Matias Turunen’s research while affiliated with Tampere University and other places

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Publications (56)


Fig. 2. Block diagram of the proposed nonlinear KIC method.
Fig. 7. Estimated SINRs without KIC (ˆ γe), with linear KIC (ˆ γ l r ), and with nonlinear KIC (ˆ γ nl r ) including the measured 10% and extrapolated 10 −4 BER thresholds with regards to the received NBWF and KI signal levels.
Fig. 13. Modeled functional tactical communication area (BER ≤ 10 −4 ) under high-power cooperative jamming depending on the receiver capabilities (i.e., without or with KIC).
High-Power Cooperative Jamming With Nonlinear Known-Interference Cancellation
  • Article
  • Full-text available

January 2025

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21 Reads

IEEE Transactions on Aerospace and Electronic Systems

Karel Pärlin

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Matias Turunen

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Aaron Byman

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[...]

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Taneli Riihonen

This article proposes a nonlinear known-interference cancellation (KIC) algorithm that allows a receiver to suppress the interference from a high-power cooperative jammer given that the transmitted interference is known in advance to the receiver. The proposed algorithm achieves this by estimating and compensating for the nonlinear power amplifier (PA) distortions, wireless channel effects, and frequency offsets that alter the transmitted interference as it propagates to the receiver. Measurements with commercial off-the-shelf radio platforms in both laboratory and outdoor conditions are presented. Their results demonstrate that the proposed method is able to cancel known interference (KI) with moderate residuals for a wide range of received signal-to-interference-plus-noise ratios (SINRs). This facilitates processing a signal of interest that is otherwise masked by the interference signal.

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Fig. 2. Block diagram of the proposed 2-D LUT-based system.
Fig. 3. 3.5 GHz RF measurement setup with the relevant parts highlighted.
Gradient-Adaptive 2-D LUT Method for 6G Flexible-Duplex

November 2024

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21 Reads

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1 Citation

IEEE Microwave and Wireless Technology Letters

In this letter, we propose a novel self-interference (SI) cancellation solution for asymmetric in-band full-duplex (IBFD) systems, where the downlink (DL) signals are noncontiguously aggregated within the available band. The method builds on a Hammerstein model with parallel spline-interpolated 2-D lookup tables (LUTs), together with efficient gradient-descent parameter learning rules. The provided RF measurement results harnessing a GaN Doherty power amplifier (PA) at 3.5 GHz demonstrate digital SI cancellation levels up to 35 dB, with substantially reduced processing complexity compared with the reference polynomial model. These methods and results pave the way toward enhanced duplexing capabilities and flexibility in the emerging 6G era.



Millimeter-Wave Radio SLAM: End-to-End Processing Methods and Experimental Validation

September 2024

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83 Reads

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17 Citations

IEEE Journal on Selected Areas in Communications

In this article, we address the timely topic of cellular bistatic simultaneous localization and mapping (SLAM) with specific focus on end-to-end processing solutions, from raw I/Q samples, via channel parameter estimation to user equipment (UE) and landmark location information in millimeter-wave (mmWave) networks, with minimal prior knowledge. Firstly, we propose a new multipath channel parameter estimation solution that operates directly with beam reference signal received power (BRSRP) measurements, alleviating the need to know the true antenna beam-patterns or the underlying beamforming weights. Additionally, the method has built-in robustness against unavoidable antenna sidelobes. Secondly, we propose new snapshot SLAM algorithms that have increased robustness and identifiability compared to prior art, in practical built environments with complex clutter and multi-bounce propagation scenarios, and do not rely on any a priori motion model. The performance of the proposed methods is assessed at the 60GHz mmWave band, via both realistic ray-tracing evaluations as well as true experimental measurements, in an indoor environment. A wide set of offered results demonstrate the improved performance, compared to the relevant prior art, in terms of the channel parameter estimation as well as the end-to-end SLAM performance. Finally, the article provides the measured 60GHz data openly available for the research community, facilitating results reproducibility as well as further algorithm development.




