不连续性表征和低复杂性平滑在RF-PA多项式零碎建模中的多项式
Carolina Pedrosa1,2, Dang-Kièn Germain Pham1, Peter Rashev3
1Laboratoire Traitement et Communication de l'Information (LTCI), Télécom Paris, Institut Polytechnique de Paris, 91120 Palaiseau, France.
Sensors (Basel, Switzerland)
|November 13, 2025
概括
这项研究引入了一种新的后处理技术,以平滑碎片式功率放大器 (PA) 模型中的不连续性. 这种方法通过提高PA非线性度的预测精度来提高数字预变 (DPD) 性能.
科学领域:
- 电气工程 电气工程
- 信号处理 信号处理
- 非线性系统是非线性系统.
背景情况:
- 功率放大器 (PA) 的零碎建模使用多项式段来表示非线性行为.
- 重组这些细分可以导致不连续性,降低预测准确性和数字预扭曲 (DPD) 性能.
研究的目的:
- 开发一个统计框架来检测PA模型中的不连续性.
- 提出一种低复杂度的光滑技术,以减轻这些不连续性并改进DPD.
主要方法:
- 通过振幅和相位响应的局部变化来统计检测不连续性.
- 在模型过渡区域的后处理平滑中应用一个升高的等号函数.
- 使用矢量切换通用记忆多项式 (VS-GMP) 模型的案例研究.
主要成果:
- 在多赫蒂和单阶段架构中对PA建模准确度的持续改进.
- 在规范化平均平方误差 (NMSE) 中最大减少3dB.
- 显著抑制5G/LTE信号的频谱误差.
结论:
- 拟议的光滑技术有效地解决了零件式PA模型中的不连续性,而无需重新训练.
- 该方法可以无集成为后处理工具,提高DPD性能.
- 对各种5G/LTE信号和PA类型进行验证,证明了广泛的适用性.
相关概念视频
Reconstruction of Signal using Interpolation
675
Signal processing techniques are essential for accurately converting continuous signals to digital formats and vice versa. When a continuous signal is sampled with a period T, the resulting sampled signal exhibits replicas of the original spectrum in the frequency domain, spaced at intervals equal to the sampling frequency. To handle this sampled signal, a zero-order hold method can be applied, which creates a piecewise constant signal by retaining each sample's value until the next...
675
Piecewise-Defined Functions
197
Piecewise defined functions are mathematical models where different expressions define a function over distinct intervals of the domain. These functions are useful for representing systems with varying behaviors depending on input values.For example, the function: uses a linear rule for inputs less than or equal to –1 and a quadratic rule for values greater than –1. Although it has two formulas, it still defines a single function.Another common type is the absolute value...
197
Linear Approximation in Frequency Domain
338
Linear systems are characterized by two main properties: superposition and homogeneity. Superposition allows the response to multiple inputs to be the sum of the responses to each individual input. Homogeneity ensures that scaling an input by a scalar results in the response being scaled by the same scalar.
In contrast, nonlinear systems do not inherently possess these properties. However, for small deviations around an operating point, a nonlinear system can often be approximated as linear....
In contrast, nonlinear systems do not inherently possess these properties. However, for small deviations around an operating point, a nonlinear system can often be approximated as linear....
338
Sampling Continuous Time Signal
666
In signal processing, a continuous-time signal can be sampled using an impulse-train sampling technique, followed by the zero-order hold method. Impulse-train sampling involves the use of a periodic impulse train, which consists of a series of delta functions spaced at regular intervals determined by the sampling period. When a continuous-time signal is multiplied by this impulse train, it generates impulses with amplitudes corresponding to the signal's values at the sampling points.
In the...
In the...
666
Limits with Oscillating Discontinuities
364
An oscillating discontinuity is a type of discontinuity in which a function’s values fluctuate infinitely often as the input approaches a particular point. Unlike jump discontinuities, where the function suddenly shifts between two values, or infinite discontinuities, where the function diverges without bound, an oscillating discontinuity arises from rapid back-and-forth variation. Because the function never stabilizes toward a single value, no finite limit exists at that point.One of the...
364
Linear Approximation in Time Domain
330
Nonlinear systems often require sophisticated approaches for accurate modeling and analysis, with state-space representation being particularly effective. This method is especially useful for systems where variables and parameters vary with time or operating conditions, such as in a simple pendulum or a translational mechanical system with nonlinear springs.
For a simple pendulum with a mass evenly distributed along its length and the center of mass located at half the pendulum's length,...
For a simple pendulum with a mass evenly distributed along its length and the center of mass located at half the pendulum's length,...
330


