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A Passive Eye-in-Hand "Camera" for Miniature Robots

Published: 24 January 2023 Publication History

Abstract

We in this paper present TiSee, an RFID-based sensing system that supports miniature robots to perform agile tasks in everyday environments. TiSee's unique capability is that it uses a single arbitrarily-deployed antenna to locate a target with sub-cm-level accuracy and identify its orientation to within few degrees. Compared with existing solutions which rely on either antenna arrays or multiple RFID readers, TiSee is cheap, compact, and applicable to miniature robots.
The idea of TiSee is to stick an RFID tag on the robot (or its gripper) and use it as a moving "antenna" to locate another tag (the target). The core of this design is a novel technique which can build a "channel" between two commercial RFID tags. Such an inter-tag channel is proved to be highly sensitive to the change in inter-tag distance and is resistant to multipath. By leveraging this channel and the mobility of the robot, we emulate an antenna array and use it for fine-grained localization and orientation estimation. Our experiments show that TiSee achieves a median accuracy of 9.5mm and 3.1° in 3D localization and orientation estimation. TiSee brings an eye-in-hand "camera" to miniature robots, supporting them to perform agile tasks in dark, cluttered, and occluded settings.

References

[1]
2022. Lewansoul LeArm. https://www.lewansoul.com. (2022).
[2]
2022. Top 5 UNREAL Micro Robots. https://www.youtube.com/watch?v=k8IsYb31He8. (2022).
[3]
2022. Vector. https://www.digitaldreamlabs.com/pages/meet-vector. (2022).
[4]
R. Alami, S. Fleury, M. Herrb, F. Ingrand, and F. Robert. 1998. Multi-robot cooperation in the martha project. IEEE Robotics Automation Magazine (1998).
[5]
P. Allen, A. Timcenko, B. Yoshimi, and P. Michelman. 1993. Automated Tracking and Grasping of A Moving Object with A Robotic Hand-Eye System. IEEE Transactions on Robotics and Automation 9, 2 (1993).
[6]
S. Azzouzi, M. Cremer, U. Dettmar, R. Kronberger, and T. Knie. 2011. New measurement results for the localization of UHF RFID transponders using an Angle of Arrival (AoA) approach. In RFID.
[7]
T. Boroushaki, J. Leng, I. Clester, A. Rodriguez, and F. Adib. 2020. Robotic Grasping of Fully-Occluded Objects using RF Perception. In ICRA.
[8]
T. Boroushaki, J. Leng, I. Clester, A. Rodriguez, and F. Adib. 2021. RFusion: Robotic Grasping via RF-Visual Sensing and Learning. In SenSys.
[9]
T. Boroushaki, I. Perper, M. Nachin, A. Rodriguez, and F. Adib. 2021. RFusion: Robotic Grasping via RF-Visual Sensing and Learning. In SenSys.
[10]
Y. Chen, S. Xu, Z. Ren, and P. Chirarattananon. 2021. Collision Resilient Insect-Scale Soft-Actuated Aerial Robots With High Agility. IEEE Transactions on Robotics (2021).
[11]
T. Dekel, S. Oron, M. Rubinstein, S. Avidan, and W. T. Freeman. 2015. Best-Buddies Similarity for Robust Template Matching. In CVPR.
[12]
P. Hu, P. Zhang, and D. Ganesan. 2015. Laissez-Faire: Fully Asymmetric Backscatter Communication. In SIGCOMM.
[13]
M. Jin, Y. He, C. Jiang, and Y. Liu. 2020. Fireworks: Channel Estimation of Parallel Backscattered Signals. In IPSN.
[14]
M. Jin, Y. He, X. Meng, Y. Zheng, D. Fang, and X. Chen. 2017. FlipTracer: Practical Parallel Decoding for Backscatter Communication. In MobiCom.
[15]
Q. Lin, L. Yang, H. Jia, C. Duan, and Y. Liu. 2017. Revisiting Reading Rate with Mobility: Rate-Adaptive Reading in COTS RFID Systems. In CoNEXT.
[16]
H. Liu, Y. Gan, J. Yang, S. Sidhom, Y. Wang, Y. Chen, and F. Ye. 2012. Push the Limit of WiFi based Localization for Smartphones. In MobiCom.
[17]
Z. Luo, Q. Zhang, Y. Ma, M. Singh, and F. Adib. 2019. 3D Backscatter Localization for Fine-Grained Robotics. In NSDI.
[18]
Y. Ma, N. Selby, and F. Adib. 2017. Minding the Billions: Ultra-wideband Localization for Deployed RFID Tags. In MobiCom.
[19]
R. Miesen, F. Kirsch, and M. Vossiek. 2011. Holographic localization of passive uhf rfid transponders. In RFID.
[20]
R. Nandakumar, K. K. Chintalapudi, and V. Padmanabhan. 2012. Centaur: Locating Devices in an Office Environment. In MobiCom.
[21]
R. Nandakumar, V. Iyer, and S. Gollakota. 2018. 3D Localization for Sub-Centimeter Sized Devices. In SenSys.
[22]
L. Ni, Y. Liu, Y. Lau, and A. Patil. 2004. Landmarc: Indoor Location Sensing Using Active RFID. Wireless networks 10, 6 (2004).
[23]
J. Ou, M. Li, and Y. Zheng. 2015. Come and Be Served: Parallel Decoding for COTS RFID Tags. In MobiCom.
[24]
