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Signal Processing for Backscatter Communications in Distributed MIMO
Linköping University, Department of Electrical Engineering, Communication Systems. Linköping University, Faculty of Science & Engineering.
2026 (English)Doctoral thesis, comprehensive summary (Other academic)
Abstract [en]

Passive Internet-of-Things (IoT), a paradigm based on battery-free devices,is a promising technology for realizing large-scale and sustainable wireless connectivity. A key enabler of passive IoT is backscatter communication (BC),which allows devices to communicate without generating their own RF signals. Instead, passive devices convey information by modulating and reflecting incident RF signals. However, the practical deployment of BC systems is fundamentally limited by the severe double path-loss of the backscatter channel and strong direct link interference (DLI) from the carrier emitter(CE) to the reader. These effects lead to extremely weak backscattered signals and impose stringent requirements on receiver hardware, including high-resolution analog-to-digital converters.

This thesis addresses these challenges by leveraging distributed multipleinput multiple-output (MIMO) techniques together with advanced beamforming and detection methods. First, focusing on bistatic BC with two access points, we propose: (i) a novel transmission scheme with a channel estimation protocol; (ii) a transmit beamforming design that suppresses DLI between the CE and the reader; and (iii) a generalized log-likelihood ratio test based detector. The proposed framework significantly reduces the dynamic range requirements at the reader and improves detection performance compared to conventional schemes without interference cancellation.

Extending this setup, the thesis considers BC in distributed MIMO systems, where multiple access points can be flexibly assigned as CEs or readers. In this context, we develop: (i) a joint beamforming and access point role selection framework to illuminate backscatter device and cancel DLI; (ii) a channel estimation method tailored for operation under strong DLI; and (iii) a theoretical analysis including a closed-form expression for the probability of error and a model for quantization noise induced by DLI. The results show that efficient interference management enables reliable operation even with low-resolution analog-to-digital-converters.

Furthermore, we investigate the coexistence of BC with conventional user communications in distributed MIMO systems. Specifically, we propose: (i)a joint optimization framework that maximizes the user performance while satisfying backscatter constraints; and (ii) robust beamforming designs based on the S-procedure to account for imperfect channel knowledge.

In addition, we analyze a practical hardware impairment in distributed MIMO BC systems. In particular, we study: (i) the impact of reciprocity calibration errors on coherent beamforming gain and DLI suppression; and(ii) robust design strategies to mitigate performance degradation under calibration uncertainties.

The theoretical contributions are complemented by experimental validation using a large-scale distributed antenna system, demonstrating substantial gains in interference suppression and signal-to-interference ratio.

Finally, the thesis investigates broad-beam design for multiple antenna systems. In particular, we study the performance of dual-polarized phase-only beamforming for achieving efficient wide-area coverage under both line-ofsight and non-line-of-sight channel conditions. The results provide insights into the use of multiple antenna systems for functionalities such as initial access.

Overall, this thesis provides a comprehensive framework for the design and analysis of BC systems in next-generation wireless networks. By integrating advanced beamforming, detection, signal processing techniques, and AP role selection, it significantly enhances the reliability, scalability, and practical feasibility of passive IoT deployments.

Place, publisher, year, edition, pages
Linköping: Linköping University Electronic Press, 2026. , p. 43
Series
Linköping Studies in Science and Technology. Dissertations, ISSN 0345-7524 ; 2539
National Category
Communication Systems
Identifiers
URN: urn:nbn:se:liu:diva-226804DOI: 10.3384/9789181186437ISBN: 9789181186420 (print)ISBN: 9789181186437 (electronic)OAI: oai:DiVA.org:liu-226804DiVA, id: diva2:2093391
Public defence
2026-09-18, Ada Lovelace, B-huset, Campus Valla, Linköping, 09:00 (English)
Opponent
Supervisors
Available from: 2026-08-19 Created: 2026-08-19 Last updated: 2026-08-31Bibliographically approved
List of papers
1. Direct Link Interference Suppression for Bistatic Backscatter Communication in Distributed MIMO
Open this publication in new window or tab >>Direct Link Interference Suppression for Bistatic Backscatter Communication in Distributed MIMO
2024 (English)In: IEEE Transactions on Wireless Communications, ISSN 1536-1276, E-ISSN 1558-2248, Vol. 23, no 2, p. 1024-1036Article in journal (Refereed) Published
Abstract [en]

