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Reactive power control of DFIG wind farm using online supplementary learning controller based on approximate dynamic programming

机译:基于近似动态编程的在线补充学习控制器对双馈风电场的无功控制

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Dynamic reactive power control of doubly fed induction generators (DFIGs) plays a crucially important role in maintaining transient stability of power systems with high penetration of DFIG based wind generation. Based on approximate dynamic programming (ADP), this paper proposes an optimal adaptive supplementary reactive power controller for DFIGs. By augmenting a corrective regulation signal to the reactive power command of rotor-side converter (RSC) of a DFIG, the supplementary controller is designed to reduce voltage sag at the point of common connection (PCC) during a fault, and to mitigate output active power oscillation of the wind farm after a fault. As a result, the transient stability of both DFIG and the power grid is enhanced. An action dependent cost function is introduced to provide real-time online ADP learning control. Furthermore, a policy iteration algorithm using high-efficiency least square method is employed to train the supplementary controller in an online model-free manner. By using such techniques, the supplementary reactive power controller is endowed with capability of online optimization and adaptation. Simulations carried out on a benchmark power system integrating a large DFIG wind farm show that the ADP based supplementary reactive power controller can significantly improve the transient system stability in changing operation conditions.
机译:双馈感应发电机(DFIG)的动态无功控制在维持基于DFIG基风发电的高渗透的动力系统的瞬态稳定性方面起着重要的作用。基于近似动态编程(ADP),本文提出了一种用于DFIG的最佳自适应补充功率控制器。通过将纠正调节信号增强到DFIG的转子侧转换器(RSC)的无功功率指令,辅助控制器设计为在故障期间降低公共连接点(PCC)的电压凹陷,并减轻输出活动断层后风电场的电源振荡。结果,增强了DFIG和电网的瞬态稳定性。介绍了一个动作依赖性成本函数,以提供实时在线ADP学习控制。此外,采用了使用高效率最小二乘法的策略迭代算法以在线模型的方式训练补充控制器。通过使用这些技术,补充无功功率控制器具有在线优化和适应的能力。在整合大型DFIG风电场的基准电源系统上进行的模拟表明,基于ADP的补充无功功率控制器可以显着提高变化操作条件的瞬态系统稳定性。

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