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Towards Quantum Computing for Location Tracking and Spatial Systems

Published: 04 November 2021 Publication History

Abstract

Quantum computing provides a new way for approaching problem solving, enabling efficient solutions for problems that are hard on classical computers. With researchers around the world showing quantum supremacy and the availability of cloud-based quantum computers, quantum computing is becoming a reality. In this paper, we explore the different directions of the use of quantum computing for location tracking and spatial systems. Specifically, we show an example for the expected gain of using quantum computing for localization by providing an efficient quantum algorithm for RF fingerprinting localization. The proposed quantum algorithm has a complexity that is exponentially better than its classical algorithm version, both in space and running time. We further discuss both software and hardware research challenges and opportunities that researchers can build on to explore this exciting new domain.

References

[1]
Heba Abdelnasser, Reham Mohamed, Ahmed Elgohary, Moustafa Farid Alzantot, He Wang, Souvik Sen, Romit Roy Choudhury, and Moustafa Youssef. 2015. SemanticSLAM: Using environment landmarks for unsupervised indoor localization. IEEE Transactions on Mobile Computing 15, 7 (2015), 1770--1782.
[2]
Heba Aly, Anas Basalamah, and Moustafa Youssef. 2015. LaneQuest: An accurate and energy-efficient lane detection system. In 2015 IEEE International Conference on Pervasive Computing and Communications (PerCom). IEEE.
[3]
Heba Aly and Moustafa Youssef. 2013. Dejavu: An Accurate Energy-Efficient Outdoor Localization System (SIGSPATIAL'13). Association for Computing Machinery, New York, NY, USA, 154--163. https://doi.org/10.1145/2525314.2525338
[4]
Heba Aly and Moustafa Youssef. 2013. New insights into wifi-based device-free localization. In Proceedings of the 2013 ACM conference on Pervasive and ubiquitous computing adjunct publication. 541--548.
[5]
Heba Aly and Moustafa Youssef. 2015. semMatch: Road semantics-based accurate map matching for challenging positioning data. In Proceedings of the 23rd SIGSPATIAL International Conference on Advances in Geographic Information Systems. 1--10.
[6]
Paramvir Bahl and Venkata N Padmanabhan. 2000. RADAR: An in-building RF-based user Location and Tracking System. In Proceedings IEEE INFOCOM 2000., Vol. 2. 775--784.
[7]
Ionut Constandache, Romit Roy Choudhury, and Injong Rhee. 2010. Towards Mobile Phone Localization without War-Driving. In Proceedings of the 29th Conference on Information Communications (INFOCOM'10). IEEE Press, 2321--2329.
[8]
Arute Frank et al. 2019. Quantum Supremacy using a Programmable Superconducting Processor. Nature 574, 7779 (01 Oct 2019), 505--510.
[9]
Andrew Mark Edmonds et al. 2021. Characterisation of CVD Diamond with High Concentrations of Nitrogen for Magnetic-field Sensing Applications. Materials for Quantum Technology (2021).
[10]
IBM Quantum Experience. 2021. IBM Quantum Systems Overview. (2021). https://quantum-computing.ibm.com/docs/manage/backends/
[11]
Elizabeth Gibney. 2020. Quantum Computer Race Intensifies as alternative Technology Gains Steam. (2020), 342--343.
[12]
Lov K. Grover. 1996. A Fast Quantum Mechanical Algorithm for Database Search. In Proceedings of the Twenty-Eighth Annual ACM Symposium on the Theory of Computing. ACM, 212--219.
[13]
Chen Gu, Ahmed Shokry, and Moustafa Youssef. 2021. The Effect of Ground Truth Accuracy on the Evaluation of Localization Systems. (2021).
[14]
Jay Hendricks. 2018. Quantum for Pressure. 14(2018).
[15]
Petar Jurcevic and et al. 2020. Demonstration of Quantum volume 64 on a Superconducting Quantum Computing System. (2020). arXiv:quantph/2008.08571
[16]
Dong Ma, Guohao Lan, Mahbub Hassan, Wen Hu, Mushfika Baishakhi Upama Ashraf Uddin, and Moustafa Youssef. 2018. Gesture Recognition with Transparent Solar Cells: A Feasibility Study (WiNTECH'18). 10.
