 1--27.
[60]
Jie Xiong and Kyle Jamieson. 2013. Arraytrack: A fine-grained indoor location system. In Presented as part of the 10th {USENIX} Symposium on Networked Systems Design and Implementation ({NSDI} 13). 71--84.
[61]
Jie Xiong, Karthikeyan Sundaresan, and Kyle Jamieson. 2015. Tonetrack: Leveraging frequency-agile radios for time-based indoor wireless localization. In Proceedings of the 21st ACM Annual International Conference on Mobile Computing and Networking (MobiCom). 537--549.
[62]
Jingao Xu, Hao Cao, Danyang Li, Kehong Huang, Chen Qian, Longfei Shangguan, and Zheng Yang. 2020. Edge Assisted Mobile Semantic Visual SLAM. In Proceedings of the IEEE Conference on Computer Communications (INFOCOM). 1828--1837.
[63]
Panlong Yang, Yuanhao Feng, Jie Xiong, Ziyang Chen, and Xiang-Yang Li. 2020. RF-Ear: Contactless Multi-device Vibration Sensing and Identification Using COTS RFID. In Proceedings of the IEEE Conference on Computer Communications (INFOCOM). 297--306.
[64]
Qilong Yuan and I-Ming Chen. 2014. Localization and velocity tracking of human via 3 IMU sensors. Sensors and Actuators A: Physical 212 (2014), 25--33.
[65]
Sangki Yun, Yi-Chao Chen, Huihuang Zheng, Lili Qiu, and Wenguang Mao. 2017. Strata: Fine-grained acoustic-based device-free tracking. In Proceedings of the 15th annual international conference on mobile systems, applications, and services. 15--28.
[66]
Chi Zhang and Xinyu Zhang. 2016. LiTell: Robust indoor localization using unmodified light fixtures. In Proceedings of the 22nd Annual International Conference on Mobile Computing and Networking. 230--242.
[67]
Linghan Zhang, Sheng Tan, and Jie Yang. 2017. Hearing your voice is not enough: An articulatory gesture based liveness detection for voice authentication. In Proceedings of the ACM SIGSAC Conference on Computer and Communications Security (CCS). 57--71.
[68]
Yunting Zhang, Jiliang Wang, Weiyi Wang, Zhao Wang, and Yunhao Liu. 2018. Vernier: Accurate and fast acoustic motion tracking using mobile devices. In IEEE INFOCOM 2018-IEEE Conference on Computer Communications. IEEE, 1709--1717.
[69]
Peijun Zhao, Chris Xiaoxuan Lu, Jianan Wang, Changhao Chen, Wei Wang, Niki Trigoni, and Andrew Markham. 2019. mid: Tracking and identifying people with millimeter wave radar. In 2019 15th International Conference on Distributed Computing in Sensor Systems (DCOSS). IEEE, 33--40.
[70]
Bing Zhou, Mohammed Elbadry, Ruipeng Gao, and Fan Ye. 2017. BatTracker: High precision infrastructure-free mobile device tracking in indoor environments. In Proceedings of the 15th ACM Conference on Embedded Network Sensor Systems. 1--14.
[71]
Shilin Zhu and Xinyu Zhang. 2017. Enabling high-precision visible light localization in today's buildings. In Proceedings of the 15th Annual International Conference on Mobile Systems, Applications, and Services. 96--108.

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    cover image Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies
    Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies  Volume 5, Issue 3
    Sept 2021
    1443 pages
    EISSN:2474-9567
    DOI:10.1145/3486621
    Issue’s Table of Contents
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    Publication History

    Published: 14 September 2021
    Published in IMWUT Volume 5, Issue 3

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    Author Tags

    1. Device-free
    2. Inaudible Acoustic Sensing
    3. Kalman Filter
    4. Localization

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    • (2024)FusionTrack: Towards Accurate Device-free Acoustic Motion Tracking with Signal FusionACM Transactions on Sensor Networks10.1145/365466620:3(1-30)Online publication date: 6-May-2024
    • (2024)Room-scale Location Trace Tracking via Continuous Acoustic WavesACM Transactions on Sensor Networks10.1145/364913620:3(1-23)Online publication date: 13-Apr-2024
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