Backscatter communication (BC) is a promising technique for future Internet-of-Things (IoT) owing to its low complexity, low cost, and potential for energy-efficient operation in sensor networks. There are several network infrastructure setups that can be used for BC with IoT nodes. One of them is the bistatic setup where typically there is a need for high dynamic range and high-resolution analog-to-digital converters at the reader. In this paper, we investigate a bistatic BC setup with multiple antennas. We propose a novel transmission scheme, which includes a protocol for channel estimation at the carrier emitter (CE) as well as a transmit beamformer construction that suppresses the direct link interference between the two ends of a bistatic link (namely CE and reader), and increases the detection performance of the backscatter device (BD) symbol. Further, we derive a generalized log-likelihood ratio test (GLRT) to detect the symbol/presence of the BD. We also provide an iterative algorithm to estimate the unknown parameters in the GLRT. Finally, simulation results show that the required dynamic range of the system is significantly decreased, and the detection performance of the BD symbol is increased, by the proposed algorithm compared to a system not using beamforming at the CE.

Place, publisher, year, edition, pages
IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC, 2024
Keywords
Bistatic backscatter communication; dynamic range; interference suppression; Internet of Things (IoT); multiple-input multiple-output (MIMO)
National Category
Communication Systems
Identifiers
urn:nbn:se:liu:diva-202537 (URN)10.1109/TWC.2023.3285250 (DOI)001177342200013 ()
Note

Funding Agencies|REINDEER Project of the European Union's Horizon 2020 Research and Innovation Program

Available from: 2024-04-16 Created: 2024-04-16 Last updated: 2026-08-19
2. Access Point Selection for Bistatic Backscatter Communication in Cell-Free MIMO
Open this publication in new window or tab >>Access Point Selection for Bistatic Backscatter Communication in Cell-Free MIMO
2024 (English)In: ICC 2024 - IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS, IEEE , 2024, p. 3214-3219Conference paper, Published paper (Refereed)
Abstract [en]

Backscatter communication (BC) has emerged as a key technology to satisfy the increasing need for low-cost and green Internet-of-Things (IoT) connectivity, especially in large-scale deployments. Unlike the monostatic BC (MoBC), the bistatic BC (BiBC) has the possibility to decrease the round-trip path loss by having the carrier emitter (CE) and the reader in different locations. Therefore, this work investigates the BiBC in the context of cell-free multiple-input multiple-output (MIMO) networks by exploring the optimal selection of CE and reader among all access points, leveraging prior knowledge about the area where the backscatter device (BD) is located. First, a maximum a posteriori probability (MAP) detector to decode the BD information bits is derived. Then, the exact probability of error for this detector is obtained. In addition, an algorithm to select the best CE-reader pair for serving the specified area is proposed. Finally, simulation results show that the error performance of the BC is improved by the proposed algorithm compared to the benchmark scenario.

Place, publisher, year, edition, pages
IEEE, 2024
Series
IEEE International Conference on Communications, ISSN 1550-3607, E-ISSN 1938-1883
Keywords
Bistatic backscatter communication; cell-free multiple-input multiple-output; internet of things
National Category
Telecommunications
Identifiers
urn:nbn:se:liu:diva-212056 (URN)10.1109/ICC51166.2024.10623007 (DOI)001300022503056 ()2-s2.0-85201382247 (Scopus ID)9781728190549 (ISBN)9781728190556 (ISBN)
Conference
59th Annual IEEE International Conference on Communications (IEEE ICC), Denver, CO, jun 09-13, 2024
Note

Funding Agencies|REINDEER project of the European Union's Horizon 2020 research and innovation program [101013425]; ELLIIT; KAW foundation

Available from: 2025-03-05 Created: 2025-03-05 Last updated: 2026-08-19
3. Joint Access Point Selection and Beamforming Design for Bistatic Backscatter Communication
Open this publication in new window or tab >>Joint Access Point Selection and Beamforming Design for Bistatic Backscatter Communication
2026 (English)In: IEEE Transactions on Wireless Communications, ISSN 1536-1276, E-ISSN 1558-2248, Vol. 25, p. 10935-10952Article in journal (Refereed) Published
Abstract [en]

