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首页> 外文期刊>Journal of Water Resources Planning and Management >Optimization of Reservoir Hedging Rules Using Multiobjective Genetic Algorithm
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Optimization of Reservoir Hedging Rules Using Multiobjective Genetic Algorithm

机译:基于多目标遗传算法的水库套期保值规则优化

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摘要

Water rationing in reservoir operation is essential for mitigating the damage of water deficits from prolonged and severe droughts. This problem is addressed in this study using hedging rules characterized by three hedging parameters: starting water availability, ending water availability, and a hedging factor. The effects of hedging are evaluated using two conflicting objectives: (1) a total shortage ratio and (2) a maximum 1-month shortage ratio, which represent the long- and short-term water-shortage characteristics for water supply. A multiobjective genetic algorithm is employed to solve this multiobjective reservoir operation optimization problem. The Pareto-optimal solutions of various hedging rules, including time-varying parameters and multiple periods ahead hedging, are searched using the nondominated sorting genetic algorithm II. The proposed optimization framework is applied to the Nanhua Reservoir in southern Taiwan. The results show that tims-varying hedging promotes both objectives. The merit of multiperiod ahead hedging can be superimposed on the hedging rules incorporating time-varying hedging parameters. Significant improvement on the Pareto front is obtained for all time-varying hedging when 2 nonths ahead hedging is implemented. Further increasing length of periods in hedging leads to an improved Pareto front associated only with higher time-varying frequency hedging parameters but not the constant hedging scheme.
机译:水库运营中的水定量配给对于减轻长期干旱和严重干旱对缺水的损害至关重要。在这项研究中,使用具有三个套期参数特征的套期规则解决了这个问题:开始的可用水量,结束的可用水量和对冲因子。套期保值的效果使用两个相互矛盾的目标进行评估:(1)总缺水率和(2)最大1个月缺水率,它们代表了供水的长期和短期缺水特征。采用多目标遗传算法解决了该多目标水库调度优化问题。使用非支配排序遗传算法II搜索各种套期保值规则的帕累托最优解,包括时变参数和多个提前套期保值。提出的优化框架被应用于台湾南部的南华水库。结果表明,时变套期保值促进了这两个目标。多期提前对冲的优点可以叠加在包含时变对冲参数的对冲规则上。当实施2个虚假套期保值时,所有随时间变化的套期保值均会在Pareto前沿得到显着改善。套期保值期的进一步增加导致改进的帕累托锋,仅与较高的时变频率套期保值参数有关,而与恒定套期保值方案无关。

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