中国电机工程学报Issue(18):4635-4644,10.DOI:10.13334/j.0258-8013.pcsee.2015.18.009
梯级水电站群中长期优化调度的正交离散微分动态规划方法
Orthogonal Discrete Differential Dynamic Programming for Mid-long Term Optimal Operation of Cascade Hydropower System
摘要
Abstract
ABSTRACT:With the rapid expansion of the huge cascade hydropower system in China, the computing scale of hydro scheduling optimization is undergoing an explosive growth and faces the increasingly severe curse of dimensionality. It is essential to find some novel and effective methods to enhance the computing efficiency. An orthogonal discretedifferential dynamic programming (ODDDP) algorithm for mid-long term optimal operation of cascade hydroplants was proposed. On the basis of classical discrete discrete differential dynamic programming (DDDP), the proposed algorithm took advantage of orthogonal design to choose small but representive state combinations of different plants at each period, which led to a significant reduction in the computation time and memory requirement. The results of Wujiang River show that ODDDP is comparable to DDDP while making a significant reduction in computing time. The ODDDP is an effective algorithm for the mid-long term optimal operation of hydropower system.关键词
离散微分动态规划/水电站群/优化调度/降维/维数灾/试验设计Key words
discrete differential dynamic programming (DDDP)/hydropower stations/optimal operation/dimensionality reduction/curse of dimensionality/experiment design分类
信息技术与安全科学引用本文复制引用
冯仲恺,廖胜利,牛文静,程春田,唐建兴,苏华英..梯级水电站群中长期优化调度的正交离散微分动态规划方法[J].中国电机工程学报,2015,(18):4635-4644,10.基金项目
国家自然科学基金重大国际合作项目(51210014);国家重点基础研究发展计划项目(973计划)(2013CB035906)。Project Supported by National Major International Cooperation Foundation of China (51210014) (51210014)
The National Basic Research Program of China (973 Program)(2013CB035906) (973 Program)