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Damping low frequency oscillations using online Adaptive NeuroFuzzy Type-2 based STATCOM

机译:使用基于在线自适应NeuroFuzzy Type 2的STATCOM抑制低频振荡

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The reactive power compensation using shunt FACTS controllers also regulates the voltage of bus at which the shunt controller is installed. Static Synchronous Compensator (STATCOM), one of the shunt FACTS controllers, is a well-known controller used for this purpose, however, this article investigates its behavior for damping power system oscillations by application of a novel direct adaptive NeuroFuzzy Type2 (ANFT2) based nonlinear control scheme, for damping low frequency inter-area oscillations, using STATCOM. The proposed control scheme exploits the excellent estimation property of Type2 membership functions for modeling uncertainties in the system. The parameters of the proposed control scheme are updated online without using any offline training data which in turn minimizes the memory requirements, computational complexity and latency maintaining the performance of the system. The performance of the proposed control system is tested for various faults and operating conditions on multi-machine test system using nonlinear time domain simulations. Finally, the comparative analysis of ANT2 with Adaptive NeuroFuzzy Type-1 (ANFT1) control and without control is presented to validate the efficiency of proposed control system. The simulation results reveal that the proposed control scheme significantly improves the damping performance in transient and steady-state regions.
机译:使用并联FACTS控制器进行的无功功率补偿还可以调节安装了并联控制器的母线电压。静态同步补偿器(STATCOM)是并联FACTS控制器之一,是用于此目的的著名控制器,但是,本文通过基于新颖的直接自适应NeuroFuzzy Type2(ANFT2)的应用,研究了其在抑制电力系统振荡方面的行为。使用STATCOM的非线性控制方案,用于衰减低频区域间振荡。所提出的控制方案利用Type2隶属函数的出色估计特性来对系统中的不确定性进行建模。所提出的控制方案的参数是在线更新的,而无需使用任何离线的训练数据,这反过来又最小化了内存需求,计算复杂性和保持系统性能的等待时间。使用非线性时域仿真,在多机测试系统上针对各种故障和运行条件测试了所提出的控制系统的性能。最后,对带有自适应神经模糊1型(ANFT1)控制和无控制的ANT2进行了比较分析,以验证所提出控制系统的效率。仿真结果表明,所提出的控制方案显着提高了瞬态和稳态区域的阻尼性能。

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