S. Pradhan, E. Chai, K. Sundaresan, S. Rangarajan, and L. Qiu. 2017. Konark: A RFID based system for enhancing in-store shopping experience. In MobiSys.
[25]
S. Pradhan, S. Li, and L. Qiu. 2021. Rotation Sensing Using Passive RFID Tags. In MobiHoc.
[26]
A. Rodriguez and A. Laio. 2014. Clustering by fast search and find of density peaks. Science 344, 6191 (2014).
[27]
T. Sanpechuda and L. Kovavisaruch. 2008. A review of RFID localization: Applications and techniques. In IEEE International Conference on Electrical Engineering/Electronics, Computer, Telecommunications and Information Technology.
[28]
L. Shangguan and K. Jamieson. 2016. The Design and Implementation of a Mobile RFID Tag Sorting Robot. In MobiSys.
[29]
L. Shangguan, Z. Yang, A. Liu, Z. Zhou, and Y. Liu. 2015. Relative Localization of RFID Tags using Spatial-temporal Phase Profiling. In NSDI.
[30]
L. Shangguan, Z. Zhou, and K. Jamieson. 2017. Enabling Gesture-based Interactions with Objects. In MobiSys.
[31]
E. Soltanaghaei, A. Dongare, A. Prabhakara, S. Kumar, A. Rowe, and K. Whitehouse. 2021. TagFi: Locating Ultra-Low Power WiFi Tags Using Unmodified WiFi Infrastructure. In Ubicomp.
[32]
D. Vasisht, G. Zhang, O. Abari, H. Lu, J. Flanz, and D. Katabi. 2018. ReMix: In-body Backscatter Communication and Localization. In SIGCOMM.
[33]
J. Wang, F. Adib, R. Knepper, D. Katabi, and D. Rus. 2013. RF-Compass: Robot Object Manipulation Using RFIDs. In MobiCom.
[34]
J. Wang, L. Chang, O. Abari, and S. Keshav. 2019. Are RFID Sensing Systems Ready for the Real World?. In MobiSys.
[35]
J. Wang, C. Pan, H. Jin, V. Singh, Y. Jain, J. Hong, C. Majidi, and S. Kumar. 2020. RFID Tattoo: A Wireless Platform for Speech Recognition. In UbiComp.
[36]
J. Wang, D. Vasisht, and D. Katabi. 2014. RF-IDraw: Virtual Touch Screen in the Air Using RF Signals. In SIGCOMM.
[37]
J. Wang, J. Xiong, H. Jiang, X. Chen, and D. Fang. 2018. D-Watch: Embracing "bad" Multipaths for Device-Free Localization with COTS RFID Devices. In MobiSys.
[38]
J. Wang, J. Zhang, R. Saha, H. Jin, and S. Kumar. 2019. Pushing the Range Limits of Commercial Passive RFIDs. In NSDI.
[39]
T. Wei and X. Zhang. 2016. Gyro in the Air: Tracking 3D Orientation of Batteryless Internet-of-Things. In MobiCom.
[40]
Y. Wu, P. Wang, K. Xu, L. Feng, and C. Xu. 2020. Turboboosting Visible Light Backscater Communication. In SigComm.
[41]
B. Xie, J. Xiong, X. Chen, and D. Fang. 2020. Exploring Commodity RFID for Contactless Sub-millimeter Vibration Sensing. In SenSys.
[42]
J. Xiong and K. Jamieson. 2013. ArrayTrack: A Fine-Grained Indoor Location System. In NSDI.
[43]
C. Xu, B. Firner, R. S. Moore, Y. Zhang, W. Trappe, R. Howard, F. Zhang, and N. An. 2013. SCPL: indoor device-free multi-subject counting and localization using radio signal strength. In IPSN.
[44]
C. Xu, B. Firner, Y. Zhang, R. Howard, J. Li, and X. Lin. 2012. Improving RF-based device-free passive localization in cluttered indoor environments through probabilistic classification methods. In IPSN.
[45]
J. Xu, W. Sun, and K. Srinivasan. 2021. Embracing Collisions to Increase Fidelity of Sensing Systems with COTS Tags. In Ubicomp.
[46]
L. Yang, Y. Chen, X. Li, C. Xiao, M. Li, and Y. Liu. 2014. Tagoram: real-time tracking of mobile rfid tags to high precision using cots devices. In MobiCom.
[47]
L. Yang, Q. Lin, X. Li, T. Liu, and Y. Liu. 2015. See Through Walls with COTS RFID System!. In MobiCom.
[48]
Y.Ma, N. Selby, and F. Adib. 2017. Drone Relays for Battery-Free Networks. In SigComm.
[49]
J. Zhang, X. Liu, T. Gu, X. Tong, S. Chen, and K. Li. 2021. SILoc: A Speed Inconsistency-Immune Approach to Mobile RFID Robot Localization. In INFOCOM.
[50]
M. Zhao, Y. Tian, H. Zhao, M. Alsheikh, T. Li, R. Hristov, Z. Kabelac, D. Katabi, and A. Torralba. 2018. RF-Based 3D Skeletons. In SIGCOMM.
[51]
R. Zhao, P. Wang, Y. Ma, P. Zhang, H. H. Liu, X. Lin, X. Zhang, C. Xu, and M. Zhang. 2020. NFC+: Breaking NFC Networking Limits through Resonance Engineering. In SigComm.
[52]
Z. Zhao, J. Wang, X. Zhao, C. Peng, Q. Guo, and B. Wu. 2017. NaviLight: Indoor localization and navigation under arbitrary lights. In INFOCOM.
[53]
A. Zhou, S. Xu, S. Wang, J. Huang, S. Yang, T. Wei, X. Zhang, and H. Ma. 2019. Robot Navigation in Radio Beam Space: Leveraging Robotic Intelligence for Seamless mmWave Network Coverage. In MobiHoc.
[54]
J. Zhou and J. Shi. 2009. RFID localization algorithms and applications - a review. Springer Journal of intelligent manufacturing 20, 6 (2009).
[55]
J. Zhou, H. Zhang, and L. Mo. 2011. Two-dimension localization of passive RFID tags using AOA estimation. In I2MTC.

