论文标题
强化学习$ \ unicode {x2013} $基于微电网的瞬态响应
Reinforcement Learning$\unicode{x2013}$Based Transient Response Shaping for Microgrids
论文作者
论文摘要
这项工作探讨了补充控制器的用法,以改善逆变器$ \ unicode {x2013} $的瞬时性能(IBR)。使用加固学习(RL)$ \ UNICODE {X2013} $的算法对补充控制器进行训练,以最大程度地减少连接到微电网的功率转换器中的瞬变。控制器自主工作以基于观察到的变量或跟踪变量的当前状态和轨迹发出自适应的中间设定点。使用PSCAD/EMTDC在中型电压测试系统上验证了设计控制器减轻瞬变的能力。
This work explores the usage of a supplementary controller for improving the transient performance of inverter$\unicode{x2013}$based resources (IBR) in microgrids. The supplementary controller is trained using a reinforcement learning (RL)$\unicode{x2013}$based algorithm to minimize transients in a power converter connected to a microgrid. The controller works autonomously to issue adaptive, intermediate set points based on the current state and trajectory of the observed or tracked variable. The ability of the designed controller to mitigate transients is verified on a medium voltage test system using PSCAD/EMTDC.