[17]
Dong Ma, Guohao Lan, Mahbub Hassan, Wen Hu, Mushfika B. Upama, Ashraf Uddin, and Moustafa Youssef. 2019. SolarGest: Ubiquitous and Battery-Free Gesture Recognition Using Solar Cells. In The 25th Annual International Conference on Mobile Computing and Networking (MobiCom '19). https://doi.org/10.1145/3300061.3300129
[18]
Nesma Mohssen, Rana Momtaz, Heba Aly, and Moustafa Youssef. 2014. It's the human that matters: Accurate user orientation estimation for mobile computing applications. (2014).
[19]
Michael A. Nielsen and Isaac L. Chuang. 2011. Quantum Computation and Quantum Information (10th ed.). Cambridge University Press, USA.
[20]
C. C. et al. Nshii. 2013. A Surface-Patterned Chip as a Strong Source of Ultracold Atoms for Quantum Technologies. Nature Nanotechnology 8, 5 (01 May 2013).
[21]
Andrew Ofstad, Emmett Nicholas, Rick Szcodronski, and Romit Roy Choudhury. 2008. AAMPL: Accelerometer Augmented Mobile Phone Localization (MELT '08). Association for Computing Machinery, New York, NY, USA, 13--18. https://doi.org/10.1145/1410012.1410016
[22]
Hamada Rizk, Marwan Torki, and Moustafa Youssef. 2018. CellinDeep: Robust and accurate cellular-based indoor localization via deep learning. IEEE Sensors Journal 19, 6 (2018), 2305--2312.
[23]
Maria Schuld and Francesco Petruccione. 2018. Supervised learning with quantum computers. Vol. 17. Springer.
[24]
Maria Schuld, Ilya Sinayskiy, and Francesco Petruccione. 2015. An introduction to quantum machine learning. Contemporary Physics 56, 2 (2015), 172--185.
[25]
Ahmed Shokry, Moustafa Elhamshary, and Moustafa Youssef. 2017. The tale of two localization technologies: Enabling accurate low-overhead WiFi-based localization for low-end phones. In Proceedings of the 25th ACM SIGSPATIAL.
[26]
Ahmed Shokry, Mostafa Mahmoud Elhamshary, and Moustafa Youssef. 2020. DynamicSLAM: Leveraging human anchors for ubiquitous low-overhead indoor localization. IEEE Transactions on Mobile Computing (2020).
[27]
Ahmed Shokry, Marwan Torki, and Moustafa Youssef. 2018. DeepLoc: a Ubiquitous Accurate and Low-overhead Outdoor Cellular Localization System. In Proceedings of the 26th ACM SIGSPATIAL.
[28]
Ahmed Shokry and Moustafa Youssef. 2021. Challenge: Quantum Computing for Location Determination. arXiv preprint arXiv:2106.11751 (2021).
[29]
Peter W. Shor. 1997. Polynomial-Time Algorithms for Prime Factorization and Discrete Logarithms on a Quantum Computer. SIAM J. Comput. 26, 5 (Oct. 1997), 1484--1509. https://doi.org/10.1137/S0097539795293172
[30]
Jimmy Stammers. 2019. An Atom Interferometer for Measuring Horizontal Accelerations. (2019).
[31]
Umesh V. Vazirani. 2002. "A Survey of Quantum Complexity theory. Proceedings of Symposia in Applied Mathematics (2002).
[32]
He Wang and et al. 2012. No Need to War-Drive: Unsupervised Indoor Localization. In Proceedings of the 10th International Conference on Mobile Systems, Applications, and Services (MobiSys '12).
[33]
Yi Xia, Wei Li, William Clark, Darlene Hart, Quntao Zhuang, and Zheshen Zhang. 2020. Demonstration of a Reconfigurable Entangled Radio-Frequency Photonic Sensor Network. Phys. Rev. Lett. 124 (Apr 2020), 150502. Issue 15.
[34]
Moustafa Youssef and Ashok Agrawala. 2005. The Horus WLAN Location Determination System. In Proceedings of the 3rd international conference on Mobile systems, applications, and services. 205--218.
[35]
Moustafa Youssef and Mahbub Hassan. 2019. Next Generation IoT: Toward Ubiquitous Autonomous Cost-Efficient IoT Devices. IEEE Pervasive Computing 18, 4 (2019), 8--11. https://doi.org/10.1109/MPRV.2019.2947974
[36]
Moustafa Youssef, Matthew Mah, and Ashok Agrawala. 2007. Challenges: Device-Free Passive Localization for Wireless Environments. In Proceedings of the 13th Annual ACM International Conference on Mobile Computing and Networking (MobiCom '07). 222--229.

