Multi-Antenna Ambient Backscatter Communications: Performance Optimization and Analysis

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Journal Title
Journal ISSN
Volume Title
School of Electrical Engineering | Doctoral thesis (article-based) | Defence date: 2023-09-08
Date
2023
Major/Subject
Mcode
Degree programme
Language
en
Pages
98 + app. 77
Series
Aalto University publication series DOCTORAL THESES, 117/2023
Abstract
Amid the evolution of Internet-of-things (IoT), connecting the ever-increased number of devices requires sustainable solutions. Ambient backscatter communications (AmBC) emerges as a promising enabler because of its ultra-low power consumption and maximized spectrum efficiency. Wider deployment of AmBC is confronted with the need to increase the communication range and achievable data rate of a backscatter device (BD). These two system performance indicators are limited by the poor bit error rate (BER) performance of demodulating the BD signal due to its extremely low signal-to-noise ratio (SNR). In this thesis, AmBC receiver design and BD signaling matrix design are investigated to improve the AmBC system performance. Their implementation details are discussed to improve their practicality and generality. The results suggest that the proposed designs minimize BER compared to the state-of-the-art works, and thus foster a diversity of use cases. The research in the thesis exploits multiple antennas to improve the SNR of the BD signal. A machine learning (ML)-assisted coherent receiver that obtains an SNR gain is proposed. The ML classification is used to estimate and compensate for the phase offset caused by the excess path length of the backscatter path channel compared to the direct path channel. In contrast, the proposed optimum receiver considers the composite channel of the two paths. As the phase offset is included in the composite channel, the non-coherent optimum receiver achieves the same BER performance as the coherent receiver. The derived receivers generalize to different AmBC deployments regardless of the types of BD modulation and ambient signals, and thus need not be tailored to specific system setups. Their performance analyses both suggest that BD placement close to the ambient source or AmBC receiver but away from the line segment between them yields a better BER performance. Furthermore, optimizing the reflection coefficients on a multi-antenna BD, termed a BD signaling matrix, maximizes backscatter signal strength. This is a particularly attractive solution in scenarios with multiple ambient sources. The practicality of the presented designs is elaborated in depth and evaluated through experimentation. Methods for estimating the parameters of the AmBC receivers and the BD signaling matrix are proposed. Solutions are provided for mitigating the dynamic range issue of analog-to-digital converters when the receivers are implemented in the digital domain. The proposed multi-antenna AmBC receivers are verified to outperform the receivers in the literature through measurements from a prototyped AmBC system. A processing method is proposed to guarantee a successful implementation. Therefore, the thesis is composed of both theoretical derivation and practical demonstration of the designs that improve AmBC system performance.
Description
Supervising professor
Jäntti, Riku, Prof., Aalto University, Department of Information and Communications Engineering, Finland
Thesis advisor
Yiğitler, Hüseyin, Dr., Aalto University, Department of Information and Communications Engineering, Finland
Keywords
ambient backscatter communications, receiver design, performance analysis, reflection coefficients, multi-antennas, RF measurement
Other note
Parts
  • [Publication 1]: Ruifeng Duan, Xiyu Wang, Hüseyin Yi˘gitler, Muhammad Sheikh, Riku Jäntti, and Zhu Han. Ambient Backscatter Communication for Future Ultra-Low-Power Machine Type Communications: Challenges, Solutions, Opportunities, and Future Research Trends. IEEE Communications Magazine, vol. 58, no. 2, pp. 42-47, February 2020.
    Full text in Acris/Aaltodoc: http://urn.fi/URN:NBN:fi:aalto-202308014512
    DOI: 10.1109/MCOM.001.1900464 View at publisher
  • [Publication 2]: Xiyu Wang, Ruifeng Duan, Hüseyin Yi˘gitler, Estifanos Yohannes Menta, and Riku Jäntti. Machine Learning-Assisted Detection for BPSK-Modulated Ambient Backscatter Communication Systems. In IEEE Global Communications Conference (GLOBECOM), pp. 1-6,Hawaii, USA, 2019.
    Full text in Acris/Aaltodoc: http://urn.fi/URN:NBN:fi:aalto-202306053553
    DOI: 10.1109/GLOBECOM38437.2019.9013284 View at publisher
  • [Publication 3]: Xiyu Wang, Hüseyin Yi˘gitler, Ruifeng Duan, Estifanos Yohannes Menta, and Riku Jäntti. Coherent Multiantenna Receiver for BPSKModulated Ambient Backscatter Tags. IEEE Internet of Things Journal, vol. 9, no. 2, pp. 1197-1211, January 2022.
    Full text in Acris/Aaltodoc: http://urn.fi/URN:NBN:fi:aalto-202106027136
    DOI: 10.1109/JIOT.2021.3079333 View at publisher
  • [Publication 4]: Xiyu Wang, Hüseyin Yi˘gitler, and Riku Jäntti. A Simplified Multi-Antenna Receiver for General Binary-Modulated Ambient Backscatter Signal. In IEEE Global Communications Conference (GLOBECOM), pp. 1-6, Madrid, Spain, 2021.
    Full text in Acris/Aaltodoc: http://urn.fi/URN:NBN:fi:aalto-202202232017
    DOI: 10.1109/GLOBECOM46510.2021.9685353 View at publisher
  • [Publication 5]: Hüseyin Yi˘gitler, Xiyu Wang, and Riku Jäntti. Optimum Multiantenna Ambient Backscatter Receiver for Binary-Modulated Tag Signals. IEEE Transactions on Wireless Communications, vol. 22, no. 2, pp. 808-823, February 2023.
    Full text in Acris/Aaltodoc: http://urn.fi/URN:NBN:fi:aalto-202303152435
    DOI: 10.1109/TWC.2022.3198514 View at publisher
  • [Publication 6]: Xiyu Wang, Hüseyin Yi˘gitler, and Riku Jäntti. Gaining from Multiple Ambient Sources: Signaling Matrix for Multi-Antenna Backscatter Devices. IEEE Wireless Communications Letters, vol. 12, no. 3, pp. 491-495, March 2023.
    DOI: http://urn.fi/URN:NBN:fi:aalto-202305032913 View at publisher
  • [Publication 7]: Xiyu Wang, Hüseyin Yi˘gitler, Bing-Qing Zhao, Jingyi Liao, Norshaida Saba, Nicolas Malm, and Riku Jäntti. Implementation of Low-cost Multi-antenna AmBC Receivers. In IEEE Vehicular Technology Conference Spring (VTC-Spring), pp. 1-6, Florence, Italy 2023.
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