电网技术2016,Vol.40Issue(8):2395-2405,11.DOI:10.13335/j.1000-3673.pst.2016.08.022
自适应动态规划法应用于二级电压控制器设计
Application of Adaptive Dynamic Programming Method to Design of Secondary Voltage Controllers
摘要
Abstract
A secondary voltage controller is designed to improve control accuracy and enhance reactive power margin based on adaptive dynamic programming (ADP) method.First,utility function is proposed to minimize voltage deviation at pilot buses with respect to their settings and increments of generator terminal voltages.Then cost-to-go function is constructed by accumulating utility function in future.Secondary voltage controller consists of a critic network and an action network,and both are structured with BP neural network.Parameters of critic network and action network are determined through off-line training beforehand.Principle of Bellman optimality is employed to training them iteratively.Simulation studies on a real provincial power system validate correctness and effectiveness of the proposed method.关键词
二级电压控制/自适应动态规划/Bellman最优化原理/BP神经网络Key words
secondary voltage controller/adaptive dynamic programming/Bellman optimal principle/BP neural network分类
信息技术与安全科学引用本文复制引用
冯小峰,刘明波..自适应动态规划法应用于二级电压控制器设计[J].电网技术,2016,40(8):2395-2405,11.基金项目
国家自然科学基金项目(51277078).Project Supported by National Natural Science Fundation of China(51277078). (51277078)