Estimation of Memoryless Nonlinearity of Multiple Amplifiers with Low Complexity and High Stability Based on Orthonormal Systems and Quadrature

Kazuki Komatsu, T. Matsumura
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Abstract

Estimation of memoryless nonlinearity is the simplest problem of nonlinearity and one of the most important problems on wireless communications. In some wireless communication fields such as pre-distortion of multiple-input and multiple-output systems, dual-input digital Doherty, and wireless physical layer identification, there is a demand to estimate the nonlinearity of multiple amplifiers simultaneously. In this paper, we presents a novel estimation method of memoryless nonlinearity of multiple amplifiers with low complexity and high stability based on weighted least squares, numerical integration, and good properties of orthonormal systems. While the conventional least-squares method is derived by focusing on the effect of noise added to the output, the proposed method focuses on the error of the polynomial approximation and is derived from the numerical integration of its probability expectation. In addition, we derive the theoretical analysis of the estimation error of the proposed method. The simulation results show that the proposed method achieves better estimation accuracy, higher stability, and lower computational cost than the conventional least squares. Also, the theoretical results and simulation results are consistent with each other.
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基于正交系统和正交的低复杂度高稳定性多放大器无记忆非线性估计
无记忆非线性估计是非线性中最简单的问题,也是无线通信中最重要的问题之一。在多输入多输出系统的预失真、双输入数字Doherty、无线物理层识别等无线通信领域中,需要同时对多个放大器的非线性进行估计。本文提出了一种基于加权最小二乘、数值积分和正交系统良好性质的低复杂度、高稳定性多放大器无记忆非线性估计新方法。传统的最小二乘方法主要考虑噪声对输出的影响,而本文提出的方法主要考虑多项式近似的误差,并从其概率期望的数值积分中得出。此外,对所提方法的估计误差进行了理论分析。仿真结果表明,与传统的最小二乘方法相比,该方法具有更好的估计精度、更高的稳定性和更低的计算量。理论结果与仿真结果吻合较好。
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