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An Improved Differential Evolution Approach for Short-term Hydrothermal Scheduling

机译:改进的差分进化方法用于短期热液调度

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摘要

Short-term Hydrothermal Scheduling (STHS) plays one of the most important roles in power system operations. It is a complicated optimization problem that is difficult to solve due to the consideration of various constraints. This paper proposes an improved differential evolution approach for the solution of STHS problem. A regeneration operation is integrated into the proposed approach to avoid local optimums. Moreover, a novel constraints handling mechanism is introduced in order to avoid the use of penalty factors and improve the constraints handling efficiency. The mechanism employs a repair strategy to preserve population feasibility as much as possible. Besides, a novel selection which makes a not clear distinction between the feasible and infeasible solutions is introduced to handle oversights of the repair strategy. The proposed approach is applied on a well-known hydrothermal test system to verify its feasibility and efficiency. Numerical results are compared with those obtained by other population-based heuristic approaches reported in literature. It is observed from the comparisons that the proposed approach performs effectively and can yield quite competitive solutions.
机译:短期热液调度(STHS)在电力系统运行中扮演着最重要的角色之一。这是一个复杂的优化问题,由于考虑了各种约束而难以解决。本文提出了一种改进的差分进化方法来解决STHS问题。再生操作被集成到所提出的方法中,以避免局部最优。此外,为了避免使用惩罚因子并提高约束处理效率,引入了一种新颖的约束处理机制。该机制采用修复策略,以尽可能保留种群的可行性。此外,引入了一种新颖的选择,该选择无法明确区分可行和不可行的解决方案,以处理对维修策略的监督。所提出的方法应用于著名的水热测试系统,以验证其可行性和效率。将数值结果与通过文献报道的其他基于人群的启发式方法获得的结果进行比较。从比较中可以看出,所提出的方法有效地执行并且可以产生相当有竞争力的解决方案。

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