Synthesis and Characterization of Multi-level Pseudo-Random Sequences as Excitation Signals for System Identification

Zandile C. Moyo, F. Mwaniki, Ian Paul Gerber
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引用次数: 1

Abstract

Identifying the frequency characteristics of systems prone to noise and non-linear distortions, such as grid-connected components, requires careful consideration of the excitation signal. For instance, to obtain the linear behaviour of such a system, the effects of the non-linear distortions should be reduced in the system identification procedure. This paper discusses the synthesis and suitability of multi-level pseudo-random sequences for system identification in the presence of harmonic distortion. Three different methods of synthesising multi-level pseudo-random sequences are presented and the properties of the resulting signals are discussed. It is shown that the design of these sequences can be optimised such that certain harmonics are suppressed. This is beneficial for minimizing, detecting or separating the effects of nonlinear distortions in an identification experiment. A method that uses a field programmable gate array is developed to generate controllable multi-level pseudo-random sequences. A frequency response estimation of an equivalent circuit model of a lithium-ion battery is conducted to demonstrate the use of multi-level signals in system identification. It is shown that the estimation corresponds well with the analytical response.
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多级伪随机序列作为系统辨识激励信号的合成与表征
识别易受噪声和非线性畸变影响的系统的频率特性,例如并网组件,需要仔细考虑激励信号。例如,为了获得这样一个系统的线性行为,在系统识别过程中应该减少非线性扭曲的影响。讨论了存在谐波失真情况下多级伪随机序列在系统辨识中的综合及其适用性。给出了三种不同的多级伪随机序列合成方法,并讨论了合成信号的性质。结果表明,这些序列的设计可以优化,使某些谐波被抑制。这有利于在识别实验中最小化、检测或分离非线性畸变的影响。提出了一种利用现场可编程门阵列生成可控多级伪随机序列的方法。对锂离子电池等效电路模型的频率响应进行了估计,以证明多级信号在系统识别中的应用。结果表明,估计结果与解析响应吻合较好。
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