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首页> 外文期刊>Journal of hydrologic engineering >Optimal Groundwater Management Using Multiobjective Particle Swarm with a New Evolution Strategy
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Optimal Groundwater Management Using Multiobjective Particle Swarm with a New Evolution Strategy

机译:基于新目标的多目标粒子群优化地下水管理

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摘要

Groundwater is considered as an important source of freshwater for a variety of purposes including drinking, domestic, industrial, and irrigation uses. Because of increasing population and life standards, there is a growing need for the optimum utilization of groundwater resources. In this paper, a multiobjective particle swarm optimization model with a new evolutionary strategy based on the compromise solution of the Pareto-front optimal solutions is presented. The advantage of this proposed model stems from using a unique Pareto-compromise solution to drive the fitness calculations of the evolutionary process. The new evolutionary strategy is verified on a variety of multiobjective standard test problems with either connected or disconnected Pareto fronts. The proposed multiobjective evolutionary strategy is reminiscent of single-objective optimization, in that its fitness assignment and convergence criteria are both based on tracking a single evolving solution over the search history. Details of the model development and implementation are described and an example application related to groundwater management is presented to demonstrate the capabilities of the proposed model. The proposed model showed its ability to drive the Pareto-optimal solution for the example application and consequently its ability to be applied in real-life groundwater management problems.
机译:地下水被认为是多种用途的重要淡水来源,包括饮用,生活,工业和灌溉用途。由于人口和生活水平的提高,对最佳利用地下水的需求日益增长。提出了一种基于Pareto-front最优解的折衷解的具有多进化策略的多目标粒子群优化模型。该提议模型的优势源于使用独特的Pareto折衷解决方案来驱动进化过程的适应度计算。新的进化策略已通过连接或断开的Pareto前沿对各种多目标标准测试问题进行了验证。提出的多目标进化策略让人联想到单目标优化,因为它的适应性分配和收敛标准都基于在搜索历史上跟踪单个演化的解决方案。描述了模型开发和实施的细节,并提出了与地下水管理有关的示例应用程序,以证明所提出模型的功能。所提出的模型展示了其驱动帕累托最优解决方案用于示例应用程序的能力,因此具有在现实生活中的地下水管理问题中应用的能力。

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