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首页> 外文期刊>Neural computing & applications >System performances analysis of reservoir optimization-simulation model in application of artificial bee colony algorithm
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System performances analysis of reservoir optimization-simulation model in application of artificial bee colony algorithm

机译:人工蜂菌落算法应用储层优化模型的系统性能分析

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摘要

In reservoir system operation, optimization is very much essential and the compatibility of different optimization techniques is essential to be checked by some performance checking indices. In this study, various types of performance-measuring index are used and compared to provide a complete knowledge on adopting different approaches. Here, the considered performance-measuring indicators will check the operation policy in terms of three different scenarioshow the method is efficient in achieving best results (reliability); how vulnerable the method is for different critical situation (vulnerability); and how capable it is to handle a failure of the model (resiliency). Therefore, the study proposed the artificial bee colony (ABC) optimization technique to develop an optimal water release policy for the well-known Aswan High Dam, Egypt. Particle swarm optimization, genetic algorithm and neural network-based stochastic dynamic programming are also used in a view of comparing model performances. A release curve is developed for every month as a guidance to the decision maker. Simulation has been done for each method using historical actual inflow data, and reliability, resiliency and vulnerability are measured. All model indicators proved that the release policy provided by ABC optimization outperforms in terms of achieving minimum water deficit, less waste of water and handling critical situations.
机译:在储库系统操作中,优化非常重要,不同优化技术的兼容性对于通过一些性能检查指数来检查。在这项研究中,使用各种类型的性能测量指数,并比较了提供了采用不同方法的完整知识。在这里,考虑的性能测量指标将在三种不同场景中检查操作策略,方法在实现最佳结果(可靠性)方面是有效的。这种方法是针对不同的临界情况(漏洞)的易受攻击;以及如何处理模型(弹性)的失败。因此,该研究提出了人工蜂殖民地(ABC)优化技术,为埃及着名的Aswan高坝发育了最佳的水释放政策。粒子群优化,遗传算法和基于神经网络的随机动态动态编程也用于比较模型性能。为每个月开发释放曲线作为决策者的指导。使用历史实际流入数据的每种方法进行了模拟,并测量可靠性,弹性和漏洞。所有型号指标都证明,ABC优化提供的发布策略在实现最低水资源赤字,减少水浪费和处理临界情况方面提供的释放政策。

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