Cited By

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  • (2024)Trustworthy Localization in IoT Networks: A Survey of Localization Techniques, Threats, and MitigationSensors10.3390/s2407221424:7(2214)Online publication date: 29-Mar-2024
  • (2024)A Quantum Access Points Selection Algorithm for Large-Scale Localization2024 IEEE 49th Conference on Local Computer Networks (LCN)10.1109/LCN60385.2024.10639748(1-7)Online publication date: 8-Oct-2024
  • (2023)Laser Range Scanners for Enabling Zero-overhead WiFi-based Indoor Localization SystemACM Transactions on Spatial Algorithms and Systems10.1145/35396599:1(1-25)Online publication date: 12-Jan-2023
  • Show More Cited By

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      cover image ACM Conferences
      SIGSPATIAL '21: Proceedings of the 29th International Conference on Advances in Geographic Information Systems
      November 2021
      700 pages
      ISBN:9781450386647
      DOI:10.1145/3474717
      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: 04 November 2021

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      Author Tags

      1. localization
      2. next generation location tracking
      3. quantum computing
      4. quantum spatial algorithms and systems

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      Cited By

      View all
      • (2024)Trustworthy Localization in IoT Networks: A Survey of Localization Techniques, Threats, and MitigationSensors10.3390/s2407221424:7(2214)Online publication date: 29-Mar-2024
      • (2024)A Quantum Access Points Selection Algorithm for Large-Scale Localization2024 IEEE 49th Conference on Local Computer Networks (LCN)10.1109/LCN60385.2024.10639748(1-7)Online publication date: 8-Oct-2024
      • (2023)Laser Range Scanners for Enabling Zero-overhead WiFi-based Indoor Localization SystemACM Transactions on Spatial Algorithms and Systems10.1145/35396599:1(1-25)Online publication date: 12-Jan-2023
      • (2023)QRadar: A Deployable Quantum Euclidean Similarity Large-scale Localization System2023 IEEE 48th Conference on Local Computer Networks (LCN)10.1109/LCN58197.2023.10223339(1-8)Online publication date: 2-Oct-2023
      • (2023)A Quantum Fingerprinting Algorithm for Next Generation Cellular PositioningIEEE Journal on Selected Areas in Communications10.1109/JSAC.2023.332276342:1(93-102)Online publication date: 9-Oct-2023
      • (2022)QLoc: A Realistic Quantum Fingerprint-based Algorithm for Large Scale Localization2022 IEEE International Conference on Quantum Computing and Engineering (QCE)10.1109/QCE53715.2022.00043(238-246)Online publication date: Sep-2022
      • (2022)A Quantum Algorithm for RF-based Fingerprinting Localization Systems2022 IEEE 47th Conference on Local Computer Networks (LCN)10.1109/LCN53696.2022.9843246(18-25)Online publication date: 26-Sep-2022
      • (2022)Cross-Subject Activity Detection for COVID-19 Infection Avoidance Based on Automatically Annotated IMU DataIEEE Sensors Journal10.1109/JSEN.2022.317629122:13(13125-13135)Online publication date: 1-Jul-2022

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