Cited By

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  • (2024)Fine-Grained UHF RFID Localization for RoboticsIEEE/ACM Transactions on Networking10.1109/TNET.2024.345769632:6(5247-5262)Online publication date: Dec-2024
  • (2024)Graph Based RFID Grouping for Fast and Robust Inventory TrackingIEEE Transactions on Mobile Computing10.1109/TMC.2024.343943023:12(14201-14217)Online publication date: Dec-2024
  • (2023)Fast, Fine-grained, and Robust Grouping of RFIDsProceedings of the 29th Annual International Conference on Mobile Computing and Networking10.1145/3570361.3592510(1-14)Online publication date: 2-Oct-2023
  • Show More Cited By

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cover image ACM Conferences
SenSys '22: Proceedings of the 20th ACM Conference on Embedded Networked Sensor Systems
November 2022
1280 pages
ISBN:9781450398862
DOI:10.1145/3560905
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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Publication History

Published: 24 January 2023

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Author Tags

  1. RFID
  2. robotics
  3. wireless sensing

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  • Research-article

Funding Sources

  • National Natural Science Fund of China
  • National Key R&D Program of China

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SenSys '22 Paper Acceptance Rate 52 of 187 submissions, 28%;
Overall Acceptance Rate 174 of 867 submissions, 20%

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Cited By

View all
  • (2024)Fine-Grained UHF RFID Localization for RoboticsIEEE/ACM Transactions on Networking10.1109/TNET.2024.345769632:6(5247-5262)Online publication date: Dec-2024
  • (2024)Graph Based RFID Grouping for Fast and Robust Inventory TrackingIEEE Transactions on Mobile Computing10.1109/TMC.2024.343943023:12(14201-14217)Online publication date: Dec-2024
  • (2023)Fast, Fine-grained, and Robust Grouping of RFIDsProceedings of the 29th Annual International Conference on Mobile Computing and Networking10.1145/3570361.3592510(1-14)Online publication date: 2-Oct-2023
  • (2023)mmHawkeye: Passive UAV Detection with a COTS mmWave Radar2023 20th Annual IEEE International Conference on Sensing, Communication, and Networking (SECON)10.1109/SECON58729.2023.10287526(267-275)Online publication date: 11-Sep-2023
  • (2023)Poster: Empower Smart Agriculture with RFID Reference Infrastructure2023 20th Annual IEEE International Conference on Sensing, Communication, and Networking (SECON)10.1109/SECON58729.2023.10287453(72-73)Online publication date: 11-Sep-2023

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