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Assessment of evolutionary algorithms for optimal operating rules design in real Water Resource Systems

机译:实际水资源系统中最优操作规则设计的进化算法评估

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摘要

Two evolutionary algorithms (EAs) are assessed in this paper to design optimal operating rules (ORs) for Water Resource Systems (WRS). The assessment is established through a parameter analysis of both algorithms in a theoretical case, and the methodology described in this paper is applied to a complex, real case. These two applications allow us to analyse an algorithm's properties and performance by defining ORs, how an algorithm's termination/convergence criteria affect the results and the importance of decision-makers participating in the optimisation process. The former analysis reflects the need for correctly defining the important algorithm parameters to ensure an optimal result and how the greater number of termination conditions makes the algorithm an efficient tool for obtaining optimal ORs in less time. Finally, in the complex real case application, we discuss the participation value of decision-makers toward correctly defining the objectives and making decisions in the post-process.
机译:本文评估了两种进化算法(EA),以设计水资源系统(WRS)的最佳运行规则(OR)。通过在理论情况下对两种算法的参数分析来建立评估,并将本文中描述的方法应用于复杂的实际情况。这两个应用程序使我们能够通过定义OR,算法的终止/收敛准则如何影响结果以及决策者参与优化过程的重要性来分析算法的属性和性能。前一种分析反映了需要正确定义重要的算法参数以确保获得最佳结果的必要性,以及更多终止条件如何使该算法成为在较短时间内获得最佳OR的有效工具。最后,在复杂的实际案例中,我们讨论了决策者在正确定义目标和在后期流程中做出决策时的参与价值。

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