Future Internet-of-Things networks are envisioned to use small and cheap sensor nodes with extremely low power consumption to avoid the extensive use of batteries. To provide connectivity to a massive number of these nodes, backscatter communication (BC) is emerging as an energy- and cost-efficient technology exploiting the reflection of radio frequency signals. However, challenges such as round-trip path loss and direct link interference (DLI) between the carrier emitter and the reader limit its performance. To tackle these limitations, this paper proposes a joint access point role selection and a novel beamforming technique for bistatic BC in a distributed multiple-input multiple-output setup. The proposed approach boosts the received backscattered energy while effectively mitigating DLI, thereby reducing the error probability. We also propose a channel estimation method tailored to operate under DLI conditions and propose a mismatch detector using estimated channel coefficients. Furthermore, we derive a closed-form expression for the probability of error for the detectors and model the quantization noise caused by DLI. Finally, comprehensive simulation results show that the proposed method with 1-bit analog-to-digital converters (ADCs) effectively mitigates DLI, reduces the quantization noise, and enhances backscattered signal energy, achieving performance comparable to the benchmark scenario with 8-bit ADCs.

Place, publisher, year, edition, pages
IEEE, 2026
Keywords
Channel estimation; Array signal processing; Vectors; Quantization (signal); Backscatter; Antennas; Internet of Things; Interference cancellation; RF signals; Detectors; Access point selection; bistatic backscatter communication; beamforming; direct link interference
National Category
Telecommunications
Identifiers
urn:nbn:se:liu:diva-221988 (URN)10.1109/TWC.2025.3644332 (DOI)001692097200005 ()2-s2.0-105025685631 (Scopus ID)
Note

Funding Agencies|REINDEER Project of the European Union [101013425]; Excellence Center at Linkoping-Lund in Information Technology (ELLIIT); Knut and Alice Wallenberg (KAW) Foundation

Available from: 2026-03-19 Created: 2026-03-19 Last updated: 2026-08-19
4. Analysis of Broad Beam Beamforming for Collocated and Distributed MIMO
Open this publication in new window or tab >>Analysis of Broad Beam Beamforming for Collocated and Distributed MIMO
2025 (English)In: GLOBECOM 2025 - 2025 IEEE Global Communications Conference, Institute of Electrical and Electronics Engineers (IEEE) , 2025, p. 612-617Conference paper, Published paper (Refereed)
Abstract [en]

Broad beam beamforming (BF) design in multiple-input multiple-output (MIMO) can be convenient for initial access, synchronization, and sensing capabilities in cellular networks by avoiding overheads of sweeping methods while making efficient use of resources. Phase-only BF is key for maximizing power efficiency across antennas. A successful method to produce broad beams is the phase-only dual-polarization BF (DPBF). However, its efficiency has not been proved in non-line-of-sight (NLoS). Therefore, this paper contributes by evaluating DPBF in collocated and distributed MIMO configurations under both line-of-sight (LoS) and NLoS channel conditions. We model the reflection coefficients for different materials in NLoS conditions and propose the use of orthogonal space-time block code to improve the coverage compared to the DPBF in collocated MIMO (C-MIMO). We further propose a DPBF method for distributed MIMO and show that it achieves better coverage than C-MIMO with DPBF.

Place, publisher, year, edition, pages
Institute of Electrical and Electronics Engineers (IEEE), 2025
Series
IEEE Global Telecommunications Conference (Globecom), ISSN 1930-529X, E-ISSN 2576-6813
National Category
Communication Systems
Identifiers
urn:nbn:se:liu:diva-226805 (URN)10.1109/globecom59602.2025.11432440 (DOI)001788453700102 ()2-s2.0-105036316366 (Scopus ID)9798331577810 (ISBN)9798331577827 (ISBN)
Conference
GLOBECOM 2025, Taipei, TAIWAN, DEC 08-12, 2025
Available from: 2026-08-18 Created: 2026-08-18 Last updated: 2026-09-02

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Kaplan, Ahmet

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12345674 of 16
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Citation style
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