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Widely linear adaptive frequency estimation for unbalanced three-phase power systems with multiple noisy measurements

机译:具有多个噪声测量的不平衡三相电力系统的宽线性自适应频率估计

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We address the problem of adaptive frequency estimation of unbalanced three-phase power systems in practical situations when the voltage samples are contaminated with measurement noise. The complex-valued-transformed voltages are used in order to utilise all the available information in the three-phase reference channels, at the expense of modest addition in computational complexity. A widely linear predictive model is established over multiple noisy voltage measurements to cater for the system unbalance conditions, which are manifested in noncircular empirical distributions. To obtain frequency estimates in an adaptive manner, the total least-squares fitting and gradient descent optimisation techniques are adopted based on the augmented complex statistics. The so introduced augmented complex total least mean square (ACTLMS) algorithm is shown to enable, by design, more reliable frequency estimates over its augmented complex least mean square (ACLMS) counterpart. The ACTLMS is also shown to provide the user with a choice in the degrees of freedom to control the trade-off between tracking speed and estimation accuracy. Simulations on both synthetic and real-world noisy unbalanced power systems support the analysis.
机译:在实际情况下,当电压样本被测量噪声污染时,我们解决了不平衡三相电力系统的自适应频率估计问题。为了利用三相参考通道中的所有可用信息,使用了复数值变换电压,但以适度增加计算复杂度为代价。建立了广泛的线性预测模型,以应对多个有噪声的电压测量,以适应​​系统的不平衡条件,这在非圆形经验分布中得到了体现。为了以自适应方式获得频率估计,基于增强的复杂统计量,采用了总的最小二乘拟合和梯度下降优化技术。如此介绍的增强复数总最小均方(ACTLMS)算法通过设计显示出比其增强复数最小均方(ACLMS)对应物更可靠的频率估计。还显示了ACTLMS,可以为用户提供自由度的选择,以控制跟踪速度和估计精度之间的权衡。对合成噪声和现实噪声不平衡功率系统的仿真都支持该分析。

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