引用本文:殷林飞,余涛,张泽宇,张孝顺.基于深度自适应动态规划的孤岛主动配电网发电控制与优化一体化算法[J].控制理论与应用,2018,35(2):169~183.[点击复制]
YIN Lin-fei,YU Tao,ZHANG Ze-yu,ZHANG Xiao-shun.Deep adaptive dynamic programming based integration algorithm for generation control and optimization of islanded active distribution network[J].Control Theory and Technology,2018,35(2):169~183.[点击复制]
基于深度自适应动态规划的孤岛主动配电网发电控制与优化一体化算法
Deep adaptive dynamic programming based integration algorithm for generation control and optimization of islanded active distribution network
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DOI编号  10.7641/CTA.2017.70239
  2018,35(2):169-183
中文关键词  主动配电网  发电控制  优化控制  深度学习  自适应动态规划
英文关键词  active distribution network  generation control  optimization control  deep learning  adaptive dynamic programming (ADP)
基金项目  国家自然科学基金项目(51177051, 51477055), 国家重点基础研究“973”项目(2013CB228205)资助.
作者单位E-mail
殷林飞 华南理工大学 yinlinfei@163.com 
余涛* 华南理工大学 taoyu1@scut.edu.cn 
张泽宇 中国电建集团中南勘测设计研究院有限公司  
张孝顺 华南理工大学  
中文摘要
      随着多种分布式新能源的并网, 如风电与光伏发电、生物质能发电、储能与电动汽车等, 传统情况下孤岛 配电网的发电控制方法已很难达到高品质频率稳定控制的要求. 为解决此问题, 本文提出了一种新颖的深度自适 应动态规划算法. 该算法将自适应动态规划算法中的神经网络替换为机器学习领域中的深度神经网络, 并在其中 添加深度模型预测网络. 所提算法能一次性完成传统模式下“发电控制算法+指令优化分配算法”共同完成的工 作. 最后, 为验证深度自适应动态规划算法的鲁棒性, 设计了多种配电网的仿真实验, 即正常情况、“即插即用”启 停机情况、通讯故障情况、全天扰动仿真情况、变拓扑结构的孤岛配网情况和变参数模型的仿真, 设置的总仿真时 长达25年. 仿真结果验证了所设计的深度自适应动态规划算法有效性、可行性与强鲁棒性.
英文摘要
      With the development of many distributed generations (DGs) (e.g. wind power and photovoltaic power, biomass energy, energy storage device and plug in hybrid electric vehicle (PHEV)), the traditional methods for generation control of isolated island power grids cannot meet the requirements of frequency stability. This paper proposes deep adaptive dynamic programming (DADP) algorithm to solve this problem. Replacing neural network (NN) in adaptive dynamic programming (ADP) algorithm by the deep neural network (DNN) in the field of machine learning (ML), and adding deep model forecast neural network in, the proposed DADP algorithm is designed. Generation commands, which are achieved by the algorithms of both generation control and generation command dispatch in the traditional way, are obtained by the proposed DADP algorithm. Finally, to verify the robustness of the proposed DADP algorithm, many simulations for isolated island micro-gird are simulated, for instance, the normal isolated island situation, plug and play situation, communication failure situation, all-day disturbance situation, time-varying topology situation and systemic internal parameters varying situation, and the duration of all these simulations is configured as long as 25 years. The effectiveness, feasibility and strong robustness of the proposed DADP algorithm are verified by the simulation results.