Fig. 4. Modified RRU with a deep cell structure, and external phase normalization to the interpreted I, Q, and envelope cell states.
Fig. 8. Forward modeling accuracy with varied model complexity in terms of parameter count using PA 2.
Fig. 9. Forward modeling accuracy with varied signal bandwidth using PA 2.
Augmented Phase-Normalized Recurrent Neural Network for RF Power Amplifier Linearization

January 2024

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29 Reads

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1 Citation

IEEE Transactions on Microwave Theory and Techniques

In this article, we present a highly accurate recurrent neural network (RNN) for behavioral modeling and digital predistortion (DPD) of radio frequency (RF) power amplifiers (PAs). We describe a deep, residual recurrent unit (RRU) that minimizes the overhead of the recurrent operation. Phase normalization is incorporated with the proposed unit to allow for efficient processing of the baseband signal phase with the real-valued RNN structure. Furthermore, we augment the phase normalization concept with dedicated envelope cell states that support the mapping of RF envelope dominated distortions. Combination with a trainable, input-ended finite impulse response (FIR) filtering leads us to proposing the augmented phase-normalized RRU (APNRRU). Our experimental validation, including a detailed modeling study of the proposed concepts with three different GaN Doherty PA units, as well as several DPD linearization examples, shows that the APNRRU offers excellent linearization already with modest complexity of just 550 model parameters. In addition, the results demonstrate the ability to linearize also demanding wideband PA operation with noncontiguous multicarrier signals with 400-MHz composite bandwidth, outperforming the prior art solutions.



Using the 3D Vector Antenna as the Short-Range Direction-Finding Sensor: Primary Theory and Experimental Proof

October 2023

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21 Reads

IEEE Sensors Letters

This work showcases the design, implementation, and verification of a vector antenna (VA) capable of direction finding. By adopting the tapered slot (also known as Vivaldi) element as the constitutive VA element and a four-season layout, the VA in this work can identify the radio source in a wide spectrum range in the three-dimensional space. Practical issues, such as steering vector calibration, exploitation of polarization, and angle estimation with partial electromagnetic measurements, are addressed to ensure the functionality of the proposed VA in practice. A four-channel phase-locked software-defined radio platform and quasi-real-time angle estimation algorithms are designed and implemented to verify the direction-finding (DF) capability of the VA for directly propagated, reflected, and diffracted radio signals, respectively. The results of the experiment prove the effectiveness of the theory and our practical VA measures for 3D direction finding under various conditions and potentially inspire localization, mapping, and navigation in short-range scenarios.


Known-Interference Cancellation in Cooperative Jamming: Experimental Evaluation and Benchmark Algorithm Performance

September 2023

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35 Reads

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14 Citations

IEEE Wireless Communications Letters

Physical layer security is a sought-after concept to complement the established upper layer security techniques in wireless communications. An appealing approach to achieve physical layer security is to use cooperative jamming with interference that is known to and suppressible by the legitimate receiver but unknown to, and hence not suppressible by, the eavesdropper. Suppressing known interference (KI), however, is challenging due to the numerous unknowns, including carrier and sampling frequency offsets, that impact its reception. This letter presents a measurement campaign that captures this challenge and then demonstrates the feasibility of solving that challenge by cancelling the KI using the frequency offsets least mean squares (FO-LMS) algorithm. Results show that KI suppression directly improves processing the signal-of-interest and that cooperative jamming effectively provides security at the physical layer.


Citations (42)


... The proposed nonlinear KIC method builds on our linear KIC method [24], [25] that we have previously extended to suppress KI from multiple cooperative jammers simultaneously [26] and to suppress wideband KI when only a narrowband portion of it has been received [27]. Nonlinear distortion modeling in this work is added through spline-based interpolation that performs comparably to memory polynomial-based models but with substantially lower complexity [23], [28]. Finally, we study the performance of the proposed nonlinear KIC method in both laboratory and outdoor environments and, based on the measurements results, analyze how highpower cooperative jamming together with KIC affects EMS access across a geographical area. ...

Reference:

High-Power Cooperative Jamming With Nonlinear Known-Interference Cancellation
Gradient-Adaptive 2-D LUT Method for 6G Flexible-Duplex

IEEE Microwave and Wireless Technology Letters

... Note that also the performance of LiDAR and camera can significantly deteriorate in severe weather conditions. Due to the plethora of nodes and connectivity, ISAC technology can extend this capability by offering broader, beyond the direct LoS information, such as detecting pedestrians or animals on highways, or "seeing around the corner" [36], [37], thus significantly improving road safety and traffic management [38]. Similarly, in rail transportation, ISAC can be integral in enhancing safety measures [39]. ...

Millimeter-Wave Radio SLAM: End-to-End Processing Methods and Experimental Validation

IEEE Journal on Selected Areas in Communications

... Full-duplex RF systems, capable of simultaneous transmission and reception, simplify deployments by reducing hardware requirements. Military trials in the 225 ∼ 400 MHz band up to 100 W and Fifth Generation (5G) in-band tests at 2.4 GHz demonstrate their potential [54], [55]. ...

