Iterative Clipping Filtering and Saleh Model Predistorter on a MIMO-OFDM System Testbed Using Software Defined Radio

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The purpose of this study is to address the challenges of high peak-to-average power ratio (PAPR) and nonlinear power amplifier (PA) distortion in multiple-input multiple-output orthogonal frequency division multiplexing (MIMO-OFDM) systems based on the IEEE 802.11ac. The research integrates iterative clipping filtering (ICF) for PAPR reduction and the Saleh model predistortion (PD) for PA linearization. Implemented on a software defined radio (SDR) platform using NI-USRP devices, the system is evaluated in real-world line-of-sight (LOS) and non-line-of-sight (NLOS) environments. Results show significant PAPR reduction, from 19.7 dB to 10.3 dB, and improved PA linearity, achieving a 94.80% error vector magnitude (EVM) reduction. Furthermore, the combined approach exhibits lower symbol error rates (SER) and error-free data transmission, particularly under LOS conditions. Compared to conventional methods, the system demonstrates superior execution efficiency with 475–503 ms processing times.

ReferencesShowing 10 of 22 papers
  • Cite Count Icon 4
  • 10.1109/isitia56226.2022.9855274
Analysis of Combined PAPR Reduction Technique with Predistorter for OFDM System in 5G
  • Jul 20, 2022
  • Aliva Meidya Kautsar Bebyrahma + 2 more

  • 10.29207/resti.v7i4.5093
The Joint Channel Coding and Pre-Distortion Technique on the USRP-Based MIMO-OFDM System
  • Aug 12, 2023
  • Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi)
  • Melki Mario Gulo + 4 more

  • Open Access Icon
  • Cite Count Icon 14
  • 10.22266/ijies2021.0430.32
An improved ASOICF algorithm for PAPR reduction in OFDM systems
  • Apr 30, 2021
  • International Journal of Intelligent Engineering and Systems
  • Vijaya Padarti + 1 more

  • Open Access Icon
  • Cite Count Icon 35
  • 10.1109/twc.2020.2966600
PAPR Reduction Using Iterative Clipping/Filtering and ADMM Approaches for OFDM-Based Mixed-Numerology Systems
  • Apr 1, 2020
  • IEEE Transactions on Wireless Communications
  • Xiaoran Liu + 6 more

  • Cite Count Icon 20
  • 10.1109/tbc.2021.3132158
A Joint PAPR Reduction and Digital Predistortion Based on Real-Valued Neural Networks for OFDM Systems
  • Mar 1, 2022
  • IEEE Transactions on Broadcasting
  • Zhijun Liu + 3 more

  • Cite Count Icon 4
  • 10.1007/s11277-022-09679-x
Optimizing the Reduction of PAPR of OFDM System Using Hybrid Methods
  • Apr 7, 2022
  • Wireless Personal Communications
  • Malleswari Akurati + 2 more

  • 10.1007/978-981-16-9605-3_74
PAPR Reduction in SDR-Based OFDM System
  • Jan 1, 2022
  • L Chandini + 1 more

  • Open Access Icon
  • Cite Count Icon 5
  • 10.1109/access.2023.3275434
Physics Informed Spiking Neural Networks: Application to Digital Predistortion for Power Amplifier Linearization
  • Jan 1, 2023
  • IEEE Access
  • Siqi Wang + 2 more

  • Open Access Icon
  • Cite Count Icon 30
  • 10.1109/access.2021.3074009
A Hybrid Companding and Clipping Scheme for PAPR Reduction in OFDM Systems
  • Jan 1, 2021
  • IEEE Access
  • Zhitong Xing + 4 more

  • Cite Count Icon 1
  • 10.1109/ccpqt60491.2023.00028
Performance Evaluation of the MIMO-OFDM System Using Artificial Noise Based on the SDR Platform
  • Aug 4, 2023
  • Yonghuang Liu + 4 more

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In last few decades the demand for multimedia data services has grown up fastly. One of the most promising multicarrier system, Orthogonal Frequency Division Multiplexing (OFDM) allow large number of capacity the number of subcarriers, high data rates and ubiquitous coverage with high mobility. But OFDM is extensively affected by peak to average power ratio (PAPR). Unfortunately, the high PAPR inherent to OFDM signal envelopes will frequently drive high power amplifiers (HPAs) which are operate in the nonlinear region. The nonlinearity of the High Power Amplifier exhibits phase and amplitude distortions, which causes loss of orthogonality between the subcarriers; also (ICI) is introduced in the source signal. This dissertation is basically focused on PAPR reduction in OFDM system and measuring BER in different Modulation Technique. In PAPR reduction Signal companding methods have low complication, high distortion and spectral properties; however, we have limited PAPR reduction capabilities. Partial transmit sequences (PTS) and selected mapping (SLM), have also been considered for PAPR reduction. Such kind of techniques are very efficient and distortion less, Also the SLM is very good technique to the PAPR problem in single carrier system. This method has low complexity as well as it is data independent. 
 In this paper, we are describing a combine technique of SLM and PTS to minimize the PAPR. In PTS scheme, number of sub blocks increases; the IFFT block to be performed for sub blocks also increases. Simulation results have shown that the reductions of PAPR of proposed scheme is more than PTS and SLM methods as well as the difficulty reduced considerably.

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In this paper, we propose an improved selective mapping (SLM) cascaded with iterative tone reservation (TR) method for peak-to average power ratio (PAPR) reduction in orthogonal frequency division multiplexing (OFDM) system. In the simple SLM cascaded with iterative TR method, the candidate signal which has the minimum PAPR is selected. However, since the number of iteration L of the largest peak values will be reduced by TR, in the proposed method, the candidate signal which has the minimum (L+1)th peak to average power ratio is selected among other candidates in the SLM process. From the performance comparisons between various PAPR reduction methods, we verified that the PAPR reduction performance of the proposed method achieves the better reduction performance and power efficiency.

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High peak-to-average power ratio (PAPR) in orthogonal frequency division multiplexing (OFDM) systems seriously impacts power efficiency in radio frequency section due to the nonlinearity of high-power amplifiers. In this article, an improved gamma correction companding (IGCC) is proposed for PAPR reduction and investigated under multipath fading channels. It is shown that the proposed IGCC provides a significant PAPR reduction while improving power spectral levels and error performances when compared with the previous gamma correction companding. IGCC outperforms existing companding methods when a nonlinear solid-state power amplifier (SSPA) is considered. Additionally, with the introduction of $$\alpha , \beta , \gamma $$ź,β,ź, and $$\varDelta $$Δ parameters, the improved companding can offer more flexibility in the PAPR reduction and therefore achieves a better trade-off among the PAPR gain, bit error rate (BER), and power spectral density (PSD) performance. Moreover, IGCC improves the BER and PSD performances by minimizing the nonlinear companding distortion. Further, IGCC improves signal-to-noise ratio (SNR) degradation ($$\varDelta _{\mathrm{SNR}}$$ΔSNR) and total degradation performances by 12.2 and 12.8 dB, respectively, considering an SSPA with input power back-off of 3.0 dB. Computer simulation reveals that the performances of IGCC are independent of the modulation schemes and works with arbitrary number of subcarriers (N), while it does not increase computational complexity when compared with the existing companding schemes used for PAPR reduction in OFDM systems.

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