Self-tuned approximated simplest fuzzy logic controller based shunt active power filter

Rambir Singh, Ashutosh Kumar Singh, Pradeep Kumar
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引用次数: 4

Abstract

This paper proposes a self-tuned approximated simplest fuzzy logic controller (ST-ASFLC) for shunt active power filter (APF). The approximated simplest fuzzy logic controller (ASFLC) is a 4-rule fuzzy logic controller (FLC), which successfully approximates the control actions of a 49-rule FLC using some compensating factors. The input scaling factors (SFs) of ASFLC are tuned online by a single nonlinear parameter using bipolar sigmoid activation function. The online tuning of SFs of ASFLC results in better dynamic response of shunt APF. The scheme is tested under randomly varying nonlinear loads. The simulation results presented under transient and steady-state operating conditions demonstrate that dynamic performance of proposed ST-ASFLC is better than 49-rule FLC, ASFLC with fixed SFs, and ST-ASFLC using the log sigmoid (unipolar) activation function. The proposed ST-ASFLC shows a remarkable improved performance in terms of peak overshoot, settling time, harmonic mitigation and reactive power compensation over other FLCs with fixed as well as self-tuned SFs using log sigmoid activation function.
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基于并联有源电力滤波器的自调谐近似最简模糊控制器
提出了一种用于并联有源电力滤波器的自调谐近似最简单模糊控制器(ST-ASFLC)。近似最简单模糊控制器(ASFLC)是一种4规则模糊控制器(FLC),它利用一些补偿因子成功地逼近了49规则模糊控制器的控制动作。采用双极s型激活函数对ASFLC的输入比例因子进行了单非线性参数在线调谐。通过对并联有源滤波器的动态特性进行在线调谐,使并联有源滤波器具有更好的动态响应。该方案在随机变化的非线性荷载下进行了试验。在瞬态和稳态工况下的仿真结果表明,所提出的ST-ASFLC的动态性能优于49规则FLC、固定SFs的ASFLC和使用log s型(单极)激活函数的ST-ASFLC。与其他使用log s型激活函数的固定和自调谐SFs的flc相比,所提出的ST-ASFLC在峰值超调、稳定时间、谐波缓解和无功补偿方面表现出显著改善。
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