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Generation of Clean Hydropower Energy in Multi-Reservoir Systems Based on a New Evolutionary Algorithm

机译:基于新进化算法的多水库系统清洁水电能源发电

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摘要

Lingering droughts and shortage of water sources signify the importance of optimal utilization of water reservoirs such as multi-reservoir systems. These systems could be employed not only as a storage system to manage the water utilization but also as a power generation system. To rise the generated power besides the management of water utilization, an optimization algorithm should be used. In this study, the kidney algorithm in three different scenarios, namely the wet, normal, and dry years is employed to fulfill such an engineering operation in a four-reservoir system in China. Simulations show well compatibility of the water level inside the reservoir with real statistical indices in terms of RMSE and MAE. Results also reveal that using the kidney algorithm not only reduces the required calculation but also increases the convergence pace with respect to other algorithms that have been used (bat, shark, abundance of particles, and genetic algorithms). Moreover, it increases the amount of the generated energy by a factor of 2.2-3.2 with respect to the aforementioned algorithms. Results indicate the capability of the kidney algorithm in the management of water sources and engineering operations.
机译:持续的干旱和水资源短缺标志着对诸如多水库系统之类的水库进行最佳利用的重要性。这些系统不仅可以用作管理用水的存储系统,还可以用作发电系统。除了管理用水,要提高发电量,还应使用优化算法。在这项研究中,在中国的四水库系统中,采用了在湿年,正常年和干旱年这三种不同情况下的肾脏算法来完成这种工程操作。仿真表明,根据RMSE和MAE,水库内部的水位与真实的统计指标具有很好的兼容性。结果还表明,相对于已使用的其他算法(蝙蝠,鲨鱼,大量粒子和遗传算法),使用肾脏算法不仅减少了所需的计算,而且提高了收敛速度。而且,相对于前述算法,其将产生的能量的量增加了2.2-3.2倍。结果表明了肾脏算法在水资源管理和工程运营中的能力。

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