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首页> 外文期刊>World Journal of Engineering and Technology >Effectiveness of Several Metaheuristic Methods to Analyze Hydraulic Parameters in a Drinking Water Distribution Network
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Effectiveness of Several Metaheuristic Methods to Analyze Hydraulic Parameters in a Drinking Water Distribution Network

机译:若干常见方法的有效性分析饮用水分配网络中的液压参数

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The reliability and ease of applying metaheuristic methods in solving large and complex equation systems make it interesting to be applied as an alternative solution to solving problems in various fields. This article proves the effectiveness of an optimization model based on the? m etaheuristic method for the analysis of hydraulic parameters of drinking water distribution pipes. The metaheuristic methods explored are Differential Evolution (DE) algorithm, Particle Swam Optimization (PSO) algorithm and CODEQ algorithm. The effectiveness of the three methods is measured relative by comparing the results of the analysis of the three models with the results from Newton Raphson method and Monte Carlo simulation method. The analysis shows that the optimization model based on the DE, PSO and CODEQ algorithms is very effective for solving problems on a simple network that has 6 pipe elements and 5 service nodes. The results obtained have a level of accuracy as good as Newton Raphson method. In the case of complex networks that have 32 pipe elements and 21 service nodes, there is an indication of performance degradation which is indicated by a decrease in fitness value. In this case, Newton Raphson method still shows its consistency. The optimization model based on the metaheuristic method is still far more effective than the Monte Carlo simulation method, although it is not as effective as Newton Raphson method. The Monte Carlo simulation method is not recommended for hydraulic pipe network analysis, even for simple networks.
机译:在求解大型和复杂方程系统时应用成逐方法的可靠性和易于应用使其有趣地应用于各种领域中解决问题的替代解决方案。本文证明了基于?的优化模型的有效性饮用水分配管液压参数分析的METaheuristic方法。探索的成交学方法是差分演进(DE)算法,粒子SAM优化(PSO)算法和码度算法。通过比较三种模型的分析结果与牛顿Raphson方法和蒙特卡罗模拟方法的结果进行比较,相对测量三种方法的有效性。分析表明,基于DE,PSO和CodeQ算法的优化模型对于解决具有6个管道元件和5个服务节点的简单网络上的问题非常有效。获得的结果具有与牛顿Raphson方法一样好的准确性。在具有32个管道元件和21个服务节点的复杂网络的情况下,存在性能下降的指示,其通过对准值的降低表示。在这种情况下,牛顿Raphson方法仍然显示其一致性。基于Metaheuristic方法的优化模型仍然比蒙特卡罗模拟方法更有效,尽管它与牛顿Raphson方法没有那么有效。即使对于简单的网络,不建议蒙特卡罗仿真方法进行液压管网分析。

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