文章摘要
纪昌明,马皓宇,李传刚,李宁宁,俞洪杰.基于可行域搜索映射的并行动态规划[J].水利学报,2018,49(6):649-661
基于可行域搜索映射的并行动态规划
Research on parallel dynamic programming based on feasible region search mapping
投稿时间:2018-01-12  
DOI:10.13243/j.cnki.slxb.20180018
中文关键词: 映射  可行域  并行  动态规划  联合调度
英文关键词: mapping  feasible region  parallel computing  dynamic programming  joint operation
基金项目:“十三五”国家重点研发计划项目(2016YFC0402208);国家自然科学基金项目(51279062);中央高校基本科研业务费专项资金项目(2016XS53)
作者单位E-mail
纪昌明 华北电力大学 可再生能源学院, 北京 102206  
马皓宇 华北电力大学 可再生能源学院, 北京 102206 940467366@qq.com 
李传刚 华北电力大学 可再生能源学院, 北京 102206  
李宁宁 华北电力大学 可再生能源学院, 北京 102206  
俞洪杰 华北电力大学 可再生能源学院, 北京 102206  
摘要点击次数: 108
全文下载次数: 76
中文摘要:
      为解决传统动态规划在处理水库群联合优化调度时面临的约束处理机制选择和计算时间长的问题,引入映射思想,基于映射和集合论知识构建可行域搜索映射模型,并结合动态规划的并行性,提出基于可行域搜索映射的并行动态规划。该算法通过构建时段可行搜索空间和并行模式,以规避无效状态组合计算并充分发挥计算机多核优势,提高计算效率。以李仙江流域三库联合调度为实例进行研究,从年发电量、计算耗时等方面将改进算法与传统动态规划以及逐步优化算法(POA)进行详细的对比分析。结果表明,该算法能在保证解全局收敛性的前提下减少计算耗时,制定梯级水库最优调度策略。
英文摘要:
      To overcome the difficulties in selection of the constraint processing mechanism and long calcnlation time by using the traditional dynamic programming for optimizing reservoir group operation,a mapping model for feasible region search is developed based on knowledge of the set and mapping theory.A parallel dynamic programming algorithm is put forward on the basis of feasible region search mapping.Through construction of the feasible solution search space and a parallel computing mode,this algorithm can avoid the calculation of invalid state combinations and give full play to the power of multi-core computers,thus improving computational efficiency.As an example,the joint scheduling of three reservoirs in Lixianjiang river basin is taken for case study.In terms of annual generated energy,calculation time and other criteria,detailed comparative analysis is conducted over the improved algorithm,the traditional dynamic programming and also progressive optimization algorithm.The results show that the proposed algorithm can reduce computation time while ensuring global convergence of the solutions,which provides scientific reference for making the optimal scheduling strategy of cascade reservoirs.
查看全文   查看/发表评论  下载PDF阅读器
关闭