Adaptive RF Self-interference Canceller Control and Spectrum Sensing in Full-Duplex EW Radio
  • Citing Conference Paper
  • April 2024

... This paper fills this gap by comprehensively exploring the diverse application scenarios of MoE in wireless networks, such as vehicular networks [84], [85], unmanned aerial vehicle (UAV) networks [86]- [88], satellite networks [89], [90], and other fundamental 6G scenarios [91]- [94]. Through in-depth analysis, we demonstrate the capabilities of MoE in solving complex wireless tasks, such as channel estimation [95]- [97], physical layer signal processing [61], [98]- [100], radio resource allocation [101]- [103], traffic management [104]- [106], distributed edge computing [107]- [109], and network security [110]- [112]. The dynamic expert selection and sparse activation mechanisms of MoE have been developed to improve resource utilization, enhance computational efficiency, and ensure adaptability in heterogeneous wireless environments. ...

Sparsely Gated Mixture of Experts Neural Network For Linearization of RF Power Amplifiers

IEEE Transactions on Microwave Theory and Techniques

... For outdoor measurements the cables connecting the three devices were replaced by antennas and the attenuators after the cooperative jammer PA were removed. The cooperative jammer was fitted with a directive Yagi-Uda type FD antenna designed specifically for the 300 MHz band [33] and the jammer was positioned facing east at the roof of a ninestory building (Kampusareena) at the Hervanta campus of Tampere University. The NBWF transmitter and receiver were both equipped with commercial off-the-shelf quarter wavelength monopole antennas that were attached to the roof of a motorized vehicle. ...

Design of High-Isolation Yagi—Uda Antennas for Military Full-Duplex Radios at 300 MHz
  • Citing Conference Paper
  • May 2023

... A set of modern experimental studies [6], [11], [31]- [33] are focused on external PIM suppression. These articles outline the step-by-step evolution of PIM cancellation models from a single-antenna FDD system exposed by a single external PIM interference source to a MIMO FDD system with multiple PIM sources. ...

Cancellation of Air-Induced Passive Intermodulation in FDD MIMO Systems: Low-Complexity Cascade Model and Measurements
  • Citing Conference Paper
  • June 2023

... The SNR 0 at the output versus the SNR i at the input to the 2A&C is described by Equations (5a) and (5b) for deterministic and pseudorandom signals respectively, where the Figure 11 shows Equations (5a) and (5b) for BT equal to 10 2 (red), 10 3 (blue) and 10 4 (green). Similar results of Figure 11 are shown in Ref. [64]. ...

Theoretical and Experimental Analysis of the Supposed Stealthiness of Noise Radar
  • Citing Conference Paper
  • May 2023

... The proposed method estimates and tracks the above-listed effects separately from one-another, which allows a reduction in the number of required computations when some parameter updates can be put on hold (e.g., slow time-varying PA distortions) or parameters can be stored (e.g., in frequency hopping). The proposed nonlinear KIC method builds on our linear KIC method [24], [25] that we have previously extended to suppress KI from multiple cooperative jammers simultaneously [26] and to suppress wideband KI when only a narrowband portion of it has been received [27]. Nonlinear distortion modeling in this work is added through spline-based interpolation that performs comparably to memory polynomial-based models but with substantially lower complexity [23], [28]. ...

Known-Interference Cancellation in Cooperative Jamming: Experimental Evaluation and Benchmark Algorithm Performance

IEEE Wireless Communications Letters

... Owing to the simple process during the parameter identifications, memory polynomial (MP) method has been broadly applied in various nonlinear systems with memory [14,15]. As the truncated version of Volterra series, the MP-driven method means to remove the nonlinearity by deriving the approximate inverse of PA. ...

Cellular Digital Post-Distortion: Signal Processing Methods and RF Measurements
  • Citing Conference Paper
  • April 2023

... Although OFDM expands the frequency domain, MIMO offers spatial signal diversity, and CA allows flexible distribution of spectral resources among several components of transmitted data carriers [5]. Furthermore, both the LTE and the NR standards support the frequency division duplex (FDD) mode, where both the transmitter (TX) and receiver (RX) use separate frequency bands to operate simultaneously [6]. ...

Air-Induced Passive Intermodulation in FDD MIMO Systems: Algorithms and Measurements

IEEE Transactions on Microwave Theory and Techniques