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首页> 外文期刊>Journal of the American Water Resources Association >APPLICATION OF THE GENETIC ALGORITHM FOR OPTIMIZING OPERATION RULES OF THE LIYuTAN RESERVOIR IN TAIWAN
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APPLICATION OF THE GENETIC ALGORITHM FOR OPTIMIZING OPERATION RULES OF THE LIYuTAN RESERVOIR IN TAIWAN

机译:遗传算法在台湾荔鱼滩水库调度规则优化中的应用

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摘要

A procedure to apply genetic algorithm to optimize operation rules is proposed and applied to the LiYuTan Reservoir in Taiwan. The designed operation rules are operation zones with discount rates of water supply. The first step of the procedure is to predefine the shape of boundary curves of operation zones according to reservoir storage routing. Then, relatively fewer variables are used to describe the curves, and a last genetic algorithm (GA) is applied to optimize the curves. The procedure is applied to the newly built LiYuTan Reservoir for increasing domestic water demands. Shortage index is used to evaluate the performance of operation zones. A year is divided into 36 operational periods, with each month containing three operational periods. The shortage indexes calculated in operational periods are 9.81, 8.27, and 7.13, respectively, for the reservoir without operation rules, applying operation zones optimized by GA with encoding 36 storage levels for each curve, and adopting operation zones optimized by GA with encoding the curves with predefined shape. The average deficits for the three cases are 77.2, 43.6, and 33.3 (10~4 m~3/day), respectively. The results indicate that operation zones optimized by the proposed procedure have smaller shortage indexes and lower average deficits. In addition, the optimized operation zones have less variation and thus are more practical for operation. Conclusively, the proposed procedure utilizing GA to optimize operation zones with predefined shape can provide better and realistic outcomes through limited iterations.
机译:提出了一种应用遗传算法优化作业规则的程序,并将其应用于台湾李渔潭水库。设计的运行规则是具有供水折扣率的运行区域。该程序的第一步是根据储层存储路径预先定义操作区边界曲线的形状。然后,使用相对较少的变量来描述曲线,并应用最后的遗传算法(GA)来优化曲线。该程序适用于新建的李渔滩水库,以增加生活用水量。短缺指数用于评估操作区的性能。一年分为36个运营期,每个月包含三个运营期。对于没有运行规则的水库,在运行期中计算的短缺指数分别为9.81、8.27和7.13,对每条曲线应用通过GA优化的运行区域,对每个曲线进行36个存储级别的编码,并采用通过GA优化的运行区域,对曲线进行编码具有预定义的形状。 3例平均缺损分别为77.2、43.6和33.3(10〜4 m〜3 /天)。结果表明,通过该程序优化的操作区域具有较小的短缺指标和较低的平均缺陷。另外,优化的操作区域具有较小的变化,因此对于操作更实用。最终,所提出的利用遗传算法优化具有预定形状的操作区域的程序可以通过有限的迭代提供更好,更现实的结果。

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