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Digital Predistortion (DPD) is a popular technique to enhance signal quality in wideband RF power amplifiers (PAs). With increasing bandwidth and data rates, DPD faces significant energy consumption challenges during deployment, contrasting…

信号处理 · 电气工程与系统科学 2025-08-26 Yizhuo Wu , Yi Zhu , Kun Qian , Qinyu Chen , Anding Zhu , John Gajadharsing , Leo C. N. de Vreede , Chang Gao

Efficient mitigation of power amplifier (PA) nonlinear distortion in multi-user hybrid precoding based broadband mmWave systems is an open research problem. In this article, we first carry out detailed signal and distortion modeling in…

信号处理 · 电气工程与系统科学 2020-05-27 Alberto Brihuega , Lauri Anttila , Mahmoud Abdelaziz , Fredrik Tufvesson , Mikko Valkama

In this article, we propose a novel digital predistortion (DPD) solution that allows to considerably reduce the complexity resulting from linearizing a set of power amplifiers (PAs) in single-user large-scale digital beamforming…

信号处理 · 电气工程与系统科学 2018-12-05 Alberto Brihuega , Lauri Anttila , Mahmoud Abdelaziz , Mikko Valkama

This article investigates digital predistortion (DPD) linearization of hybrid beamforming large-scale antenna transmitters. We propose a novel DPD processing and learning technique for an antenna sub-array, which utilizes a combined signal…

信号处理 · 电气工程与系统科学 2018-07-04 Mahmoud Abdelaziz , Lauri Anttila , Alberto Brihuega , Fredrik Tufvesson , Mikko Valkama

Noncontiguous transmission schemes combined with high power-efficiency requirements pose big challenges for radio transmitter and power amplifier (PA) design and implementation. Due to the nonlinear nature of the PA, severe unwanted…

信息论 · 计算机科学 2016-11-23 Mahmoud Abdelaziz , Lauri Anttila , Chance Tarver , Kaipeng Li , Joseph R. Cavallaro , Mikko Valkama

Digital predistortion (DPD) is a method commonly used to compensate for the nonlinear effects of power amplifiers (PAs). However, the computational complexity of most DPD algorithms becomes an issue in the downlink of massive multi-user…

信号处理 · 电气工程与系统科学 2022-05-12 Yibo Wu , Ulf Gustavsson , Mikko Valkama , Alexandre Graell i Amat , Henk Wymeersch

Digital Pre-Distortion (DPD) enhances signal quality in wideband RF power amplifiers (PAs). As signal bandwidths expand in modern radio systems, DPD's energy consumption increasingly impacts overall system efficiency. Deep Neural Networks…

信号处理 · 电气工程与系统科学 2024-04-25 Yizhuo Wu , Ang Li , Mohammadreza Beikmirza , Gagan Deep Singh , Qinyu Chen , Leo C. N. de Vreede , Morteza Alavi , Chang Gao

Digital predistortion is the process of correcting for nonlinearities in the analog RF front-end of a wireless transmitter. These nonlinearities contribute to adjacent channel leakage, degrade the error vector magnitude of transmitted…

信号处理 · 电气工程与系统科学 2019-07-02 Chance Tarver , Alexios Balatsoukas-Stimming , Joseph R. Cavallaro

This study reports a novel hardware-friendly modular architecture for implementing one dimensional convolutional neural network (1D-CNN) digital predistortion (DPD) technique to linearize RF power amplifier (PA) real-time.The modular nature…

信号处理 · 电气工程与系统科学 2022-03-11 Udara De Silva , Toshiaki Koike-Akino , Rui Ma , Ao Yamashita , Hideyuki Nakamizo

Digital predistortion (DPD) is essential for mitigating nonlinearity in RF power amplifiers, particularly for wideband applications. This paper presents TCN-DPD, a parameter-efficient architecture based on temporal convolutional networks,…

信号处理 · 电气工程与系统科学 2025-08-26 Huanqiang Duan , Manno Versluis , Qinyu Chen , Leo C. N. de Vreede , Chang Gao

Flux-tunable superconducting qubits rely on fast flux control pulses to implement two-qubit entangling quantum gates, a key building block for quantum algorithms. However, distortion effects introduced by non-ideal control electronics,…

Digital predistortion (DPD) is crucial for linearizing radio frequency (RF) power amplifiers (PAs), improving signal integrity and efficiency in wireless systems. Neural network (NN)-based DPD methods surpass traditional polynomial models…

硬件体系结构 · 计算机科学 2026-04-14 Manno Versluis , Yizhuo Wu , Chang Gao

Frequency domain (FD)-digital predistortion (DPD) is a low-complexity DPD solution for massive multiple-inputmultiple-output (MIMO) transmitters (TXs). In this letter, we extend FD-DPD to scenarios with multiple signal states (e.g.,…

信号处理 · 电气工程与系统科学 2025-12-12 Yundi Zhang , Yanshi Sun , Li Chen

General requirements for radar digital signal processing are ionospheric distortion and Doppler dispersion correction, which has historically required radar-specific hardware to implement in real time. Although analog solutions are…

信号处理 · 电气工程与系统科学 2025-09-30 Daniel J. Vickers , A. H. Mack , Idahosa A. Osaretin

The use of up to hundreds of antennas in massive multi-user (MU) multiple-input multiple-output (MIMO) orthogonal frequency division multiplexing (OFDM) poses a complexity challenge for digital predistortion (DPD) aiming to linearize the…

信号处理 · 电气工程与系统科学 2024-10-25 Yibo Wu , Ulf Gustavsson , Mikko Valkama , Alexandre Graell i Amat , Henk Wymeersch

The primary source of nonlinear distortion in wireless transmitters is the power amplifier (PA). Conventional digital predistortion (DPD) schemes use high-order polynomials to accurately approximate and compensate for the nonlinearity of…

信号处理 · 电气工程与系统科学 2018-01-19 Miao Yao , Munawwar Sohul , Randall Nealy , Vuk Marojevic , Jeffrey Reed

In modern 5G user equipments (UEs), the power amplifier (PA) contributes significantly to power consumption during uplink transmissions, especially in cell-edge scenarios. While reducing power backoff can enhance PA efficiency, it…

信号处理 · 电气工程与系统科学 2025-08-19 Daniel Schäufele , Jochen Fink , Renato L. G. Cavalcante , Sławomir Stańczak

We investigate neural network (NN) assisted techniques for compensating the non-linear behaviour and the memory effect of a 5G PA through digital predistortion (DPD). Traditionally, the most prevalent compensation technique computes the…

信号处理 · 电气工程与系统科学 2020-03-31 Alexandru Cioba , Alvin Chua , Da-shan Shiu , Ting-Hsun Kuo , Chia-Sheng Peng

Modern radio systems and transceivers utilize carrier aggregation (CA) to meet the demands for higher and higher data rates. However, the adoption of CA in the existing Long Term Evolution (LTE)-Advanced and emerging 5G New Radio (NR)…

信号处理 · 电气工程与系统科学 2018-12-11 Muhammad Zeeshan Waheed , Pablo Pascual Campo , Dani Korpi , Adnan Kiayani , Lauri Anttila , Mikko Valkama

Neural network (NN)-based Digital Predistortion (DPD) has demonstrated superior performance in improving signal quality in wideband radio frequency (RF) power amplifiers (PAs) employing complex modulation. However, NN DPDs usually rely on a…

信号处理 · 电气工程与系统科学 2025-12-18 Yizhuo Wu , Ang Li , Chang Gao
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