TSKARNA-Norm Adaption Based NLMS with Optimized Fractional Order PID Controller Gains for Voltage Power Quality

Prashant Kumar;Sabha Raj Arya;Khyati D. Mistry
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Abstract

The operation of a dynamic voltage restorer (DVR) is studied using a three-phase voltage source converter (VSC)-based topology to alleviate voltage anomalies from a polluted supply voltage. The control algorithm used included two components. The first is an adaptive Takagi-Sugeno-Kang (TSK)-based adaptive reweighted $L_{1}$ norm adaption-based normalized least mean square (TSK-ARNA-NLMS) unit, which is proposed for the extraction of fundamental active and reactive components from the non-ideal supply and is further employed to generate the load reference voltage and switching pulse for the VSC. The step size was evaluated using the proposed TSK-ARNA-NLMS controller, and the TSK unit was optimized by integration with the marine predator algorithm (MPA) for a faster convergence rate. The second, a fractional-order PID controller (FOPID), was employed for AC- and DC-link voltage regulation and was approximated using the Oustaloup technique. The FOPID ( $PI^{\gamma}D^{\mu}$ ) provides more freedom for tuning the settling time, rise time, and overshoot. The FOPID coefficients ( $K_{\mathrm{i}}, K_{\mathrm{d}}, K_{\mathrm{p}}, \gamma$ , and $\mu$ ) were optimized by employing an advanced ant lion optimization (ALO) meta-heuristics technique to minimize the performance index, namely, the integral time absolute error (ITAE) and assess the accuracy of controllers. The DVR performance was validated under dynamic- and steady-state conditions.
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基于tskarna -范数自适应的NLMS与优化分数阶PID控制器增益的电压电能质量
研究了动态电压恢复器(DVR)的操作,该恢复器使用基于三相电压源变换器(VSC)的拓扑结构来缓解电源电压污染引起的电压异常。所使用的控制算法包括两个部分。第一种是基于自适应Takagi-Sugeno-Kang(TSK)的自适应重加权$L_{1}$范数自适应归一化最小均方(TSK-ARNA-NLMS)单元,该单元被提出用于从非理想电源中提取基本有功和无功分量,并被进一步用于生成VSC的负载参考电压和开关脉冲。使用所提出的TSK-ARNA-NLMS控制器评估步长,并通过与海洋捕食者算法(MPA)集成来优化TSK单元,以获得更快的收敛速度。第二种是分数阶PID控制器(FOPID),用于交流和直流链路电压调节,并使用Oustaloup技术进行近似。FOPID($PI^{\gamma}D^{\mau}$)为调整稳定时间、上升时间和过冲提供了更多的自由度。采用先进的蚂蚁优化(ALO)元启发式技术对FOPID系数($K_。DVR的性能在动态和稳态条件下得到了验证。
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来源期刊
Chinese Journal of Electrical Engineering
Chinese Journal of Electrical Engineering Energy-Energy Engineering and Power Technology
CiteScore
7.80
自引率
0.00%
发文量
621
审稿时长
12 weeks
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