广东工业大学学报2017,Vol.34Issue(4):72-77,6.DOI:10.12052/gdutxb.160108
纵横交叉算法在梯级水库优化调度中的应用
Cascade Reservoirs Operation Optimization Based on Crisscross Optimization Algorithm
摘要
Abstract
An optimal operation model for hydropower station is characterized by multiple constraints, high-dimension, nonlinearity, and difficult model solution. To surmount these problems, a Crisscross optimization (CSO) algorithm is presented to solve the model. Crisscross optimization algorithm searches the global optimum using a dual cross search mechanism, which can improve the ability of the global optimization searches via the organic integration of the two crossover operators by competition. On the one hand, the cross and vertical cross two can enhance the global search capability and avoid the local optimal problem. On the other hand, the golden mean is generated by the two crossover operators and the dominant solution generated by the competition, which can quickly converge to the global optimum. A case study reveals that Crisscross optimization algorithm performs better in global optimization ability and stability compared with the standard particle swarm optimization algorithm, the genetic algorithm, the expectation-maximization algorithm, and it can be effectively applied to the optimal operation of cascade reservoirs.关键词
纵横交叉算法/梯级水库/优化调度Key words
crisscross optimization algorithm/operation optimization/cascaded reservoirs分类
建筑与水利引用本文复制引用
王朗,孟安波,李锦焙,魏明磊..纵横交叉算法在梯级水库优化调度中的应用[J].广东工业大学学报,2017,34(4):72-77,6.基金项目
广东省科技计划项目(2016A010104016) (2016A010104016)