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Chaotic differential evolution methods for dynamic economic dispatch with valve-point effects

机译:具有阀点效应的动态经济调度的混沌差分进化方法

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摘要

The dynamic economic dispatch (DED), with the consideration of valve-point effects, is a complicated non-linear constrained optimization problem with non-smooth and non-convex characteristics. In this paper, three chaotic differential evolution (CDE) methods are proposed based on the Tent equation to solve DED problem with valve-point effects. In the proposed methods, chaotic sequences are applied to obtain the dynamic parameter settings in DE. Meanwhile, a chaotic local search (CLS) operation for solving DED problem is designed to help DE avoiding premature convergence effectively. Finally, in order to handle the complicated constraints with efficiency, new heuristic constraints handling methods and feasibility based selection strategy are embedded into the proposed CDE methods. The feasibility and effectiveness of the proposed CDE methods are demonstrated for two test systems. The simulation results reveal that, compared with DE and those other methods reported in literatures recently, the proposed CDE methods are capable of obtaining better quality solutions with higher efficiency.
机译:考虑阀点效应的动态经济调度(DED)是具有非平滑和非凸特性的复杂的非线性约束优化问题。本文基于Tent方程提出了三种混沌微分进化(CDE)方法,以解决带阀点效应的DED问题。在提出的方法中,应用混沌序列获得DE中的动态参数设置。同时,设计了一种用于解决DED问题的混沌局部搜索(CLS)操作,以帮助DE有效地避免过早收敛。最后,为了高效处理复杂的约束,将新的启发式约束处理方法和基于可行性的选择策略嵌入到提出的CDE方法中。在两个测试系统上证明了所提出的CDE方法的可行性和有效性。仿真结果表明,与DE和最近文献报道的其他方法相比,所提出的CDE方法能够以更高的效率获得质量更好的解决方案。

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