首页> 外文期刊>International Journal of Photoenergy >Reactive Power Control of Single-Stage Three-Phase Photovoltaic System during Grid Faults Using Recurrent Fuzzy Cerebellar Model Articulation Neural Network
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Reactive Power Control of Single-Stage Three-Phase Photovoltaic System during Grid Faults Using Recurrent Fuzzy Cerebellar Model Articulation Neural Network

机译:电网故障期间单相三相光伏系统无功控制的递归模糊小脑模型铰接神经网络

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This study presents a new active and reactive power control scheme for a single-stage three-phase grid-connected photovoltaic (PV) system during grid faults. The presented PV system utilizes a single-stage three-phase current-controlled voltage-source inverter to achieve the maximum power point tracking (MPPT) control of the PV panel with the function of low voltage ride through (LVRT). Moreover, a formula based on positive sequence voltage for evaluating the percentage of voltage sag is derived to determine the ratio of the injected reactive current to satisfy the LVRT regulations. To reduce the risk of overcurrent during LVRT operation, a current limit is predefined for the injection of reactive current. Furthermore, the control of active and reactive power is designed using a two-dimensional recurrent fuzzy cerebellar model articulation neural network (2D-RFCMANN). In addition, the online learning laws of 2D-RFCMANN are derived according to gradient descent method with varied learning-rate coefficients for network parameters to assure the convergence of the tracking error. Finally, some experimental tests are realized to validate the effectiveness of the proposed control scheme.
机译:这项研究为电网故障期间的单级三相并网光伏(PV)系统提出了一种新的有功和无功功率控制方案。提出的光伏系统利用单级三相电流控制电压源逆变器来实现具有低压穿越(LVRT)功能的光伏电池板的最大功率点跟踪(MPPT)控制。此外,推导了基于正序电压的公式来评估电压骤降的百分比,以确定注入的无功电流的比率,以满足LVRT规定。为了降低LVRT运行期间的过电流风险,为注入无功电流预定义了电流限制。此外,使用二维递归模糊小脑模型关节神经网络(2D-RFCMANN)设计有功和无功功率的控制。另外,根据梯度下降法推导了2D-RFCMANN的在线学习规律,其中网络参数的学习速率系数各不相同,以保证跟踪误差的收敛性。最后,通过一些实验测试验证了所提控制方案的有效性。

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