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Application Research of the Improved Overall Temporal and Spatial Economic Operation Model Based on Information Entropy in Large-Scale Hydropower Station

机译:信息熵的改进时空总体经济运行模型在大型水电站中的应用研究

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摘要

For the high dimensional and complex inner-plant economical operation problem of large hydropower station, an improved ant colony optimization with adaptive ability, inspiring ability and local search ability was proposed. Spatial optimal load distribution model and temporal unit commitment model was combined into an overall temporal and spatial economic operation model, in which an innovative ant colony model of multiple ant colonies, multiple outsets and multiple routes was adopted. Information entropy was applied to adjust the path selection strategy and pheromone updating strategy of ant colonies along with the change of its value during the iteration. Two inspiring factors were applied in the algorithm to guide the ant colonies to search for optimal paths in a more efficient and targeted way. Local search ability was guaranteed by local translation of unit start-stop points of the optimal solution in each iteration. In the optimal load distribution model, optimal distribution table was set in advance using dynamic programming, which only took account of the stable operation regions and avoided the cavitation and vibration areas for the security and stability of units. The proposed method is applied to the Three Gorges Hydroelectric plant. Compared with other methods under different water heads, this method shows optimized result under the premise of both calculation speed and stability.
机译:针对大型水电站高维复杂厂内经济运行问题,提出了一种具有自适应能力,启发能力和局部搜索能力的改进蚁群算法。将空间最优负荷分配模型和时间单位承诺模型结合为一个整体的时空经济运行模型,采用了具有多个蚁群,多个起点和多个路径的创新蚁群模型。利用信息熵来调整蚁群的路径选择策略和信息素更新策略,并在迭代过程中改变其值。在算法中应用了两个启发性因素来指导蚁群以更有效和更有针对性的方式搜索最优路径。通过在每次迭代中对最佳解决方案的单位起止点进行本地翻译,可以保证本地搜索能力。在最优负荷分配模型中,使用动态规划预先设置了最优分配表,该动态分配仅考虑了稳定的工作区域,并避免了汽蚀和振动区域,以确保机组的安全性和稳定性。该方法已应用于三峡水电站。与不同水位下的其他方法相比,该方法在计算速度和稳定性均前提下显示了优化结果。

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